# Episode Log — task_3


## Step 0

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 0 | Pending: 20 | Steps remaining: 35/35 | Investigation budget: 35 | Step: 0

Current Ad: === Ad in Focus: ad_001 ===
Category: saas
Ad copy: "Automate your invoicing in minutes. Trusted by 50,000+ small businesses. InvoiceSimple."
Targeting: Small business owners, interests: finance, accounting
Initial risk signals: None
Advertiser country: United Kingdom
Account age: 2267 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Episode started. Review the ad queue and begin your investigation.

Available ads: ad_001, ad_002, ad_003, ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_001",
  "investigation_target": "advertiser_history"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_001",
  "investigation_target": "advertiser_history"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: advertiser_history for ad_001.
--- Findings ---
Advertiser: ArtisanHide Crafts (Verified Business)
Account age: 2267 days
Account created: 2020-01-21
Country: United Kingdom
Total historical spend: $249,290.34
Ads submitted in last 30 days: 2
Historical approval rate: 99%
Payment method: corporate_card (ID: pmt_542666)
Spend velocity: $110/day avg — consistent growth over 2267 days
Submission pattern: 2 ads in 30 days (steady cadence)


## Step 1

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 0 | Pending: 20 | Steps remaining: 34/35 | Investigation budget: 34 | Step: 1

Current Ad: === Ad in Focus: ad_001 ===
Category: saas
Ad copy: "Automate your invoicing in minutes. Trusted by 50,000+ small businesses. InvoiceSimple."
Targeting: Small business owners, interests: finance, accounting
Initial risk signals: None
Advertiser country: United Kingdom
Account age: 2267 days
Investigations completed: advertiser_history
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: advertiser_history for ad_001.
--- Findings ---
Advertiser: ArtisanHide Crafts (Verified Business)
Account age: 2267 days
Account created: 2020-01-21
Country: United Kingdom
Total historical spend: $249,290.34
Ads submitted in last 30 days: 2
Historical approval rate: 99%
Payment method: corporate_card (ID: pmt_542666)
Spend velocity: $110/day avg — consistent growth over 2267 days
Submission pattern: 2 ads in 30 days (steady cadence)

Available ads: ad_001, ad_002, ad_003, ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Findings:

[ad_001 / advertiser_history]
Advertiser: ArtisanHide Crafts (Verified Business)
Account age: 2267 days
Account created: 2020-01-21
Country: United Kingdom
Total historical spend: $249,290.34
Ads submitted in last 30 days: 2
Historical approval rate: 99%
Payment method: corporate_card (ID: pmt_542666)
Spend velocity: $110/day avg — consistent growth over 2267 days
Submission pattern: 2 ads in 30 days (steady cadence)
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_001",
  "verdict": "approve",
  "confidence": 0.95
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_001",
  "verdict": "approve",
  "confidence": 0.95
}
```

### Environment Response
- **Reward:** `+0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_001: approve (confidence: 0.95). 19 ad(s) remaining in queue.


## Step 2

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 1 | Pending: 19 | Steps remaining: 33/35 | Investigation budget: 34 | Step: 2

Current Ad: === Ad in Focus: ad_002 ===
Category: advance_fee
Ad copy: "You've won the UK National Lottery! Send $100 for tax processing to receive your $1.5M prize."
Targeting: Adults 25-70, interests: lottery, gambling, luck
Initial risk signals: advance fee request, unsolicited money offer, urgency pressure, request for personal information
Advertiser country: United Arab Emirates
Account age: 20 days
Flag: New account (< 30 days)
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_001: approve (confidence: 0.95). 19 ad(s) remaining in queue.

Available ads: ad_002, ad_003, ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 1 ad(s): 1 approve.
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_002",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_002",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_002.
--- Findings ---
Domain: offer7972.buzz
Domain age: 53 days
SSL: Valid SSL certificate
Registrar: Openprovider
WHOIS privacy: Disabled (registrant info public)
Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store
Similarity to known scam templates: 84%
Key claims on page:
  - Guaranteed returns
  - Low processing fee required
  - Confidential opportunity
Suspicious elements:
  - No contact phone number
  - Privacy policy copied from template
  - No physical address listed
  - Terms of service link returns 404
Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.


## Step 3

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 1 | Pending: 19 | Steps remaining: 32/35 | Investigation budget: 33 | Step: 3

Current Ad: === Ad in Focus: ad_002 ===
Category: advance_fee
Ad copy: "You've won the UK National Lottery! Send $100 for tax processing to receive your $1.5M prize."
Targeting: Adults 25-70, interests: lottery, gambling, luck
Initial risk signals: advance fee request, unsolicited money offer, urgency pressure, request for personal information
Advertiser country: United Arab Emirates
Account age: 20 days
Flag: New account (< 30 days)
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_002.
--- Findings ---
Domain: offer7972.buzz
Domain age: 53 days
SSL: Valid SSL certificate
Registrar: Openprovider
WHOIS privacy: Disabled (registrant info public)
Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store
Similarity to known scam templates: 84%
Key claims on page:
  - Guaranteed returns
  - Low processing fee required
  - Confidential opportunity
Suspicious elements:
  - No contact phone number
  - Privacy policy copied from template
  - No physical address listed
  - Terms of service link returns 404
Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.

Available ads: ad_002, ad_003, ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 1 ad(s): 1 approve.
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)

[ad_002 / landing_page]
Domain: offer7972.buzz
Domain age: 53 days
SSL: Valid SSL certificate
Registrar: Openprovider
WHOIS privacy: Disabled (registrant info public)
Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store
Similarity to known scam templates: 84%
Key claims on page:
  - Guaranteed returns
  - Low processing fee required
  - Confidential opportunity
Suspicious elements:
  - No contact phone number
  - Privacy policy copied from template
  - No physical address listed
  - Terms of service link returns 404
Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_002",
  "verdict": "reject",
  "confidence": 0.9
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_002",
  "verdict": "reject",
  "confidence": 0.9
}
```

### Environment Response
- **Reward:** `+0.39`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_002: reject (confidence: 0.90). 18 ad(s) remaining in queue.


## Step 4

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 2 | Pending: 18 | Steps remaining: 31/35 | Investigation budget: 33 | Step: 4

Current Ad: === Ad in Focus: ad_003 ===
Category: advance_fee
Ad copy: "Congratulations! You've inherited $2.8 million from a distant relative. Pay $200 processing fee to claim."
Targeting: Adults 30-70, interests: finance, inheritance
Initial risk signals: advance fee request, unsolicited money offer, urgency pressure, request for personal information
Advertiser country: United States
Account age: 9 days
Flag: New account (< 30 days)
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_002: reject (confidence: 0.90). 18 ad(s) remaining in queue.

Available ads: ad_003, ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 2 ad(s): 1 approve, 1 reject.
  reject: ad_002
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_003",
  "investigation_target": "payment_method"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_003",
  "investigation_target": "payment_method"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: payment_method for ad_003.
--- Findings ---
Payment Method Analysis for ad_003:
  Method type: prepaid_card
  Payment ID: pmt_ring_44993
  Note: prepaid_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 1 incident(s) on record.
  Payment method added to 9 advertiser account(s) in the last 90 days.
  First charge on this method: 9 days ago.


