# Episode Log — task_2 ## Step 0 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 0 | Pending: 12 | Steps remaining: 30/30 | Investigation budget: 30 | Step: 0 Current Ad: === Ad in Focus: ad_001 === Category: local_service Ad copy: "Award-winning pizza delivery in Brooklyn. Family recipes since 1985. Order from Sal's Pizzeria." Targeting: Adults 18-55, Brooklyn, interests: food delivery Initial risk signals: None Advertiser country: Canada Account age: 1558 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 ``` ### LLM Response ```json { "action_type": "investigate", "ad_id": "ad_001", "investigation_target": "payment_method" } ``` ### Parsed Action ```json { "action_type": "investigate", "ad_id": "ad_001", "investigation_target": "payment_method" } ``` ### Environment Response - **Reward:** `-0.02` - **Done:** `False` - **Feedback:** Investigation complete: payment_method for ad_001. --- Findings --- Payment Method Analysis for ad_001: Method type: credit_card Payment ID: pmt_865179 Chargeback/dispute history: Clean record. Payment method added to 3 advertiser account(s) in the last 90 days. ## Step 1 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 0 | Pending: 12 | Steps remaining: 29/30 | Investigation budget: 29 | Step: 1 Current Ad: === Ad in Focus: ad_001 === Category: local_service Ad copy: "Award-winning pizza delivery in Brooklyn. Family recipes since 1985. Order from Sal's Pizzeria." Targeting: Adults 18-55, Brooklyn, interests: food delivery Initial risk signals: None Advertiser country: Canada Account age: 1558 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_001. --- Findings --- Payment Method Analysis for ad_001: Method type: credit_card Payment ID: pmt_865179 Chargeback/dispute history: Clean record. Payment method added to 3 advertiser account(s) in the last 90 days. 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 Findings: [ad_001 / payment_method] Payment Method Analysis for ad_001: Method type: credit_card Payment ID: pmt_865179 Chargeback/dispute history: Clean record. Payment method added to 3 advertiser account(s) in the last 90 days. ``` ### LLM Response ```json { "action_type": "verdict", "ad_id": "ad_001", "verdict": "approve", "confidence": 0.9 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_001", "verdict": "approve", "confidence": 0.9 } ``` ### Environment Response - **Reward:** `+0.10` - **Done:** `False` - **Feedback:** Verdict recorded for ad_001: approve (confidence: 0.90). 11 ad(s) remaining in queue. ## Step 2 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 1 | Pending: 11 | Steps remaining: 28/30 | Investigation budget: 29 | Step: 2 Current Ad: === Ad in Focus: ad_002 === 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: Singapore Account age: 78 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: 0.90). 11 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 Verdicts: Reviewed 1 ad(s): 1 approve. approve: ad_001 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. ``` ### 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: elite5165.buzz Domain age: 14 days SSL: NO SSL / expired certificate Registrar: Tucows (privacy proxy) WHOIS privacy: Enabled Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store 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 - Requests personal info before any value provided - No physical address listed - Privacy policy copied from template - Terms of service link returns 404 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 3 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 1 | Pending: 11 | Steps remaining: 27/30 | Investigation budget: 28 | Step: 3 Current Ad: === Ad in Focus: ad_002 === 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: Singapore Account age: 78 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: elite5165.buzz Domain age: 14 days SSL: NO SSL / expired certificate Registrar: Tucows (privacy proxy) WHOIS privacy: Enabled Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store 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 - Requests personal info before any value provided - No physical address listed - Privacy policy copied from template - Terms of service link returns 404 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_002, ad_003, ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 1 ad(s): 1 approve. approve: ad_001 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz Domain age: 14 days SSL: NO SSL / expired certificate Registrar: Tucows (privacy proxy) WHOIS privacy: Enabled Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store 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 - Requests personal info before any value provided - No physical address listed - Privacy policy copied from template - Terms of service link returns 404 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_002", "verdict": "reject", "confidence": 0.95 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_002", "verdict": "reject", "confidence": 0.95 } ``` ### Environment Response - **Reward:** `+0.39` - **Done:** `False` - **Feedback:** Verdict recorded for ad_002: reject (confidence: 0.95). 10 ad(s) remaining in queue. ## Step 4 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 2 | Pending: 10 | Steps remaining: 26/30 | Investigation budget: 28 | Step: 4 Current Ad: === Ad in Focus: ad_003 === Category: fake_crypto Ad copy: "Web3 real estate tokenization. Own fractions of premium properties. Starting at $100. Licensed broker-dealer. PropChain.io" Targeting: Adults 30-55, interests: real estate, investing, crypto Initial risk signals: high guaranteed returns, complex financial product 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_002: reject (confidence: 0.95). 