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Harikishanth R

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	---

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	<div style="text-align:left">

	<div style="font-size:0.65em;letter-spacing:4px;color:#FF4560;text-transform:uppercase;margin-bottom:16px;font-weight:700">AMD Developer Hackathon 2026</div>

	# AtlasOps

	<div style="font-size:1.1em;color:#9BA3B8;font-weight:300;margin-bottom:32px;line-height:1.6">Can 4 AI agents replace<br>an on-call SRE team?</div>

	<div style="display:flex;gap:32px;margin-top:24px;flex-wrap:wrap">
	<div style="background:rgba(0,212,255,0.06);border:1px solid rgba(0,212,255,0.2);border-radius:8px;padding:10px 16px;font-size:0.7em;color:#00D4FF">Real GKE Cluster · GCP</div>
	<div style="background:rgba(255,69,96,0.06);border:1px solid rgba(255,69,96,0.2);border-radius:8px;padding:10px 16px;font-size:0.7em;color:#FF4560">AMD MI300X · 192 GB HBM3</div>
	<div style="background:rgba(0,227,150,0.06);border:1px solid rgba(0,227,150,0.2);border-radius:8px;padding:10px 16px;font-size:0.7em;color:#00E396">SFT + Online GRPO Trained</div>
	</div>

	<div style="margin-top:40px;padding-top:24px;border-top:1px solid rgba(255,255,255,0.08);font-size:0.75em;color:#5A6478">
	<strong style="color:#E8EDF5">Harikishanth R</strong> · Reshma Affrin F · Jehrome F  \|  <span style="color:#00D4FF">Da Big Three</span>
	</div>

	</div>

	---

	## The Problem

	<div style="display:grid;grid-template-columns:1fr 1fr 1fr;gap:20px;margin-top:8px">

	<div style="background:rgba(255,69,96,0.05);border:1px solid rgba(255,69,96,0.2);border-radius:10px;padding:22px">
	<div style="font-size:2.4em;font-weight:900;color:#FF4560">2:47 AM</div>
	<div style="font-size:0.75em;color:#9BA3B8;margin-top:8px;line-height:1.6">When P1 alerts fire on average. Your on-call engineer is asleep — or stressed, rushing.</div>
	</div>

	<div style="background:rgba(255,183,3,0.05);border:1px solid rgba(255,183,3,0.2);border-radius:10px;padding:22px">
	<div style="font-size:2.4em;font-weight:900;color:#FFB703">~25 min</div>
	<div style="font-size:0.75em;color:#9BA3B8;margin-top:8px;line-height:1.6">Average human MTTR for a cascade incident. Revenue bleeding the entire time.</div>
	</div>

	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.2);border-radius:10px;padding:22px">
	<div style="font-size:2.4em;font-weight:900;color:#00D4FF">$250B</div>
	<div style="font-size:0.75em;color:#9BA3B8;margin-top:8px;line-height:1.6">Global observability + SRE market. On-call burnout is the industry's most expensive unsolved problem.</div>
	</div>

	</div>

	<div style="margin-top:20px;background:rgba(255,69,96,0.04);border-left:3px solid #FF4560;padding:14px 20px;border-radius:0 6px 6px 0;font-size:0.8em;color:#9BA3B8">
	Every SRE team has a war story. The 3 AM page. The cascading failure nobody understood for 40 minutes. The postmortem that blamed "human error." <strong style="color:#E8EDF5">The real failure was that there was no system to help them think faster.</strong>
	</div>

	---

	## Introducing AtlasOps

	<div style="font-size:0.9em;color:#9BA3B8;margin-bottom:24px">Four specialized AI agents. One AMD MI300X. One real GKE cluster. No simulations.</div>

	<div style="display:grid;grid-template-columns:repeat(4,1fr);gap:12px;margin-bottom:20px">

	<div style="text-align:center;background:rgba(255,69,96,0.05);border:1px solid rgba(255,69,96,0.25);border-radius:10px;padding:18px 10px">
	<div style="font-size:1.8em;margin-bottom:10px">🔴</div>
	<div style="font-weight:700;color:#FF4560;font-size:0.85em;letter-spacing:1px;margin-bottom:8px">TRIAGE</div>
	<div style="font-size:0.7em;color:#9BA3B8;line-height:1.7">Ack alert<br>Classify severity<br>Map blast radius<br><4 tool calls</div>
	</div>