## Step 5

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 2 | Pending: 18 | Steps remaining: 30/35 | Investigation budget: 32 | Step: 5

Current Ad: === Ad in Focus: ad_003 ===
Category: advance_fee
Ad copy: "Congratulations! You've inherited $2.8 million from a distant relative. Pay $200 processing fee to claim."
Targeting: Adults 30-70, interests: finance, inheritance
Initial risk signals: advance fee request, unsolicited money offer, urgency pressure, request for personal information
Advertiser country: United States
Account age: 9 days
Flag: New account (< 30 days)
Investigations completed: payment_method
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: payment_method for ad_003.
--- Findings ---
Payment Method Analysis for ad_003:
  Method type: prepaid_card
  Payment ID: pmt_ring_44993
  Note: prepaid_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 1 incident(s) on record.
  Payment method added to 9 advertiser account(s) in the last 90 days.
  First charge on this method: 9 days ago.

Available ads: ad_003, ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 2 ad(s): 1 approve, 1 reject.
  reject: ad_002
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.

[ad_003 / payment_method]
Payment Method Analysis for ad_003:
  Method type: prepaid_card
  Payment ID: pmt_ring_44993
  Note: prepaid_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 1 incident(s) on record.
  Payment method added to 9 advertiser account(s) in the last 90 days.
  First charge on this method: 9 days ago.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_003",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_003",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Environment Response
- **Reward:** `+0.39`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_003: reject (confidence: 0.80). 17 ad(s) remaining in queue.


## Step 6

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 3 | Pending: 17 | Steps remaining: 29/35 | Investigation budget: 32 | Step: 6

Current Ad: === Ad in Focus: ad_004 ===
Category: network_crypto
Ad copy: "Crypto tax software — auto-import from 50+ exchanges. CPA-approved reports. TaxChain Solutions."
Targeting: Adults 25-55, interests: crypto, tax, finance
Initial risk signals: None
Advertiser country: United Kingdom
Account age: 18 days
Flag: New account (< 30 days)
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_003: reject (confidence: 0.80). 17 ad(s) remaining in queue.

Available ads: ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 3 ad(s): 1 approve, 2 reject.
  reject: ad_002, ad_003
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_004",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_004",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_004.
--- Findings ---
Domain: best7896.click
Domain age: 14 days
SSL: NO SSL / expired certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store
Similarity to known scam templates: 91%
Key claims on page:
  - Limited stock available
  - Thousands of 5-star reviews
  - Fast free shipping
Suspicious elements:
  - No contact phone number
  - Contact form submits to third-party aggregator
  - No physical address listed
  - Identical page template used across multiple domains
Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.


## Step 7

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 3 | Pending: 17 | Steps remaining: 28/35 | Investigation budget: 31 | Step: 7

Current Ad: === Ad in Focus: ad_004 ===
Category: network_crypto
Ad copy: "Crypto tax software — auto-import from 50+ exchanges. CPA-approved reports. TaxChain Solutions."
Targeting: Adults 25-55, interests: crypto, tax, finance
Initial risk signals: None
Advertiser country: United Kingdom
Account age: 18 days
Flag: New account (< 30 days)
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_004.
--- Findings ---
Domain: best7896.click
Domain age: 14 days
SSL: NO SSL / expired certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store
Similarity to known scam templates: 91%
Key claims on page:
  - Limited stock available
  - Thousands of 5-star reviews
  - Fast free shipping
Suspicious elements:
  - No contact phone number
  - Contact form submits to third-party aggregator
  - No physical address listed
  - Identical page template used across multiple domains
Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.

Available ads: ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 3 ad(s): 1 approve, 2 reject.
  reject: ad_002, ad_003
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.

[ad_004 / landing_page]
Domain: best7896.click
Domain age: 14 days
SSL: NO SSL / expired certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store
Similarity to known scam templates: 91%
Key claims on page:
  - Limited stock available
  - Thousands of 5-star reviews
  - Fast free shipping
Suspicious elements:
  - No contact phone number
  - Contact form submits to third-party aggregator
  - No physical address listed
  - Identical page template used across multiple domains
Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_004",
  "verdict": "reject",
  "confidence": 0.9
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_004",
  "verdict": "reject",
  "confidence": 0.9
}
```

### Environment Response
- **Reward:** `+0.36`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_004: reject (confidence: 0.90). 16 ad(s) remaining in queue.


## Step 8

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 4 | Pending: 16 | Steps remaining: 27/35 | Investigation budget: 31 | Step: 8

Current Ad: === Ad in Focus: ad_005 ===
Category: fake_crypto
Ad copy: "Invest in DeFi with confidence. Our AI-powered trading platform delivers 12-15% monthly returns. Audited smart contracts. Join CryptoYield Pro."
Targeting: Men 25-45, interests: cryptocurrency, DeFi, investing
Initial risk signals: high guaranteed returns, complex financial product
Advertiser country: Netherlands
Account age: 65 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_004: reject (confidence: 0.90). 16 ad(s) remaining in queue.

Available ads: ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 4 ad(s): 1 approve, 3 reject.
  reject: ad_002, ad_003, ad_004
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_005",
  "investigation_target": "payment_method"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_005",
  "investigation_target": "payment_method"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: payment_method for ad_005.
--- Findings ---
Payment Method Analysis for ad_005:
  Method type: prepaid_card
  Payment ID: pmt_808011
  Note: prepaid_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 1 incident(s) on record.
  Payment method added to 1 advertiser account(s) in the last 90 days.


## Step 9

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 4 | Pending: 16 | Steps remaining: 26/35 | Investigation budget: 30 | Step: 9

Current Ad: === Ad in Focus: ad_005 ===
Category: fake_crypto
Ad copy: "Invest in DeFi with confidence. Our AI-powered trading platform delivers 12-15% monthly returns. Audited smart contracts. Join CryptoYield Pro."
Targeting: Men 25-45, interests: cryptocurrency, DeFi, investing
Initial risk signals: high guaranteed returns, complex financial product
Advertiser country: Netherlands
Account age: 65 days
Investigations completed: payment_method
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: payment_method for ad_005.
--- Findings ---
Payment Method Analysis for ad_005:
  Method type: prepaid_card
  Payment ID: pmt_808011
  Note: prepaid_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 1 incident(s) on record.
  Payment method added to 1 advertiser account(s) in the last 90 days.

Available ads: ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 4 ad(s): 1 approve, 3 reject.
  reject: ad_002, ad_003, ad_004
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.

[ad_005 / payment_method]
Payment Method Analysis for ad_005:
  Method type: prepaid_card
  Payment ID: pmt_808011
  Note: prepaid_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 1 incident(s) on record.
  Payment method added to 1 advertiser account(s) in the last 90 days.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_005",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_005",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Environment Response
- **Reward:** `+0.37`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_005: reject (confidence: 0.80). 15 ad(s) remaining in queue.


## Step 10

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 5 | Pending: 15 | Steps remaining: 25/35 | Investigation budget: 30 | Step: 10

Current Ad: === Ad in Focus: ad_006 ===
Category: ecommerce
Ad copy: "Spring Sale — Up to 30% off home essentials. Free shipping on orders over $50. Shop now at HomeNest."
Targeting: Women 25-54, interests: home decor, shopping
Initial risk signals: None
Advertiser country: Australia
Account age: 461 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_005: reject (confidence: 0.80). 15 ad(s) remaining in queue.

Available ads: ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 5 ad(s): 1 approve, 4 reject.
  reject: ad_002, ad_003, ad_004, ad_005
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_006",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_006",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_006.
--- Findings ---
Domain: homenest.org
Domain age: 1241 days
SSL: Valid SSL certificate
Registrar: AWS Route 53
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 2%
Key claims on page:
  - Free shipping on orders over $50
  - Established since 2010
  - BBB accredited
  - Licensed and insured
Suspicious elements:
  None detected
Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.


## Step 11

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 5 | Pending: 15 | Steps remaining: 24/35 | Investigation budget: 29 | Step: 11

Current Ad: === Ad in Focus: ad_006 ===
Category: ecommerce
Ad copy: "Spring Sale — Up to 30% off home essentials. Free shipping on orders over $50. Shop now at HomeNest."
Targeting: Women 25-54, interests: home decor, shopping
Initial risk signals: None
Advertiser country: Australia
Account age: 461 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_006.
--- Findings ---
Domain: homenest.org
Domain age: 1241 days
SSL: Valid SSL certificate
Registrar: AWS Route 53
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 2%
Key claims on page:
  - Free shipping on orders over $50
  - Established since 2010
  - BBB accredited
  - Licensed and insured
Suspicious elements:
  None detected
Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.

Available ads: ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 5 ad(s): 1 approve, 4 reject.
  reject: ad_002, ad_003, ad_004, ad_005
  approve: ad_001

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.

[ad_006 / landing_page]
Domain: homenest.org
Domain age: 1241 days
SSL: Valid SSL certificate
Registrar: AWS Route 53
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 2%
Key claims on page:
  - Free shipping on orders over $50
  - Established since 2010
  - BBB accredited
  - Licensed and insured
Suspicious elements:
  None detected
Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_006",
  "verdict": "approve",
  "confidence": 0.95
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_006",
  "verdict": "approve",
  "confidence": 0.95
}
```