10 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 Verdicts: Reviewed 2 ad(s): 1 approve, 1 reject. reject: ad_002 approve: ad_001 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003", "investigation_target": "landing_page" } ``` ### Parsed Action ```json { "action_type": "investigate", "ad_id": "ad_003", "investigation_target": "landing_page" } ``` ### Environment Response - **Reward:** `-0.02` - **Done:** `False` - **Feedback:** Investigation complete: landing_page for ad_003. --- Findings --- Domain: deal4325.buzz Domain age: 33 days SSL: NO SSL / expired certificate Registrar: Openprovider WHOIS privacy: Disabled (registrant info public) Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site Similarity to known scam templates: 91% Key claims on page: - 12-15% monthly returns guaranteed - Audited by top security firms - Risk-free investment Suspicious elements: - Terms of service link returns 404 - No contact phone number - Privacy policy copied from template - No physical address listed - Team photos are stock images Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. ## Step 5 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 2 | Pending: 10 | Steps remaining: 25/30 | Investigation budget: 27 | Step: 5 Current Ad: === Ad in Focus: ad_003 === Category: fake_crypto Ad copy: "Web3 real estate tokenization. Own fractions of premium properties. Starting at $100. Licensed broker-dealer. PropChain.io" Targeting: Adults 30-55, interests: real estate, investing, crypto Initial risk signals: high guaranteed returns, complex financial product 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_003. --- Findings --- Domain: deal4325.buzz Domain age: 33 days SSL: NO SSL / expired certificate Registrar: Openprovider WHOIS privacy: Disabled (registrant info public) Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site Similarity to known scam templates: 91% Key claims on page: - 12-15% monthly returns guaranteed - Audited by top security firms - Risk-free investment Suspicious elements: - Terms of service link returns 404 - No contact phone number - Privacy policy copied from template - No physical address listed - Team photos are stock images Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. Available ads: ad_003, ad_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 2 ad(s): 1 approve, 1 reject. reject: ad_002 approve: ad_001 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz Domain age: 33 days SSL: NO SSL / expired certificate Registrar: Openprovider WHOIS privacy: Disabled (registrant info public) Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site Similarity to known scam templates: 91% Key claims on page: - 12-15% monthly returns guaranteed - Audited by top security firms - Risk-free investment Suspicious elements: - Terms of service link returns 404 - No contact phone number - Privacy policy copied from template - No physical address listed - Team photos are stock images Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. ``` ### LLM Response ```json { "action_type": "verdict", "ad_id": "ad_003", "verdict": "reject", "confidence": 0.92 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_003", "verdict": "reject", "confidence": 0.92 } ``` ### Environment Response - **Reward:** `+0.37` - **Done:** `False` - **Feedback:** Verdict recorded for ad_003: reject (confidence: 0.92). 9 ad(s) remaining in queue. ## Step 6 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 3 | Pending: 9 | Steps remaining: 24/30 | Investigation budget: 27 | Step: 6 Current Ad: === Ad in Focus: ad_004 === Category: gray_area_supplements Ad copy: "SleepDeep Ultra — melatonin-free natural sleep aid. Non-habit forming. Money-back guarantee. PharmGrade Labs." Targeting: Adults 30-65, interests: sleep, insomnia, wellness Initial risk signals: supplement with strong efficacy claims, medical-sounding language Advertiser country: Netherlands Account age: 11 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: 0.92). 9 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 Verdicts: Reviewed 3 ad(s): 1 approve, 2 reject. reject: ad_002, ad_003 approve: ad_001 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. ``` ### 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: best6128.buzz Domain age: 29 days SSL: NO SSL / expired certificate Registrar: Tucows (privacy proxy) WHOIS privacy: Enabled Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site Similarity to known scam templates: 55% Key claims on page: - Clinically studied ingredients - Doctor recommended - 30-day money-back guarantee Suspicious elements: - Testimonials lack verifiable details - Privacy policy copied from template - 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 7 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 3 | Pending: 9 | Steps remaining: 23/30 | Investigation budget: 26 | Step: 7 Current Ad: === Ad in Focus: ad_004 === Category: gray_area_supplements Ad copy: "SleepDeep Ultra — melatonin-free natural sleep aid. Non-habit forming. Money-back guarantee. PharmGrade Labs." Targeting: Adults 30-65, interests: sleep, insomnia, wellness Initial risk signals: supplement with strong efficacy claims, medical-sounding language Advertiser country: Netherlands Account age: 11 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: best6128.buzz Domain age: 29 days SSL: NO SSL / expired certificate Registrar: Tucows (privacy