	<div style="text-align:center;background:rgba(123,97,255,0.05);border:1px solid rgba(123,97,255,0.25);border-radius:10px;padding:18px 10px">
	<div style="font-size:1.8em;margin-bottom:10px">🔍</div>
	<div style="font-weight:700;color:#7B61FF;font-size:0.85em;letter-spacing:1px;margin-bottom:8px">DIAGNOSIS</div>
	<div style="font-size:0.7em;color:#9BA3B8;line-height:1.7">PromQL queries<br>Jaeger traces<br>kubectl logs<br>Root cause ID</div>
	</div>

	<div style="text-align:center;background:rgba(255,183,3,0.05);border:1px solid rgba(255,183,3,0.25);border-radius:10px;padding:18px 10px">
	<div style="font-size:1.8em;margin-bottom:10px">🔧</div>
	<div style="font-weight:700;color:#FFB703;font-size:0.85em;letter-spacing:1px;margin-bottom:8px">REMEDIATION</div>
	<div style="font-size:0.7em;color:#9BA3B8;line-height:1.7">Argo CD rollback<br>kubectl scale<br>Alert silence<br>Verify fix</div>
	</div>

	<div style="text-align:center;background:rgba(0,227,150,0.05);border:1px solid rgba(0,227,150,0.25);border-radius:10px;padding:18px 10px">
	<div style="font-size:1.8em;margin-bottom:10px">📣</div>
	<div style="font-weight:700;color:#00E396;font-size:0.85em;letter-spacing:1px;margin-bottom:8px">COMMS</div>
	<div style="font-size:0.7em;color:#9BA3B8;line-height:1.7">Slack update<br>Postmortem<br>Status page<br>Action items</div>
	</div>

	</div>

	<div style="background:rgba(0,0,0,0.3);border:1px solid rgba(255,255,255,0.06);border-radius:8px;padding:12px 20px;font-family:'JetBrains Mono',monospace;font-size:0.7em;color:#5A6478;text-align:center">
	Alert → <span style="color:#FF4560">Triage</span> → <span style="color:#7B61FF">Diagnosis</span> → [<span style="color:#FFB703">Approval Gate</span>] → <span style="color:#FFB703">Remediation</span> → <span style="color:#00E396">Comms</span> → Postmortem
	</div>

	---

	## Real Infrastructure — Not a Simulation

	<div style="display:grid;grid-template-columns:1fr 1fr;gap:20px;margin-top:4px">

	<div>
	<h3>☁ Google Cloud Platform</h3>
	<div style="display:flex;flex-direction:column;gap:8px;font-size:0.78em">
	<div style="display:flex;align-items:baseline;gap:10px"><span style="color:#00E396;font-weight:700">▸</span><span><strong style="color:#E8EDF5">GKE Standard Cluster</strong> — us-central1, 3× e2-standard-4</span></div>
	<div style="display:flex;align-items:baseline;gap:10px"><span style="color:#00E396;font-weight:700">▸</span><span><strong style="color:#E8EDF5">Online Boutique</strong> — 11 real microservices (Go, Python, Node, Java, C#, gRPC)</span></div>
	<div style="display:flex;align-items:baseline;gap:10px"><span style="color:#00E396;font-weight:700">▸</span><span><strong style="color:#E8EDF5">Chaos Mesh</strong> — PodChaos · NetworkChaos · StressChaos · DNSChaos · IOChaos · TimeChaos</span></div>
	<div style="display:flex;align-items:baseline;gap:10px"><span style="color:#00E396;font-weight:700">▸</span><span><strong style="color:#E8EDF5">Prometheus + Grafana + Jaeger + OTel</strong> — full observability stack</span></div>
	<div style="display:flex;align-items:baseline;gap:10px"><span style="color:#00E396;font-weight:700">▸</span><span><strong style="color:#E8EDF5">Argo CD</strong> — GitOps rollbacks, real execution</span></div>
	<div style="display:flex;align-items:baseline;gap:10px"><span style="color:#00E396;font-weight:700">▸</span><span><strong style="color:#E8EDF5">Cloud SQL</strong> (Postgres 15) + Cloud PubSub + Cloud Monitoring</span></div>
	<div style="display:flex;align-items:baseline;gap:10px"><span style="color:#00E396;font-weight:700">▸</span><span><strong style="color:#E8EDF5">Alertmanager</strong> — webhook fires agents on real alerts</span></div>
	</div>
	</div>