### Environment Response
- **Reward:** `+0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_006: approve (confidence: 0.95). 14 ad(s) remaining in queue.


## Step 12

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 6 | Pending: 14 | Steps remaining: 23/35 | Investigation budget: 29 | Step: 12

Current Ad: === Ad in Focus: ad_007 ===
Category: gray_area_supplements
Ad copy: "SlimBiome Pro — proprietary probiotic blend for healthy weight management. Featured in Health Magazine. GMP certified."
Targeting: Adults 30-60, interests: weight loss, probiotics, gut health
Initial risk signals: supplement with strong efficacy claims, medical-sounding language
Advertiser country: United Kingdom
Account age: 82 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_006: approve (confidence: 0.95). 14 ad(s) remaining in queue.

Available ads: ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 6 ad(s): 2 approve, 4 reject.
  reject: ad_002, ad_003, ad_004, ad_005
  approve: ad_001, ad_006

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_007",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_007",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_007.
--- Findings ---
Domain: get663.site
Domain age: 58 days
SSL: Valid SSL certificate
Registrar: Epik
WHOIS privacy: Disabled (registrant info public)
Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site
Similarity to known scam templates: 80%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Privacy policy copied from template
  - No physical address listed
  - Terms of service link returns 404
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.


## Step 13

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 6 | Pending: 14 | Steps remaining: 22/35 | Investigation budget: 28 | Step: 13

Current Ad: === Ad in Focus: ad_007 ===
Category: gray_area_supplements
Ad copy: "SlimBiome Pro — proprietary probiotic blend for healthy weight management. Featured in Health Magazine. GMP certified."
Targeting: Adults 30-60, interests: weight loss, probiotics, gut health
Initial risk signals: supplement with strong efficacy claims, medical-sounding language
Advertiser country: United Kingdom
Account age: 82 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_007.
--- Findings ---
Domain: get663.site
Domain age: 58 days
SSL: Valid SSL certificate
Registrar: Epik
WHOIS privacy: Disabled (registrant info public)
Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site
Similarity to known scam templates: 80%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Privacy policy copied from template
  - No physical address listed
  - Terms of service link returns 404
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

Available ads: ad_007, ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 6 ad(s): 2 approve, 4 reject.
  reject: ad_002, ad_003, ad_004, ad_005
  approve: ad_001, ad_006

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.

[ad_007 / landing_page]
Domain: get663.site
Domain age: 58 days
SSL: Valid SSL certificate
Registrar: Epik
WHOIS privacy: Disabled (registrant info public)
Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site
Similarity to known scam templates: 80%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Privacy policy copied from template
  - No physical address listed
  - Terms of service link returns 404
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_007",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_007",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Environment Response
- **Reward:** `-0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_007: reject (confidence: 0.80). 13 ad(s) remaining in queue.


## Step 14

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 7 | Pending: 13 | Steps remaining: 21/35 | Investigation budget: 28 | Step: 14

Current Ad: === Ad in Focus: ad_008 ===
Category: celebrity_endorsement_fraud
Ad copy: "Oprah's favorite weight loss secret finally revealed. 'I lost 40 pounds without dieting.' Doctor-approved method."
Targeting: Women 25-60, interests: weight loss, Oprah, wellness
Initial risk signals: celebrity name used without verification, urgency/exclusivity language
Advertiser country: Singapore
Account age: 29 days
Flag: New account (< 30 days)
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_007: reject (confidence: 0.80). 13 ad(s) remaining in queue.

Available ads: ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 7 ad(s): 2 approve, 5 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007
  approve: ad_001, ad_006

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_008",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_008",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_008.
--- Findings ---
Domain: deal4289.shop
Domain age: 12 days
SSL: NO SSL / expired certificate
Registrar: Njalla (privacy)
WHOIS privacy: Enabled
Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site
Similarity to known scam templates: 52%
Key claims on page:
  - As seen on TV
  - Celebrity recommended
  - Limited exclusive offer
Suspicious elements:
  - No contact phone number
  - Affiliate tracking parameters in URL
  - Celebrity quote not found in any verified source
  - Terms of service link returns 404
Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.


## Step 15

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 7 | Pending: 13 | Steps remaining: 20/35 | Investigation budget: 27 | Step: 15

Current Ad: === Ad in Focus: ad_008 ===
Category: celebrity_endorsement_fraud
Ad copy: "Oprah's favorite weight loss secret finally revealed. 'I lost 40 pounds without dieting.' Doctor-approved method."
Targeting: Women 25-60, interests: weight loss, Oprah, wellness
Initial risk signals: celebrity name used without verification, urgency/exclusivity language
Advertiser country: Singapore
Account age: 29 days
Flag: New account (< 30 days)
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_008.
--- Findings ---
Domain: deal4289.shop
Domain age: 12 days
SSL: NO SSL / expired certificate
Registrar: Njalla (privacy)
WHOIS privacy: Enabled
Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site
Similarity to known scam templates: 52%
Key claims on page:
  - As seen on TV
  - Celebrity recommended
  - Limited exclusive offer
Suspicious elements:
  - No contact phone number
  - Affiliate tracking parameters in URL
  - Celebrity quote not found in any verified source
  - Terms of service link returns 404
Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.

Available ads: ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 7 ad(s): 2 approve, 5 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007
  approve: ad_001, ad_006

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

[ad_008 / landing_page]
Domain: deal4289.shop
Domain age: 12 days
SSL: NO SSL / expired certificate
Registrar: Njalla (privacy)
WHOIS privacy: Enabled
Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site
Similarity to known scam templates: 52%
Key claims on page:
  - As seen on TV
  - Celebrity recommended
  - Limited exclusive offer
Suspicious elements:
  - No contact phone number
  - Affiliate tracking parameters in URL
  - Celebrity quote not found in any verified source
  - Terms of service link returns 404
Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_008",
  "investigation_target": "payment_method"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_008",
  "investigation_target": "payment_method"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: payment_method for ad_008.
--- Findings ---
Payment Method Analysis for ad_008:
  Method type: virtual_card
  Payment ID: pmt_ring_44993
  Note: virtual_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 3 incident(s) on record.
  Payment method added to 9 advertiser account(s) in the last 90 days.
  First charge on this method: 29 days ago.