proxy) WHOIS privacy: Enabled Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site Similarity to known scam templates: 55% Key claims on page: - Clinically studied ingredients - Doctor recommended - 30-day money-back guarantee Suspicious elements: - Testimonials lack verifiable details - Privacy policy copied from template - 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_004, ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 3 ad(s): 1 approve, 2 reject. reject: ad_002, ad_003 approve: ad_001 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz Domain age: 29 days SSL: NO SSL / expired certificate Registrar: Tucows (privacy proxy) WHOIS privacy: Enabled Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site Similarity to known scam templates: 55% Key claims on page: - Clinically studied ingredients - Doctor recommended - 30-day money-back guarantee Suspicious elements: - Testimonials lack verifiable details - Privacy policy copied from template - 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_004", "verdict": "approve", "confidence": 0.8 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_004", "verdict": "approve", "confidence": 0.8 } ``` ### Environment Response - **Reward:** `-0.15` - **Done:** `False` - **Feedback:** Verdict recorded for ad_004: approve (confidence: 0.80). 8 ad(s) remaining in queue. ## Step 8 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 4 | Pending: 8 | Steps remaining: 22/30 | Investigation budget: 26 | Step: 8 Current Ad: === Ad in Focus: ad_005 === 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: Georgia Account age: 70 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: approve (confidence: 0.80). 8 ad(s) remaining in queue. Available ads: ad_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 4 ad(s): 2 approve, 2 reject. reject: ad_002, ad_003 approve: ad_001, ad_004 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005", "investigation_target": "landing_page" } ``` ### Parsed Action ```json { "action_type": "investigate", "ad_id": "ad_005", "investigation_target": "landing_page" } ``` ### Environment Response - **Reward:** `-0.02` - **Done:** `False` - **Feedback:** Investigation complete: landing_page for ad_005. --- Findings --- Domain: offer6606.shop Domain age: 47 days SSL: Valid SSL certificate Registrar: NameSilo WHOIS privacy: Disabled (registrant info public) Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store Similarity to known scam templates: 61% 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 9 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 4 | Pending: 8 | Steps remaining: 21/30 | Investigation budget: 25 | Step: 9 Current Ad: === Ad in Focus: ad_005 === 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: Georgia Account age: 70 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_005. --- Findings --- Domain: offer6606.shop Domain age: 47 days SSL: Valid SSL certificate Registrar: NameSilo WHOIS privacy: Disabled (registrant info public) Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store Similarity to known scam templates: 61% 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_005, ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 4 ad(s): 2 approve, 2 reject. reject: ad_002, ad_003 approve: ad_001, ad_004 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop Domain age: 47 days SSL: Valid SSL certificate Registrar: NameSilo WHOIS privacy: Disabled (registrant info public) Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store Similarity to known scam templates: 61% 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_005", "verdict": "reject", "confidence": 0.7 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_005", "verdict": "reject", "confidence": 0.7 } ``` ### Environment Response - **Reward:** `-0.10` - **Done:** `False` - **Feedback:** Verdict recorded for ad_005: reject (confidence: 0.70). 7 ad(s) remaining in queue. ## Step 10 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 5 | Pending: 7 | Steps remaining: 20/30 | Investigation budget: 25 | Step: 10 Current Ad: === Ad in Focus: ad_006 === 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: Canada Account age: 420 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: 0.70). 7 ad(s) remaining in queue. Available ads: ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 5 ad(s): 2 approve, 3 reject. reject: ad_002, ad_003, ad_005 approve: ad_001, ad_004 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_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: sparkle.com Domain age: 4806 days SSL: Valid SSL certificate Registrar: GoDaddy WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 1% Key claims on page: - 14-day free trial - Certified organic ingredients Suspicious elements: None detected Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. ## Step 11 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 5 | Pending: 7 | Steps remaining: 19/30 | Investigation budget: 24 | Step: 11 Current Ad: === Ad in Focus: ad_006 === 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: Canada Account age: 420 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: sparkle.com Domain age: 4806 days SSL: Valid SSL certificate Registrar: GoDaddy WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 1% Key claims on page: - 14-day free trial - Certified organic ingredients Suspicious elements: None detected Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. Available ads: ad_006, ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 5 ad(s): 2 approve, 3 reject. reject: ad_002, ad_003, ad_005 approve: ad_001, ad_004 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com Domain age: 4806 days SSL: Valid SSL certificate Registrar: GoDaddy WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 1% Key claims on page: - 14-day free trial - Certified organic ingredients Suspicious elements: None detected Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. ``` ### 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). 