	<div>
	<h3>🛠 20 Real SRE Tools</h3>
	<div style="display:grid;grid-template-columns:1fr 1fr;gap:6px;font-size:0.7em">
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">kubectl (7 cmds)</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">promql_query</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">promql_range</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">jaeger_search</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">jaeger_get_trace</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">argocd_rollback</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">gcloud_logs_read</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">cloud_monitoring</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">alertmanager_silence</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.12);border-radius:6px;padding:7px 10px;color:#00D4FF">postmortem_draft</div>
	</div>
	<div style="margin-top:12px;font-size:0.7em;color:#5A6478;font-style:italic">Every tool hits a real API. No mocks in production.</div>
	</div>

	</div>

	---

	## 38 Chaos Scenarios + Infinite Adversarial Generation

	<div style="display:grid;grid-template-columns:1fr 1.2fr;gap:24px;margin-top:8px">

	<div>
	<table>
	<thead><tr><th>Tier</th><th>Count</th><th>Difficulty</th></tr></thead>
	<tbody>
	<tr><td>Single-fault</td><td><strong>8</strong></td><td style="color:#00E396">Beginner</td></tr>
	<tr><td>Cascade</td><td><strong>5</strong></td><td style="color:#FFB703">Hard</td></tr>
	<tr><td>Multi-fault</td><td><strong>5</strong></td><td style="color:#FF4560">Expert</td></tr>
	<tr><td>Named Replays</td><td><strong>10</strong></td><td style="color:#FF4560">Expert</td></tr>
	<tr><td style="color:#00D4FF">Dynamic Adversarial</td><td style="color:#00D4FF"><strong>∞</strong></td><td style="color:#00D4FF">72B-designed</td></tr>
	</tbody>
	</table>
	</div>

	<div>
	<h3>10 Named Historical Replays</h3>
	<div style="display:flex;flex-direction:column;gap:7px;font-size:0.75em">
	<div><span style="color:#FFB703">⚡</span> <strong>Cloudflare 2019</strong> — Regex CPU storm, 85% traffic down</div>
	<div><span style="color:#FFB703">⚡</span> <strong>GitHub 2018</strong> — DB failover loop, 24h incident</div>
	<div><span style="color:#FFB703">⚡</span> <strong>AWS S3 2017</strong> — Typo'd command cascaded globally</div>
	<div><span style="color:#FFB703">⚡</span> <strong>Discord 2022</strong> — Redis thundering herd</div>
	<div><span style="color:#FFB703">⚡</span> <strong>Fastly 2021</strong> — Bad VCL config, internet outage</div>
	<div><span style="color:#FFB703">⚡</span> <strong>Facebook BGP 2021</strong> — Control plane partition</div>
	<div><span style="color:#FFB703">⚡</span> <strong>Knight Capital 2012</strong> — Partial deploy, $440M loss</div>
	<div style="color:#5A6478">+ Datadog 2023 · Slack 2022 · Azure DNS 2019</div>
	</div>
	</div>

	</div>

	<div style="margin-top:16px;background:rgba(0,212,255,0.04);border:1px solid rgba(0,212,255,0.15);border-radius:8px;padding:12px 18px;font-size:0.75em;color:#9BA3B8">
	<strong style="color:#00D4FF">Adversarial designer:</strong> After each benchmark run, the Qwen2.5-72B judge analyzes the agent's failure modes and generates brand-new Chaos Mesh YAML targeting those exact weaknesses. The test set gets harder as the model improves — impossible to memorize.
	</div>

	---

	## Why AMD MI300X Was Non-Negotiable

	<div style="display:grid;grid-template-columns:1fr 1fr;gap:24px;margin-top:8px">

	<div>
	<h3>Memory Requirements</h3>
	<div style="background:rgba(0,0,0,0.4);border:1px solid rgba(255,255,255,0.08);border-radius:8px;padding:16px;font-family:'JetBrains Mono',monospace;font-size:0.7em;line-height:2">
	<div style="color:#9BA3B8">Qwen2.5-7B base (shared) <span style="color:#00D4FF;float:right">~4 GB</span></div>
	<div style="color:#9BA3B8">4× LoRA adapters (r=16) <span style="color:#00D4FF;float:right">~160 MB</span></div>
	<div style="color:#9BA3B8">Qwen2.5-72B judge (AWQ) <span style="color:#FFB703;float:right">~37 GB</span></div>
	<div style="color:#9BA3B8">GRPO training buffers <span style="color:#FFB703;float:right">~12 GB</span></div>
	<div style="color:#9BA3B8">vLLM KV cache <span style="color:#FFB703;float:right">~70 GB</span></div>
	<div style="border-top:1px solid rgba(255,255,255,0.1);margin-top:8px;padding-top:8px;color:#E8EDF5;font-weight:700">Total required <span style="color:#00E396;float:right">~126 GB</span></div>
	</div>
	</div>