## Step 16

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 7 | Pending: 13 | Steps remaining: 19/35 | Investigation budget: 26 | Step: 16

Current Ad: === Ad in Focus: ad_008 ===
Category: celebrity_endorsement_fraud
Ad copy: "Oprah's favorite weight loss secret finally revealed. 'I lost 40 pounds without dieting.' Doctor-approved method."
Targeting: Women 25-60, interests: weight loss, Oprah, wellness
Initial risk signals: celebrity name used without verification, urgency/exclusivity language
Advertiser country: Singapore
Account age: 29 days
Flag: New account (< 30 days)
Investigations completed: landing_page, payment_method
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: payment_method for ad_008.
--- Findings ---
Payment Method Analysis for ad_008:
  Method type: virtual_card
  Payment ID: pmt_ring_44993
  Note: virtual_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 3 incident(s) on record.
  Payment method added to 9 advertiser account(s) in the last 90 days.
  First charge on this method: 29 days ago.

Available ads: ad_008, ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 7 ad(s): 2 approve, 5 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007
  approve: ad_001, ad_006

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

[ad_008 / landing_page]
Domain: deal4289.shop
Domain age: 12 days
SSL: NO SSL / expired certificate
Registrar: Njalla (privacy)
WHOIS privacy: Enabled
Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site
Similarity to known scam templates: 52%
Key claims on page:
  - As seen on TV
  - Celebrity recommended
  - Limited exclusive offer
Suspicious elements:
  - No contact phone number
  - Affiliate tracking parameters in URL
  - Celebrity quote not found in any verified source
  - Terms of service link returns 404
Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.


[ad_008 / payment_method]
Payment Method Analysis for ad_008:
  Method type: virtual_card
  Payment ID: pmt_ring_44993
  Note: virtual_card payments have elevated fraud correlation in platform data.
  Chargeback/dispute history: 3 incident(s) on record.
  Payment method added to 9 advertiser account(s) in the last 90 days.
  First charge on this method: 29 days ago.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_008",
  "verdict": "reject",
  "confidence": 0.85
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_008",
  "verdict": "reject",
  "confidence": 0.85
}
```

### Environment Response
- **Reward:** `+0.36`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_008: reject (confidence: 0.85). 12 ad(s) remaining in queue.


## Step 17

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 8 | Pending: 12 | Steps remaining: 18/35 | Investigation budget: 26 | Step: 17

Current Ad: === Ad in Focus: ad_009 ===
Category: education
Ad copy: "Learn Python programming in 12 weeks. Live instructor, project-based curriculum. CodeAcademy Pro."
Targeting: Adults 18-35, interests: programming, tech careers
Initial risk signals: None
Advertiser country: Canada
Account age: 2257 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_008: reject (confidence: 0.85). 12 ad(s) remaining in queue.

Available ads: ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 8 ad(s): 2 approve, 6 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008
  approve: ad_001, ad_006

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_009",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_009",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_009.
--- Findings ---
Domain: taskflow.org
Domain age: 2086 days
SSL: Valid SSL certificate
Registrar: Cloudflare Registrar
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 12%
Key claims on page:
  - Free shipping on orders over $50
  - 4.5-star average customer rating
  - Money-back guarantee
  - 14-day free trial
Suspicious elements:
  None detected
Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.


## Step 18

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 8 | Pending: 12 | Steps remaining: 17/35 | Investigation budget: 25 | Step: 18

Current Ad: === Ad in Focus: ad_009 ===
Category: education
Ad copy: "Learn Python programming in 12 weeks. Live instructor, project-based curriculum. CodeAcademy Pro."
Targeting: Adults 18-35, interests: programming, tech careers
Initial risk signals: None
Advertiser country: Canada
Account age: 2257 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_009.
--- Findings ---
Domain: taskflow.org
Domain age: 2086 days
SSL: Valid SSL certificate
Registrar: Cloudflare Registrar
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 12%
Key claims on page:
  - Free shipping on orders over $50
  - 4.5-star average customer rating
  - Money-back guarantee
  - 14-day free trial
Suspicious elements:
  None detected
Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.

Available ads: ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 8 ad(s): 2 approve, 6 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008
  approve: ad_001, ad_006

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.

[ad_009 / landing_page]
Domain: taskflow.org
Domain age: 2086 days
SSL: Valid SSL certificate
Registrar: Cloudflare Registrar
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 12%
Key claims on page:
  - Free shipping on orders over $50
  - 4.5-star average customer rating
  - Money-back guarantee
  - 14-day free trial
Suspicious elements:
  None detected
Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_009",
  "investigation_target": "payment_method"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_009",
  "investigation_target": "payment_method"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: payment_method for ad_009.
--- Findings ---
Payment Method Analysis for ad_009:
  Method type: credit_card
  Payment ID: pmt_540869
  Chargeback/dispute history: Clean record.
  Payment method added to 1 advertiser account(s) in the last 90 days.


## Step 19

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 8 | Pending: 12 | Steps remaining: 16/35 | Investigation budget: 24 | Step: 19

Current Ad: === Ad in Focus: ad_009 ===
Category: education
Ad copy: "Learn Python programming in 12 weeks. Live instructor, project-based curriculum. CodeAcademy Pro."
Targeting: Adults 18-35, interests: programming, tech careers
Initial risk signals: None
Advertiser country: Canada
Account age: 2257 days
Investigations completed: landing_page, payment_method
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: payment_method for ad_009.
--- Findings ---
Payment Method Analysis for ad_009:
  Method type: credit_card
  Payment ID: pmt_540869
  Chargeback/dispute history: Clean record.
  Payment method added to 1 advertiser account(s) in the last 90 days.

Available ads: ad_009, ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 8 ad(s): 2 approve, 6 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008
  approve: ad_001, ad_006

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.

[ad_009 / landing_page]
Domain: taskflow.org
Domain age: 2086 days
SSL: Valid SSL certificate
Registrar: Cloudflare Registrar
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 12%
Key claims on page:
  - Free shipping on orders over $50
  - 4.5-star average customer rating
  - Money-back guarantee
  - 14-day free trial
Suspicious elements:
  None detected
Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.


[ad_009 / payment_method]
Payment Method Analysis for ad_009:
  Method type: credit_card
  Payment ID: pmt_540869
  Chargeback/dispute history: Clean record.
  Payment method added to 1 advertiser account(s) in the last 90 days.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_009",
  "verdict": "approve",
  "confidence": 0.8
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_009",
  "verdict": "approve",
  "confidence": 0.8
}
```

### Environment Response
- **Reward:** `+0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_009: approve (confidence: 0.80). 11 ad(s) remaining in queue.