6 ad(s) remaining in queue. ## Step 12 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 6 | Pending: 6 | Steps remaining: 18/30 | Investigation budget: 24 | Step: 12 Current Ad: === Ad in Focus: ad_007 === Category: advance_fee Ad copy: "URGENT: I am Prince Adebayo of Nigeria. I need your help to transfer $4.5 million. You keep 30%." Targeting: All adults 18+, broad targeting Initial risk signals: advance fee request, unsolicited money offer, urgency pressure, request for personal information Advertiser country: United Arab Emirates Account age: 75 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). 6 ad(s) remaining in queue. Available ads: ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 6 ad(s): 3 approve, 3 reject. reject: ad_002, ad_003, ad_005 approve: ad_001, ad_004, ad_006 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. ``` ### 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: top1198.xyz Domain age: 1 days SSL: NO SSL / expired certificate Registrar: Openprovider WHOIS privacy: Disabled (registrant info public) Redirect chain: top1198.xyz -> redirect551.click -> final-519.store Similarity to known scam templates: 95% Key claims on page: - Guaranteed returns - Low processing fee required - Confidential opportunity Suspicious elements: - Wire transfer requested upfront - No company registration found - Terms of service link returns 404 - No physical address listed Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. ## Step 13 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 6 | Pending: 6 | Steps remaining: 17/30 | Investigation budget: 23 | Step: 13 Current Ad: === Ad in Focus: ad_007 === Category: advance_fee Ad copy: "URGENT: I am Prince Adebayo of Nigeria. I need your help to transfer $4.5 million. You keep 30%." Targeting: All adults 18+, broad targeting Initial risk signals: advance fee request, unsolicited money offer, urgency pressure, request for personal information Advertiser country: United Arab Emirates Account age: 75 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: top1198.xyz Domain age: 1 days SSL: NO SSL / expired certificate Registrar: Openprovider WHOIS privacy: Disabled (registrant info public) Redirect chain: top1198.xyz -> redirect551.click -> final-519.store Similarity to known scam templates: 95% Key claims on page: - Guaranteed returns - Low processing fee required - Confidential opportunity Suspicious elements: - Wire transfer requested upfront - No company registration found - Terms of service link returns 404 - No physical address listed Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. Available ads: ad_007, ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 6 ad(s): 3 approve, 3 reject. reject: ad_002, ad_003, ad_005 approve: ad_001, ad_004, ad_006 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz Domain age: 1 days SSL: NO SSL / expired certificate Registrar: Openprovider WHOIS privacy: Disabled (registrant info public) Redirect chain: top1198.xyz -> redirect551.click -> final-519.store Similarity to known scam templates: 95% Key claims on page: - Guaranteed returns - Low processing fee required - Confidential opportunity Suspicious elements: - Wire transfer requested upfront - No company registration found - Terms of service link returns 404 - No physical address listed 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_007", "verdict": "reject", "confidence": 0.95 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_007", "verdict": "reject", "confidence": 0.95 } ``` ### Environment Response - **Reward:** `+0.39` - **Done:** `False` - **Feedback:** Verdict recorded for ad_007: reject (confidence: 0.95). 5 ad(s) remaining in queue. ## Step 14 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 7 | Pending: 5 | Steps remaining: 16/30 | Investigation budget: 23 | Step: 14 Current Ad: === Ad in Focus: ad_008 === 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 States Account age: 604 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: 0.95). 5 ad(s) remaining in queue. Available ads: ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 7 ad(s): 3 approve, 4 reject. reject: ad_002, ad_003, ad_005, ad_007 approve: ad_001, ad_004, ad_006 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | 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_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: fitlife.net Domain age: 2422 days SSL: Valid SSL certificate Registrar: GoDaddy WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 1% Key claims on page: - Licensed and insured - Established since 2010 - 14-day free trial - 4.5-star average customer rating Suspicious elements: None detected Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. ## Step 15 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 7 | Pending: 5 | Steps remaining: 15/30 | Investigation budget: 22 | Step: 15 Current Ad: === Ad in Focus: ad_008 === 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 States Account age: 604 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: fitlife.net Domain age: 2422 days SSL: Valid SSL certificate Registrar: GoDaddy WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 1% Key claims on page: - Licensed and insured - Established since 2010 - 14-day free trial - 4.5-star average customer rating Suspicious elements: None detected Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. Available ads: ad_008, ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 7 ad(s): 3 approve, 4 reject. reject: ad_002, ad_003, ad_005, ad_007 approve: ad_001, ad_004, ad_006 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net Domain age: 2422 days SSL: Valid SSL certificate Registrar: GoDaddy WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 1% Key claims on page: - Licensed and insured - Established since 2010 - 14-day free trial - 4.5-star average customer rating 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_008", "verdict": "approve", "confidence": 0.95 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_008", "verdict": "approve", "confidence": 0.95 } ``` ### Environment Response - **Reward:** `+0.10` - **Done:** `False` - **Feedback:** Verdict recorded for ad_008: approve (confidence: 0.95). 4 ad(s) remaining in queue. ## Step 16 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 8 | Pending: 4 | Steps remaining: 14/30 | Investigation budget: 22 | Step: 16 Current Ad: === Ad in Focus: ad_009 === 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: United Kingdom Account age: 790 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: approve (confidence: 0.95). 4 ad(s) remaining in queue. Available ads: ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 8 ad(s): 4 approve, 4 reject. reject: ad_002, ad_003, ad_005, ad_007 approve: ad_001, ad_004, ad_006, ad_008 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net | Domain age: 2422 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | Licensed and insured | Established since 2010 | 14-day free trial | 4.5-star average customer rating | 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_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: nutri.net Domain age: 3694 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: 11% Key claims on page: - 4.5-star average customer rating - Money-back guarantee - Free shipping on orders over $50 - Certified organic ingredients Suspicious elements: None detected Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. ## Step 17 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 8 | Pending: 4 | Steps remaining: 13/30 | Investigation budget: 21 | Step: 17 Current Ad: === Ad in Focus: ad_009 === 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: United Kingdom Account age: 790 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: nutri.net Domain age: 3694 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: 11% Key claims on page: - 4.5-star average customer rating - Money-back guarantee - Free shipping on orders over $50 - Certified organic ingredients Suspicious elements: None detected Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. Available ads: ad_009, ad_010, ad_011, ad_012 Verdicts: Reviewed 8 ad(s): 4 approve, 4 reject. reject: ad_002, ad_003, ad_005, ad_007 approve: ad_001, ad_004, ad_006, ad_008 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net | Domain age: 2422 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | Licensed and insured | Established since 2010 | 14-day free trial | 4.5-star average customer rating | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_009 / landing_page] Domain: nutri.net Domain age: 3694 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: 11% Key claims on page: - 4.5-star average customer rating - Money-back guarantee - Free shipping on orders over $50 - Certified organic ingredients 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_009", "verdict": "approve", "confidence": 0.9 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_009", "verdict": "approve", "confidence": 0.9 } ``` ### Environment Response - **Reward:** `+0.10` - **Done:** `False` - **Feedback:** Verdict recorded for ad_009: approve (confidence: 0.90). 3 ad(s) remaining in queue. ## Step 18 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 9 | Pending: 3 | Steps remaining: 12/30 | Investigation budget: 21 | Step: 18 Current Ad: === Ad in Focus: ad_010 === 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: 1091 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: 0.90). 3 ad(s) remaining in queue. Available ads: ad_010, ad_011, ad_012 Verdicts: Reviewed 9 ad(s): 5 approve, 4 reject. reject: ad_002, ad_003, ad_005, ad_007 approve: ad_001, ad_004, ad_006, ad_008, ad_009 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net | Domain age: 2422 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | Licensed and insured | Established since 2010 | 14-day free trial | 4.5-star average customer rating | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_009 / landing_page] Domain: nutri.net | Domain age: 3694 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: 11% | 4.5-star average customer rating | Money-back guarantee | Free shipping on orders over $50 | Certified organic ingredients | 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_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: codeacademy.io Domain age: 4757 days SSL: Valid SSL certificate Registrar: Google Domains WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 14% Key claims on page: - Licensed and insured - Established since 2010 - Free shipping on orders over $50 - BBB accredited Suspicious elements: None