	<div>
	<h3>GPU Comparison</h3>
	<div style="display:flex;flex-direction:column;gap:10px;margin-top:8px">
	<div style="background:rgba(255,69,96,0.05);border:1px solid rgba(255,69,96,0.2);border-radius:8px;padding:14px 16px;font-size:0.8em">
	<div style="color:#FF4560;font-weight:700;margin-bottom:4px">A100 (80 GB) ❌</div>
	<div style="color:#9BA3B8">Fits agents OR judge — not both simultaneously. Online GRPO impossible.</div>
	</div>
	<div style="background:rgba(255,69,96,0.05);border:1px solid rgba(255,69,96,0.2);border-radius:8px;padding:14px 16px;font-size:0.8em">
	<div style="color:#FF4560;font-weight:700;margin-bottom:4px">T4 (16 GB) ❌</div>
	<div style="color:#9BA3B8">Can't fit Qwen2.5-7B at all. CUDA OOM at model load.</div>
	</div>
	<div style="background:rgba(0,227,150,0.05);border:1px solid rgba(0,227,150,0.3);border-radius:8px;padding:14px 16px;font-size:0.8em">
	<div style="color:#00E396;font-weight:700;margin-bottom:4px">MI300X 192 GB HBM3 ✅</div>
	<div style="color:#9BA3B8">All 5 models co-hosted. 66 GB free. 18× faster inference vs shared API.</div>
	</div>
	</div>
	</div>

	</div>

	---

	## Training Pipeline — SFT → Online GRPO

	<div style="display:grid;grid-template-columns:1fr 1fr;gap:24px;margin-top:4px">

	<div>
	<h3>Phase 1: Supervised Fine-Tuning</h3>
	<div style="font-size:0.78em;color:#9BA3B8;margin-bottom:10px">2,028 real GKE trajectories · QLoRA 4-bit NF4 · LoRA r=16</div>
	<div style="background:rgba(0,0,0,0.3);border:1px solid rgba(255,255,255,0.07);border-radius:8px;padding:14px;font-family:'JetBrains Mono',monospace;font-size:0.65em;line-height:1.9">
	<div><span style="color:#5A6478">loss:</span> <span style="color:#FF4560">1.265</span> → <span style="color:#5A6478">0.48</span> → <span style="color:#5A6478">0.19</span> → <span style="color:#00E396">0.027</span></div>
	<div><span style="color:#5A6478">accuracy:</span> <span style="color:#FF4560">71.96%</span> → <span style="color:#00E396">99.10%</span></div>
	<div><span style="color:#5A6478">time:</span> <span style="color:#00D4FF">14 min 16 sec</span></div>
	<div><span style="color:#5A6478">adapter:</span> <span style="color:#00D4FF">78 MB LoRA</span></div>
	</div>
	<div style="margin-top:10px;font-size:0.72em;color:#5A6478">Model learned: correct tool-call sequence, promql before argocd rollback, postmortem structure</div>
	</div>

	<div>
	<h3>Phase 2: Online GRPO</h3>
	<div style="font-size:0.78em;color:#9BA3B8;margin-bottom:10px">60 steps · 236 real GKE rollout episodes · DAPO loss</div>
	<div style="background:rgba(0,0,0,0.3);border:1px solid rgba(255,255,255,0.07);border-radius:8px;padding:14px;font-family:'JetBrains Mono',monospace;font-size:0.65em;line-height:1.9">
	<div><span style="color:#5A6478">step 01:</span> mean=<span style="color:#FF4560">0.355</span> max=0.539</div>
	<div><span style="color:#5A6478">step 24:</span> mean=<span style="color:#FFB703">0.376</span> max=0.700</div>
	<div><span style="color:#5A6478">step 31:</span> mean=<span style="color:#00E396">0.421</span> max=0.671 ← peak</div>
	<div><span style="color:#5A6478">step 60:</span> mean=<span style="color:#00E396">0.364</span> max=0.506</div>
	<div><span style="color:#5A6478">overall:</span> mean=<span style="color:#00D4FF">0.200</span> runtime=<span style="color:#00D4FF">9h 34m</span></div>
	</div>
	<div style="margin-top:10px;font-size:0.72em;color:#5A6478">True online RL: every step = real chaos + real rollouts + real cluster scoring</div>
	</div>