## Step 20

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 9 | Pending: 11 | Steps remaining: 15/35 | Investigation budget: 24 | Step: 20

Current Ad: === Ad in Focus: ad_010 ===
Category: fake_giveaway
Ad copy: "EXCLUSIVE: Win a Tesla Model 3! Enter your email NOW! Drawing ends tonight!!!"
Targeting: Adults 18-55, interests: cars, Tesla, electric vehicles
Initial risk signals: excessive urgency language, too-good-to-be-true offer, excessive punctuation/caps, no purchase necessary claims
Advertiser country: Georgia
Account age: 87 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_009: approve (confidence: 0.80). 11 ad(s) remaining in queue.

Available ads: ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 9 ad(s): 3 approve, 6 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008
  approve: ad_001, ad_006, ad_009

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_010",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_010",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_010.
--- Findings ---
Domain: best6557.click
Domain age: 16 days
SSL: Valid SSL certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best6557.click -> redirect798.top -> final-225.site
Similarity to known scam templates: 90%
Key claims on page:
  - 100% free, no purchase necessary
  - Guaranteed winner
  - Act now — expires in 2 hours
Suspicious elements:
  - No contact phone number
  - Privacy policy copied from template
Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.


## Step 21

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 9 | Pending: 11 | Steps remaining: 14/35 | Investigation budget: 23 | Step: 21

Current Ad: === Ad in Focus: ad_010 ===
Category: fake_giveaway
Ad copy: "EXCLUSIVE: Win a Tesla Model 3! Enter your email NOW! Drawing ends tonight!!!"
Targeting: Adults 18-55, interests: cars, Tesla, electric vehicles
Initial risk signals: excessive urgency language, too-good-to-be-true offer, excessive punctuation/caps, no purchase necessary claims
Advertiser country: Georgia
Account age: 87 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_010.
--- Findings ---
Domain: best6557.click
Domain age: 16 days
SSL: Valid SSL certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best6557.click -> redirect798.top -> final-225.site
Similarity to known scam templates: 90%
Key claims on page:
  - 100% free, no purchase necessary
  - Guaranteed winner
  - Act now — expires in 2 hours
Suspicious elements:
  - No contact phone number
  - Privacy policy copied from template
Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.

Available ads: ad_010, ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 9 ad(s): 3 approve, 6 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008
  approve: ad_001, ad_006, ad_009

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.

[ad_010 / landing_page]
Domain: best6557.click
Domain age: 16 days
SSL: Valid SSL certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best6557.click -> redirect798.top -> final-225.site
Similarity to known scam templates: 90%
Key claims on page:
  - 100% free, no purchase necessary
  - Guaranteed winner
  - Act now — expires in 2 hours
Suspicious elements:
  - No contact phone number
  - Privacy policy copied from template
Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_010",
  "verdict": "reject",
  "confidence": 0.9
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_010",
  "verdict": "reject",
  "confidence": 0.9
}
```

### Environment Response
- **Reward:** `+0.39`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_010: reject (confidence: 0.90). 10 ad(s) remaining in queue.


## Step 22

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 10 | Pending: 10 | Steps remaining: 13/35 | Investigation budget: 23 | Step: 22

Current Ad: === Ad in Focus: ad_011 ===
Category: ecommerce
Ad copy: "Handcrafted leather bags — designed to last. Each piece unique. ArtisanHide.com"
Targeting: Adults 25-55, interests: fashion, luxury goods
Initial risk signals: None
Advertiser country: United Kingdom
Account age: 2247 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_010: reject (confidence: 0.90). 10 ad(s) remaining in queue.

Available ads: ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 10 ad(s): 3 approve, 7 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010
  approve: ad_001, ad_006, ad_009

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_011",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_011",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_011.
--- Findings ---
Domain: homenest.io
Domain age: 2705 days
SSL: Valid SSL certificate
Registrar: Namecheap
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 4%
Key claims on page:
  - Money-back guarantee
  - Established since 2010
  - Certified organic ingredients
  - BBB accredited
Suspicious elements:
  None detected
Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.


## Step 23

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 10 | Pending: 10 | Steps remaining: 12/35 | Investigation budget: 22 | Step: 23

Current Ad: === Ad in Focus: ad_011 ===
Category: ecommerce
Ad copy: "Handcrafted leather bags — designed to last. Each piece unique. ArtisanHide.com"
Targeting: Adults 25-55, interests: fashion, luxury goods
Initial risk signals: None
Advertiser country: United Kingdom
Account age: 2247 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_011.
--- Findings ---
Domain: homenest.io
Domain age: 2705 days
SSL: Valid SSL certificate
Registrar: Namecheap
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 4%
Key claims on page:
  - Money-back guarantee
  - Established since 2010
  - Certified organic ingredients
  - BBB accredited
Suspicious elements:
  None detected
Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.

Available ads: ad_011, ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 10 ad(s): 3 approve, 7 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010
  approve: ad_001, ad_006, ad_009

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.

[ad_011 / landing_page]
Domain: homenest.io
Domain age: 2705 days
SSL: Valid SSL certificate
Registrar: Namecheap
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 4%
Key claims on page:
  - Money-back guarantee
  - Established since 2010
  - Certified organic ingredients
  - BBB accredited
Suspicious elements:
  None detected
Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_011",
  "verdict": "approve",
  "confidence": 0.95
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_011",
  "verdict": "approve",
  "confidence": 0.95
}
```

### Environment Response
- **Reward:** `+0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_011: approve (confidence: 0.95). 9 ad(s) remaining in queue.


## Step 24

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 11 | Pending: 9 | Steps remaining: 11/35 | Investigation budget: 22 | Step: 24

Current Ad: === Ad in Focus: ad_012 ===
Category: gray_area_supplements
Ad copy: "Joint Restore Plus — advanced collagen peptide formula. Thousands of 5-star reviews. Orthopedist recommended."
Targeting: Adults 45-75, interests: joint health, supplements, arthritis
Initial risk signals: supplement with strong efficacy claims, medical-sounding language
Advertiser country: United States
Account age: 50 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_011: approve (confidence: 0.95). 9 ad(s) remaining in queue.

Available ads: ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 11 ad(s): 4 approve, 7 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_012",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_012",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_012.
--- Findings ---
Domain: top6381.shop
Domain age: 22 days
SSL: NO SSL / expired certificate
Registrar: Tucows (privacy proxy)
WHOIS privacy: Enabled
Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site
Similarity to known scam templates: 83%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Privacy policy copied from template
  - Testimonials lack verifiable details
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.


## Step 25

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 11 | Pending: 9 | Steps remaining: 10/35 | Investigation budget: 21 | Step: 25

Current Ad: === Ad in Focus: ad_012 ===
Category: gray_area_supplements
Ad copy: "Joint Restore Plus — advanced collagen peptide formula. Thousands of 5-star reviews. Orthopedist recommended."
Targeting: Adults 45-75, interests: joint health, supplements, arthritis
Initial risk signals: supplement with strong efficacy claims, medical-sounding language
Advertiser country: United States
Account age: 50 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_012.
--- Findings ---
Domain: top6381.shop
Domain age: 22 days
SSL: NO SSL / expired certificate
Registrar: Tucows (privacy proxy)
WHOIS privacy: Enabled
Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site
Similarity to known scam templates: 83%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Privacy policy copied from template
  - Testimonials lack verifiable details
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

Available ads: ad_012, ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 11 ad(s): 4 approve, 7 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.

[ad_012 / landing_page]
Domain: top6381.shop
Domain age: 22 days
SSL: NO SSL / expired certificate
Registrar: Tucows (privacy proxy)
WHOIS privacy: Enabled
Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site
Similarity to known scam templates: 83%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Privacy policy copied from template
  - Testimonials lack verifiable details
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_012",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_012",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Environment Response
- **Reward:** `-0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_012: reject (confidence: 0.80). 8 ad(s) remaining in queue.