detected Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. ## Step 19 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 9 | Pending: 3 | Steps remaining: 11/30 | Investigation budget: 20 | Step: 19 Current Ad: === Ad in Focus: ad_010 === 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: 1091 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: codeacademy.io Domain age: 4757 days SSL: Valid SSL certificate Registrar: Google Domains WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 14% Key claims on page: - Licensed and insured - Established since 2010 - Free shipping on orders over $50 - BBB accredited Suspicious elements: None detected Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. Available ads: ad_010, ad_011, ad_012 Verdicts: Reviewed 9 ad(s): 5 approve, 4 reject. reject: ad_002, ad_003, ad_005, ad_007 approve: ad_001, ad_004, ad_006, ad_008, ad_009 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net | Domain age: 2422 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | Licensed and insured | Established since 2010 | 14-day free trial | 4.5-star average customer rating | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_009 / landing_page] Domain: nutri.net | Domain age: 3694 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: 11% | 4.5-star average customer rating | Money-back guarantee | Free shipping on orders over $50 | Certified organic ingredients | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_010 / landing_page] Domain: codeacademy.io Domain age: 4757 days SSL: Valid SSL certificate Registrar: Google Domains WHOIS privacy: Disabled (registrant info public) Redirect chain: No redirects (direct) Similarity to known scam templates: 14% Key claims on page: - Licensed and insured - Established since 2010 - Free shipping on orders over $50 - BBB accredited 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_010", "verdict": "approve", "confidence": 0.9 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_010", "verdict": "approve", "confidence": 0.9 } ``` ### Environment Response - **Reward:** `+0.10` - **Done:** `False` - **Feedback:** Verdict recorded for ad_010: approve (confidence: 0.90). 2 ad(s) remaining in queue. ## Step 20 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 10 | Pending: 2 | Steps remaining: 10/30 | Investigation budget: 20 | Step: 20 Current Ad: === Ad in Focus: ad_011 === 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: Singapore Account age: 33 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: approve (confidence: 0.90). 2 ad(s) remaining in queue. Available ads: ad_011, ad_012 Verdicts: Reviewed 10 ad(s): 6 approve, 4 reject. reject: ad_002, ad_003, ad_005, ad_007 approve: ad_001, ad_004, ad_006, ad_008, ad_009, ad_010 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net | Domain age: 2422 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | Licensed and insured | Established since 2010 | 14-day free trial | 4.5-star average customer rating | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_009 / landing_page] Domain: nutri.net | Domain age: 3694 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: 11% | 4.5-star average customer rating | Money-back guarantee | Free shipping on orders over $50 | Certified organic ingredients | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_010 / landing_page] Domain: codeacademy.io | Domain age: 4757 days | SSL: Valid SSL certificate | Registrar: Google Domains | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 14% | Licensed and insured | Established since 2010 | Free shipping on orders over $50 | BBB accredited | 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_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: best6602.xyz Domain age: 45 days SSL: Valid SSL certificate Registrar: Epik WHOIS privacy: Disabled (registrant info public) Redirect chain: best6602.xyz -> redirect694.xyz -> redirect925.click -> redirect631.xyz -> redirect309.top -> final-562.site Similarity to known scam templates: 59% Key claims on page: - 100% free, no purchase necessary - Guaranteed winner - Act now — expires in 2 hours Suspicious elements: - No physical address listed - Countdown timer with fake urgency - Terms of service link returns 404 - No contact phone number - Requests personal info before any value provided 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: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 10 | Pending: 2 | Steps remaining: 9/30 | Investigation budget: 19 | Step: 21 Current Ad: === Ad in Focus: ad_011 === 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: Singapore Account age: 33 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: best6602.xyz Domain age: 45 days SSL: Valid SSL certificate Registrar: Epik WHOIS privacy: Disabled (registrant info public) Redirect chain: best6602.xyz -> redirect694.xyz -> redirect925.click -> redirect631.xyz -> redirect309.top -> final-562.site Similarity to known scam templates: 59% Key claims on page: - 100% free, no purchase necessary - Guaranteed winner - Act now — expires in 2 hours Suspicious elements: - No physical address listed - Countdown timer with fake urgency - Terms of service link returns 404 - No contact phone number - Requests personal info before any value provided 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_011, ad_012 Verdicts: Reviewed 10 ad(s): 6 approve, 4 reject. reject: ad_002, ad_003, ad_005, ad_007 approve: ad_001, ad_004, ad_006, ad_008, ad_009, ad_010 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net | Domain age: 2422 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | Licensed and insured | Established since 2010 | 14-day free trial | 4.5-star average customer rating | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_009 / landing_page] Domain: nutri.net | Domain age: 3694 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: 11% | 4.5-star average customer rating | Money-back guarantee | Free shipping on orders over $50 | Certified organic ingredients | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_010 / landing_page] Domain: codeacademy.io | Domain age: 4757 days | SSL: Valid SSL certificate | Registrar: Google Domains | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 14% | Licensed and insured | Established since 2010 | Free shipping on orders over $50 | BBB accredited | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. [ad_011 / landing_page] Domain: best6602.xyz Domain age: 45 days SSL: Valid SSL certificate Registrar: Epik WHOIS privacy: Disabled (registrant info public) Redirect chain: best6602.xyz -> redirect694.xyz -> redirect925.click -> redirect631.xyz -> redirect309.top -> final-562.site Similarity to known scam templates: 59% Key claims on page: - 100% free, no purchase necessary - Guaranteed winner - Act now — expires in 2 hours Suspicious elements: - No physical address listed - Countdown timer with fake urgency - Terms of service link returns 404 - No contact phone number - Requests personal info before any value provided 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_011", "verdict": "reject", "confidence": 0.8 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_011", "verdict": "reject", "confidence": 0.8 } ``` ### Environment Response - **Reward:** `+0.39` - **Done:** `False` - **Feedback:** Verdict recorded for ad_011: reject (confidence: 0.80). 1 ad(s) remaining in queue. ## Step 22 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 11 | Pending: 1 | Steps remaining: 8/30 | Investigation budget: 19 | Step: 22 Current Ad: === Ad in Focus: ad_012 === Category: counterfeit_goods Ad copy: "Rolex watches starting at $49.99! 100% genuine! Free worldwide shipping! LuxWatchDeals.net" Targeting: Men 25-55, interests: watches, luxury Initial risk signals: impossibly low prices for luxury goods, unfamiliar domain, claims of authenticity with extreme discounts Advertiser country: Netherlands Account age: 12 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_011: reject (confidence: 0.80). 1 ad(s) remaining in queue. Available ads: ad_012 Verdicts: Reviewed 11 ad(s): 6 approve, 5 reject. reject: ad_002, ad_003, ad_005, ad_007, ad_011 approve: ad_001, ad_004, ad_006, ad_008, ad_009, ad_010 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net | Domain age: 2422 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | Licensed and insured | Established since 2010 | 14-day free trial | 4.5-star average customer rating | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_009 / landing_page] Domain: nutri.net | Domain age: 3694 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: 11% | 4.5-star average customer rating | Money-back guarantee | Free shipping on orders over $50 | Certified organic ingredients | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_010 / landing_page] Domain: codeacademy.io | Domain age: 4757 days | SSL: Valid SSL certificate | Registrar: Google Domains | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 14% | Licensed and insured | Established since 2010 | Free shipping on orders over $50 | BBB accredited | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. [ad_011 / landing_page] Domain: best6602.xyz | Domain age: 45 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6602.xyz -> redirect694.xyz -> redirect925.click -> redirect631.xyz -> redirect309.top -> final-562.site | Similarity to known scam templates: 59% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No physical address listed | Countdown timer with fake urgency | Terms of service link returns 404 | No contact phone number | Requests personal info before any value provided | 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_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: 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: - Authentic products - Direct from manufacturer - 90% below retail price Suspicious elements: - No contact phone number - Privacy policy copied from template Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. ## Step 23 ### Observation (sent to LLM) ``` Queue: Task: Sophisticated Fraud Under Budget Pressure (medium) Total ads: 12 | Reviewed: 11 | Pending: 1 | Steps remaining: 7/30 | Investigation budget: 18 | Step: 23 Current Ad: === Ad in Focus: ad_012 === Category: counterfeit_goods Ad copy: "Rolex watches starting at $49.99! 