## Step 26

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 12 | Pending: 8 | Steps remaining: 9/35 | Investigation budget: 21 | Step: 26

Current Ad: === Ad in Focus: ad_013 ===
Category: gray_area_supplements
Ad copy: "NeuroPeak — clinically studied nootropic for enhanced focus and memory. 30-day money-back guarantee. FDA-registered facility."
Targeting: Adults 25-55, interests: nootropics, productivity, brain health
Initial risk signals: supplement with strong efficacy claims, medical-sounding language
Advertiser country: United States
Account age: 36 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_012: reject (confidence: 0.80). 8 ad(s) remaining in queue.

Available ads: ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 12 ad(s): 4 approve, 8 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_013",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_013",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_013.
--- Findings ---
Domain: deal2506.top
Domain age: 16 days
SSL: Valid SSL certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site
Similarity to known scam templates: 75%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Testimonials lack verifiable details
  - Terms of service link returns 404
  - Citations reference unpublished or retracted studies
  - No physical address listed
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.


## Step 27

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 12 | Pending: 8 | Steps remaining: 8/35 | Investigation budget: 20 | Step: 27

Current Ad: === Ad in Focus: ad_013 ===
Category: gray_area_supplements
Ad copy: "NeuroPeak — clinically studied nootropic for enhanced focus and memory. 30-day money-back guarantee. FDA-registered facility."
Targeting: Adults 25-55, interests: nootropics, productivity, brain health
Initial risk signals: supplement with strong efficacy claims, medical-sounding language
Advertiser country: United States
Account age: 36 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_013.
--- Findings ---
Domain: deal2506.top
Domain age: 16 days
SSL: Valid SSL certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site
Similarity to known scam templates: 75%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Testimonials lack verifiable details
  - Terms of service link returns 404
  - Citations reference unpublished or retracted studies
  - No physical address listed
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

Available ads: ad_013, ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 12 ad(s): 4 approve, 8 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

[ad_013 / landing_page]
Domain: deal2506.top
Domain age: 16 days
SSL: Valid SSL certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site
Similarity to known scam templates: 75%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - Testimonials lack verifiable details
  - Terms of service link returns 404
  - Citations reference unpublished or retracted studies
  - No physical address listed
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_013",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_013",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Environment Response
- **Reward:** `-0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_013: reject (confidence: 0.80). 7 ad(s) remaining in queue.


## Step 28

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 13 | Pending: 7 | Steps remaining: 7/35 | Investigation budget: 20 | Step: 28

Current Ad: === Ad in Focus: ad_014 ===
Category: fake_giveaway
Ad copy: "CONGRATULATIONS!! You've been selected to win a FREE iPhone 16 Pro!! Click NOW before offer expires!!!"
Targeting: All adults 18+, broad targeting, worldwide
Initial risk signals: excessive urgency language, too-good-to-be-true offer, excessive punctuation/caps, no purchase necessary claims
Advertiser country: United States
Account age: 14 days
Flag: New account (< 30 days)
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_013: reject (confidence: 0.80). 7 ad(s) remaining in queue.

Available ads: ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 13 ad(s): 4 approve, 9 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012, ad_013
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_013 / landing_page] Domain: deal2506.top | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site | Similarity to known scam templates: 75% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Terms of service link returns 404 | Citations reference unpublished or retracted studies | No physical address listed | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_014",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_014",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_014.
--- Findings ---
Domain: best8041.site
Domain age: 7 days
SSL: NO SSL / expired certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best8041.site -> redirect725.click -> redirect446.click -> redirect752.xyz -> redirect989.xyz -> final-277.store
Similarity to known scam templates: 66%
Key claims on page:
  - 100% free, no purchase necessary
  - Guaranteed winner
  - Act now — expires in 2 hours
Suspicious elements:
  - Countdown timer with fake urgency
  - No physical address listed
Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.


## Step 29

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 13 | Pending: 7 | Steps remaining: 6/35 | Investigation budget: 19 | Step: 29

Current Ad: === Ad in Focus: ad_014 ===
Category: fake_giveaway
Ad copy: "CONGRATULATIONS!! You've been selected to win a FREE iPhone 16 Pro!! Click NOW before offer expires!!!"
Targeting: All adults 18+, broad targeting, worldwide
Initial risk signals: excessive urgency language, too-good-to-be-true offer, excessive punctuation/caps, no purchase necessary claims
Advertiser country: United States
Account age: 14 days
Flag: New account (< 30 days)
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_014.
--- Findings ---
Domain: best8041.site
Domain age: 7 days
SSL: NO SSL / expired certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best8041.site -> redirect725.click -> redirect446.click -> redirect752.xyz -> redirect989.xyz -> final-277.store
Similarity to known scam templates: 66%
Key claims on page:
  - 100% free, no purchase necessary
  - Guaranteed winner
  - Act now — expires in 2 hours
Suspicious elements:
  - Countdown timer with fake urgency
  - No physical address listed
Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.

Available ads: ad_014, ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 13 ad(s): 4 approve, 9 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012, ad_013
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_013 / landing_page] Domain: deal2506.top | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site | Similarity to known scam templates: 75% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Terms of service link returns 404 | Citations reference unpublished or retracted studies | No physical address listed | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