100% genuine! Free worldwide shipping! LuxWatchDeals.net" Targeting: Men 25-55, interests: watches, luxury Initial risk signals: impossibly low prices for luxury goods, unfamiliar domain, claims of authenticity with extreme discounts Advertiser country: Netherlands Account age: 12 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_012. --- 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: - Authentic products - Direct from manufacturer - 90% below retail price Suspicious elements: - No contact phone number - Privacy policy copied from template Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. Available ads: ad_012 Verdicts: Reviewed 11 ad(s): 6 approve, 5 reject. reject: ad_002, ad_003, ad_005, ad_007, ad_011 approve: ad_001, ad_004, ad_006, ad_008, ad_009, ad_010 Findings: [ad_001 / payment_method] Method type: credit_card | Payment ID: pmt_865179 | Chargeback/dispute history: Clean record. | Payment method added to 3 advertiser account(s) in the last 90 days. [ad_002 / landing_page] Domain: elite5165.buzz | Domain age: 14 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: elite5165.buzz -> redirect147.top -> redirect143.click -> redirect763.xyz -> redirect552.top -> final-765.store | Similarity to known scam templates: 90% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No contact phone number | Requests personal info before any value provided | No physical address listed | Privacy policy copied from template | Terms of service link returns 404 | 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_003 / landing_page] Domain: deal4325.buzz | Domain age: 33 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: deal4325.buzz -> redirect862.xyz -> redirect520.xyz -> redirect204.click -> final-383.site | Similarity to known scam templates: 91% | 12-15% monthly returns guaranteed | Audited by top security firms | Risk-free investment | Terms of service link returns 404 | No contact phone number | Privacy policy copied from template | No physical address listed | Team photos are stock images | Content summary: Professional-looking platform with dashboard screenshots. Whitepaper link leads to a generic PDF. Team bios use stock photos. [ad_004 / landing_page] Domain: best6128.buzz | Domain age: 29 days | SSL: NO SSL / expired certificate | Registrar: Tucows (privacy proxy) | WHOIS privacy: Enabled | Redirect chain: best6128.buzz -> redirect66.top -> redirect22.xyz -> final-568.site | Similarity to known scam templates: 55% | Clinically studied ingredients | Doctor recommended | 30-day money-back guarantee | Testimonials lack verifiable details | Privacy policy copied from template | 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_005 / landing_page] Domain: offer6606.shop | Domain age: 47 days | SSL: Valid SSL certificate | Registrar: NameSilo | WHOIS privacy: Disabled (registrant info public) | Redirect chain: offer6606.shop -> redirect550.top -> redirect144.top -> final-188.store | Similarity to known scam templates: 61% | 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_006 / landing_page] Domain: sparkle.com | Domain age: 4806 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | 14-day free trial | Certified organic ingredients | None detected | Content summary: Well-structured business website with clear product catalog, about page, contact information, and shipping policy. [ad_007 / landing_page] Domain: top1198.xyz | Domain age: 1 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: top1198.xyz -> redirect551.click -> final-519.store | Similarity to known scam templates: 95% | Guaranteed returns | Low processing fee required | Confidential opportunity | Wire transfer requested upfront | No company registration found | Terms of service link returns 404 | No physical address listed | Content summary: Simple page with a letter-style appeal requesting wire transfer. Grammar errors. No company details. [ad_008 / landing_page] Domain: fitlife.net | Domain age: 2422 days | SSL: Valid SSL certificate | Registrar: GoDaddy | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 1% | Licensed and insured | Established since 2010 | 14-day free trial | 4.5-star average customer rating | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_009 / landing_page] Domain: nutri.net | Domain age: 3694 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: 11% | 4.5-star average customer rating | Money-back guarantee | Free shipping on orders over $50 | Certified organic ingredients | None detected | Content summary: E-commerce store with detailed product descriptions, customer reviews, FAQ section, and accessible support. [ad_010 / landing_page] Domain: codeacademy.io | Domain age: 4757 days | SSL: Valid SSL certificate | Registrar: Google Domains | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 14% | Licensed and insured | Established since 2010 | Free shipping on orders over $50 | BBB accredited | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. [ad_011 / landing_page] Domain: best6602.xyz | Domain age: 45 days | SSL: Valid SSL certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: best6602.xyz -> redirect694.xyz -> redirect925.click -> redirect631.xyz -> redirect309.top -> final-562.site | Similarity to known scam templates: 59% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No physical address listed | Countdown timer with fake urgency | Terms of service link returns 404 | No contact phone number | Requests personal info before any value provided | 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_012 / 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: - Authentic products - Direct from manufacturer - 90% below retail price Suspicious elements: - No contact phone number - Privacy policy copied from template Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. ``` ### LLM Response ```json { "action_type": "verdict", "ad_id": "ad_012", "verdict": "reject", "confidence": 0.9 } ``` ### Parsed Action ```json { "action_type": "verdict", "ad_id": "ad_012", "verdict": "reject", "confidence": 0.9 } ``` ### Environment Response - **Reward:** `+0.38` - **Done:** `True` - **Feedback:** Episode complete. Grader score: 0.888/1.000 Verdicts rendered: 12/12 Correct decisions: 10/12 False positives (legit rejected): 0 False negatives (fraud approved): 0 Unreviewed ads auto-approved: 0 --- ## Result **Score: 0.888 | Steps: 24 | Verdicts: 12/12**