[ad_014 / landing_page]
Domain: best8041.site
Domain age: 7 days
SSL: NO SSL / expired certificate
Registrar: NameSilo
WHOIS privacy: Disabled (registrant info public)
Redirect chain: best8041.site -> redirect725.click -> redirect446.click -> redirect752.xyz -> redirect989.xyz -> final-277.store
Similarity to known scam templates: 66%
Key claims on page:
  - 100% free, no purchase necessary
  - Guaranteed winner
  - Act now — expires in 2 hours
Suspicious elements:
  - Countdown timer with fake urgency
  - No physical address listed
Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_014",
  "verdict": "reject",
  "confidence": 0.9
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_014",
  "verdict": "reject",
  "confidence": 0.9
}
```

### Environment Response
- **Reward:** `+0.39`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_014: reject (confidence: 0.90). 6 ad(s) remaining in queue.


## Step 30

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 14 | Pending: 6 | Steps remaining: 5/35 | Investigation budget: 19 | Step: 30

Current Ad: === Ad in Focus: ad_015 ===
Category: gray_area_supplements
Ad copy: "TestoMax Elite — natural testosterone support for men over 40. Doctor-formulated. Published clinical trial results."
Targeting: Men 40-65, interests: men's health, testosterone, fitness
Initial risk signals: supplement with strong efficacy claims, medical-sounding language
Advertiser country: Hong Kong
Account age: 42 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_014: reject (confidence: 0.90). 6 ad(s) remaining in queue.

Available ads: ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 14 ad(s): 4 approve, 10 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012, ad_013, ad_014
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_013 / landing_page] Domain: deal2506.top | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site | Similarity to known scam templates: 75% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Terms of service link returns 404 | Citations reference unpublished or retracted studies | No physical address listed | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_014 / landing_page] Domain: best8041.site | Domain age: 7 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best8041.site -> redirect725.click -> redirect446.click -> redirect752.xyz -> redirect989.xyz -> final-277.store | Similarity to known scam templates: 66% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | Countdown timer with fake urgency | No physical address listed | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_015",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_015",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_015.
--- Findings ---
Domain: top292.click
Domain age: 6 days
SSL: Valid SSL certificate
Registrar: Tucows (privacy proxy)
WHOIS privacy: Enabled
Redirect chain: top292.click -> redirect680.xyz -> redirect378.top -> redirect567.xyz -> final-353.store
Similarity to known scam templates: 81%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - No physical address listed
  - Terms of service link returns 404
  - No contact phone number
  - Privacy policy copied from template
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.


## Step 31

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 14 | Pending: 6 | Steps remaining: 4/35 | Investigation budget: 18 | Step: 31

Current Ad: === Ad in Focus: ad_015 ===
Category: gray_area_supplements
Ad copy: "TestoMax Elite — natural testosterone support for men over 40. Doctor-formulated. Published clinical trial results."
Targeting: Men 40-65, interests: men's health, testosterone, fitness
Initial risk signals: supplement with strong efficacy claims, medical-sounding language
Advertiser country: Hong Kong
Account age: 42 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_015.
--- Findings ---
Domain: top292.click
Domain age: 6 days
SSL: Valid SSL certificate
Registrar: Tucows (privacy proxy)
WHOIS privacy: Enabled
Redirect chain: top292.click -> redirect680.xyz -> redirect378.top -> redirect567.xyz -> final-353.store
Similarity to known scam templates: 81%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - No physical address listed
  - Terms of service link returns 404
  - No contact phone number
  - Privacy policy copied from template
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

Available ads: ad_015, ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 14 ad(s): 4 approve, 10 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012, ad_013, ad_014
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_013 / landing_page] Domain: deal2506.top | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site | Similarity to known scam templates: 75% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Terms of service link returns 404 | Citations reference unpublished or retracted studies | No physical address listed | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_014 / landing_page] Domain: best8041.site | Domain age: 7 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best8041.site -> redirect725.click -> redirect446.click -> redirect752.xyz -> redirect989.xyz -> final-277.store | Similarity to known scam templates: 66% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | Countdown timer with fake urgency | No physical address listed | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.

[ad_015 / landing_page]
Domain: top292.click
Domain age: 6 days
SSL: Valid SSL certificate
Registrar: Tucows (privacy proxy)
WHOIS privacy: Enabled
Redirect chain: top292.click -> redirect680.xyz -> redirect378.top -> redirect567.xyz -> final-353.store
Similarity to known scam templates: 81%
Key claims on page:
  - Clinically studied ingredients
  - Doctor recommended
  - 30-day money-back guarantee
Suspicious elements:
  - No physical address listed
  - Terms of service link returns 404
  - No contact phone number
  - Privacy policy copied from template
Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_015",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_015",
  "verdict": "reject",
  "confidence": 0.8
}
```

### Environment Response
- **Reward:** `-0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_015: reject (confidence: 0.80). 5 ad(s) remaining in queue.


## Step 32

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 15 | Pending: 5 | Steps remaining: 3/35 | Investigation budget: 18 | Step: 32

Current Ad: === Ad in Focus: ad_016 ===
Category: ecommerce
Ad copy: "Handcrafted leather bags — designed to last. Each piece unique. ArtisanHide.com"
Targeting: Adults 25-55, interests: fashion, luxury goods
Initial risk signals: None
Advertiser country: Germany
Account age: 938 days
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_015: reject (confidence: 0.80). 5 ad(s) remaining in queue.

Available ads: ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 15 ad(s): 4 approve, 11 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012, ad_013, ad_014, ad_015
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_013 / landing_page] Domain: deal2506.top | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site | Similarity to known scam templates: 75% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Terms of service link returns 404 | Citations reference unpublished or retracted studies | No physical address listed | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_014 / landing_page] Domain: best8041.site | Domain age: 7 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best8041.site -> redirect725.click -> redirect446.click -> redirect752.xyz -> redirect989.xyz -> final-277.store | Similarity to known scam templates: 66% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | Countdown timer with fake urgency | No physical address listed | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_015 / landing_page] Domain: top292.click | Domain age: 6 days | SSL: Valid SSL certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top292.click -> redirect680.xyz -> redirect378.top -> redirect567.xyz -> final-353.store | Similarity to known scam templates: 81% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | No physical address listed | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_016",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_016",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `False`

- **Feedback:** Investigation complete: landing_page for ad_016.
--- Findings ---
Domain: codeacademy.com
Domain age: 4740 days
SSL: Valid SSL certificate
Registrar: Namecheap
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 4%
Key claims on page:
  - BBB accredited
  - Licensed and insured
  - Certified organic ingredients
  - Established since 2010
Suspicious elements:
  None detected
Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support.


## Step 33

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 15 | Pending: 5 | Steps remaining: 2/35 | Investigation budget: 17 | Step: 33

Current Ad: === Ad in Focus: ad_016 ===
Category: ecommerce
Ad copy: "Handcrafted leather bags — designed to last. Each piece unique. ArtisanHide.com"
Targeting: Adults 25-55, interests: fashion, luxury goods
Initial risk signals: None
Advertiser country: Germany
Account age: 938 days
Investigations completed: landing_page
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Investigation complete: landing_page for ad_016.
--- Findings ---
Domain: codeacademy.com
Domain age: 4740 days
SSL: Valid SSL certificate
Registrar: Namecheap
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 4%
Key claims on page:
  - BBB accredited
  - Licensed and insured
  - Certified organic ingredients
  - Established since 2010
Suspicious elements:
  None detected
Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support.

Available ads: ad_016, ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 15 ad(s): 4 approve, 11 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012, ad_013, ad_014, ad_015
  approve: ad_001, ad_006, ad_009, ad_011

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_013 / landing_page] Domain: deal2506.top | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site | Similarity to known scam templates: 75% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Terms of service link returns 404 | Citations reference unpublished or retracted studies | No physical address listed | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_014 / landing_page] Domain: best8041.site | Domain age: 7 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best8041.site -> redirect725.click -> redirect446.click -> redirect752.xyz -> redirect989.xyz -> final-277.store | Similarity to known scam templates: 66% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | Countdown timer with fake urgency | No physical address listed | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_015 / landing_page] Domain: top292.click | Domain age: 6 days | SSL: Valid SSL certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top292.click -> redirect680.xyz -> redirect378.top -> redirect567.xyz -> final-353.store | Similarity to known scam templates: 81% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | No physical address listed | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.

[ad_016 / landing_page]
Domain: codeacademy.com
Domain age: 4740 days
SSL: Valid SSL certificate
Registrar: Namecheap
WHOIS privacy: Disabled (registrant info public)
Redirect chain: No redirects (direct)
Similarity to known scam templates: 4%
Key claims on page:
  - BBB accredited
  - Licensed and insured
  - Certified organic ingredients
  - Established since 2010
Suspicious elements:
  None detected
Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support.
```

### LLM Response
```json
{
  "action_type": "verdict",
  "ad_id": "ad_016",
  "verdict": "approve",
  "confidence": 0.95
}
```

### Parsed Action
```json
{
  "action_type": "verdict",
  "ad_id": "ad_016",
  "verdict": "approve",
  "confidence": 0.95
}
```

### Environment Response
- **Reward:** `+0.10`
- **Done:** `False`

- **Feedback:** Verdict recorded for ad_016: approve (confidence: 0.95). 4 ad(s) remaining in queue.


## Step 34

### Observation (sent to LLM)
```
Queue: Task: Coordinated Fraud Network Detection (hard)
Total ads: 20 | Reviewed: 16 | Pending: 4 | Steps remaining: 1/35 | Investigation budget: 17 | Step: 34

Current Ad: === Ad in Focus: ad_017 ===
Category: miracle_cure
Ad copy: "Reverse aging in 14 days! Scientists discover fountain of youth pill! Limited supply!"
Targeting: Adults 35-65, interests: anti-aging, beauty, health
Initial risk signals: unsubstantiated medical claims, conspiracy language ('they don't want you to know'), impossible health promises, urgency/scarcity tactics
Advertiser country: Hong Kong
Account age: 15 days
Flag: New account (< 30 days)
Investigations completed: None yet
Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure

Feedback: Verdict recorded for ad_016: approve (confidence: 0.95). 4 ad(s) remaining in queue.

Available ads: ad_017, ad_018, ad_019, ad_020

Verdicts: Reviewed 16 ad(s): 5 approve, 11 reject.
  reject: ad_002, ad_003, ad_004, ad_005, ad_007, ad_008, ad_010, ad_012, ad_013, ad_014, ad_015
  approve: ad_001, ad_006, ad_009, ad_011, ad_016

Findings:
[ad_001 / advertiser_history] Advertiser: ArtisanHide Crafts (Verified Business) | Account age: 2267 days | Account created: 2020-01-21 | Country: United Kingdom | Total historical spend: $249,290.34 | Ads submitted in last 30 days: 2 | Historical approval rate: 99% | Payment method: corporate_card (ID: pmt_542666) | Spend velocity: $110/day avg — consistent growth over 2267 days | Submission pattern: 2 ads in 30 days (steady cadence)
[ad_002 / landing_page] Domain: offer7972.buzz | Domain age: 53 days | SSL: Valid SSL certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer7972.buzz -> redirect676.top -> redirect970.xyz -> final-170.store | Similarity to known scam templates: 84% | Guaranteed returns | Low processing fee required | Confidential opportunity | No contact phone number | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details.
[ad_003 / payment_method] Method type: prepaid_card | Payment ID: pmt_ring_44993 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 9 days ago.
[ad_004 / landing_page] Domain: best7896.click | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best7896.click -> redirect389.click -> redirect400.top -> final-949.store | Similarity to known scam templates: 91% | Limited stock available | Thousands of 5-star reviews | Fast free shipping | No contact phone number | Contact form submits to third-party aggregator | No physical address listed | Identical page template used across multiple domains | Content summary: Standard e-commerce template. Products appear legitimate but company details are vague. Identical template to other flagged sites.
[ad_005 / payment_method] Method type: prepaid_card | Payment ID: pmt_808011 | Note: prepaid_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 1 incident(s) on record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_006 / landing_page] Domain: homenest.org | Domain age: 1241 days | SSL: Valid SSL certificate | Registrar: AWS Route 53 | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 2% | Free shipping on orders over $50 | Established since 2010 | BBB accredited | Licensed and insured | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option.
[ad_007 / landing_page] Domain: get663.site | Domain age: 58 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: get663.site -> redirect799.xyz -> redirect906.top -> redirect998.xyz -> final-768.site | Similarity to known scam templates: 80% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | No physical address listed | Terms of service link returns 404 | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_008 / landing_page] Domain: deal4289.shop | Domain age: 12 days | SSL: NO SSL / expired certificate | Registrar: Njalla (privacy) | WHOIS privacy: Enabled | Redirect chain: deal4289.shop -> redirect354.xyz -> redirect806.top -> redirect447.xyz -> redirect524.click -> final-395.site | Similarity to known scam templates: 52% | As seen on TV | Celebrity recommended | Limited exclusive offer | No contact phone number | Affiliate tracking parameters in URL | Celebrity quote not found in any verified source | Terms of service link returns 404 | Content summary: News article-style page with celebrity photos. Comments section appears pre-populated with positive feedback.
[ad_008 / payment_method] Method type: virtual_card | Payment ID: pmt_ring_44993 | Note: virtual_card payments have elevated fraud correlation in platform data. | Chargeback/dispute history: 3 incident(s) on record. | Payment method added to 9 advertiser account(s) in the last 90 days. | First charge on this method: 29 days ago.
[ad_009 / landing_page] Domain: taskflow.org | Domain age: 2086 days | SSL: Valid SSL certificate | Registrar: Cloudflare Registrar | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 12% | Free shipping on orders over $50 | 4.5-star average customer rating | Money-back guarantee | 14-day free trial | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_009 / payment_method] Method type: credit_card | Payment ID: pmt_540869 | Chargeback/dispute history: Clean record. | Payment method added to 1 advertiser account(s) in the last 90 days.
[ad_010 / landing_page] Domain: best6557.click | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6557.click -> redirect798.top -> final-225.site | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Privacy policy copied from template | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_011 / landing_page] Domain: homenest.io | Domain age: 2705 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | Money-back guarantee | Established since 2010 | Certified organic ingredients | BBB accredited | None detected | Content summary: Professional service website with team bios, case studies, client testimonials, and clear pricing.
[ad_012 / landing_page] Domain: top6381.shop | Domain age: 22 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top6381.shop -> redirect942.click -> redirect638.xyz -> redirect28.top -> redirect607.xyz -> final-679.site | Similarity to known scam templates: 83% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Privacy policy copied from template | Testimonials lack verifiable details | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_013 / landing_page] Domain: deal2506.top | Domain age: 16 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal2506.top -> redirect477.xyz -> redirect263.top -> final-172.site | Similarity to known scam templates: 75% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Terms of service link returns 404 | Citations reference unpublished or retracted studies | No physical address listed | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_014 / landing_page] Domain: best8041.site | Domain age: 7 days | SSL: NO SSL / expired certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best8041.site -> redirect725.click -> redirect446.click -> redirect752.xyz -> redirect989.xyz -> final-277.store | Similarity to known scam templates: 66% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | Countdown timer with fake urgency | No physical address listed | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure.
[ad_015 / landing_page] Domain: top292.click | Domain age: 6 days | SSL: Valid SSL certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: top292.click -> redirect680.xyz -> redirect378.top -> redirect567.xyz -> final-353.store | Similarity to known scam templates: 81% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | No physical address listed | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | Content summary: Well-designed supplement product page. Ingredient list present but efficacy claims exceed scientific evidence. Has a real return policy.
[ad_016 / landing_page] Domain: codeacademy.com | Domain age: 4740 days | SSL: Valid SSL certificate | Registrar: Namecheap | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | BBB accredited | Licensed and insured | Certified organic ingredients | Established since 2010 | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support.
```

### LLM Response
```json
{
  "action_type": "investigate",
  "ad_id": "ad_017",
  "investigation_target": "landing_page"
}
```

### Parsed Action
```json
{
  "action_type": "investigate",
  "ad_id": "ad_017",
  "investigation_target": "landing_page"
}
```

### Environment Response
- **Reward:** `-0.02`
- **Done:** `True`

- **Feedback:** Episode complete. Grader score: 0.482/1.000
Verdicts rendered: 16/20
Correct decisions: 12/16
False positives (legit rejected): 0
False negatives (fraud approved): 0
Unreviewed ads auto-approved: 3


---
## Result
**Score: 0.482 | Steps: 35 | Verdicts: 20/20**