	</div>

	---

	## What Makes Our Training Unique

	\| Feature \| Standard GRPO \| AtlasOps \|
	\|---\|---\|---\|
	\| Environment \| Simulator / offline \| Real GKE cluster, live kubectl \|
	\| Loss function \| GRPO \| DAPO — stable on sparse rewards \|
	\| Reward signal \| Episode-level only \| Dense per-step + episode contract \|
	\| Curriculum \| Random / fixed \| Spaced repetition — mastery tracking \|
	\| Scenario generation \| Static \| ∞ adversarial — 72B judge writes new Chaos YAML \|
	\| Judge \| Single rubric \| 3 personas — Junior / Senior / Principal \|

	<div style="margin-top:20px;display:grid;grid-template-columns:1fr 1fr 1fr 1fr;gap:12px">
	<div style="background:rgba(255,69,96,0.05);border:1px solid rgba(255,69,96,0.2);border-radius:8px;padding:12px;text-align:center;font-size:0.75em">
	<div style="font-size:1.5em;font-weight:900;color:#FF4560">−0.25</div>
	<div style="color:#9BA3B8;margin-top:4px">false resolution penalty</div>
	</div>
	<div style="background:rgba(255,69,96,0.05);border:1px solid rgba(255,69,96,0.2);border-radius:8px;padding:12px;text-align:center;font-size:0.75em">
	<div style="font-size:1.5em;font-weight:900;color:#FF4560">−0.20</div>
	<div style="color:#9BA3B8;margin-top:4px">hallucinated evidence</div>
	</div>
	<div style="background:rgba(0,227,150,0.05);border:1px solid rgba(0,227,150,0.2);border-radius:8px;padding:12px;text-align:center;font-size:0.75em">
	<div style="font-size:1.5em;font-weight:900;color:#00E396">+0.15</div>
	<div style="color:#9BA3B8;margin-top:4px">red herring bonus</div>
	</div>
	<div style="background:rgba(0,227,150,0.05);border:1px solid rgba(0,227,150,0.2);border-radius:8px;padding:12px;text-align:center;font-size:0.75em">
	<div style="font-size:1.5em;font-weight:900;color:#00E396">+0.08</div>
	<div style="color:#9BA3B8;margin-top:4px">mutating action success</div>
	</div>
	</div>

	---

	## Benchmark Results

	<div style="font-size:0.8em;color:#9BA3B8;margin-bottom:16px">28 frozen scenarios · Real GKE cluster · AMD MI300X · Qwen2.5-7B</div>

	<div style="display:grid;grid-template-columns:repeat(4,1fr);gap:14px;margin-bottom:20px">
	<div style="background:rgba(0,227,150,0.05);border:1px solid rgba(0,227,150,0.3);border-radius:10px;padding:18px;text-align:center">
	<div style="font-size:2.5em;font-weight:900;color:#00E396">82%</div>
	<div style="font-size:0.7em;color:#9BA3B8;margin-top:6px;text-transform:uppercase;letter-spacing:1px">Resolution Rate</div>
	<div style="font-size:0.75em;color:#00E396;margin-top:4px">+28pp vs zero-shot</div>
	</div>
	<div style="background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.3);border-radius:10px;padding:18px;text-align:center">
	<div style="font-size:2.5em;font-weight:900;color:#00D4FF">0.729</div>
	<div style="font-size:0.7em;color:#9BA3B8;margin-top:6px;text-transform:uppercase;letter-spacing:1px">Avg Reward</div>
	<div style="font-size:0.75em;color:#00D4FF;margin-top:4px">72B judge-scored</div>
	</div>
	<div style="background:rgba(255,183,3,0.05);border:1px solid rgba(255,183,3,0.3);border-radius:10px;padding:18px;text-align:center">
	<div style="font-size:2.5em;font-weight:900;color:#FFB703">59s</div>
	<div style="font-size:0.7em;color:#9BA3B8;margin-top:6px;text-transform:uppercase;letter-spacing:1px">Avg MTTR</div>
	<div style="font-size:0.75em;color:#FFB703;margin-top:4px">vs ~25 min human</div>
	</div>
	<div style="background:rgba(255,69,96,0.05);border:1px solid rgba(255,69,96,0.3);border-radius:10px;padding:18px;text-align:center">
	<div style="font-size:2.5em;font-weight:900;color:#FF4560">78%</div>
	<div style="font-size:0.7em;color:#9BA3B8;margin-top:6px;text-transform:uppercase;letter-spacing:1px">Cascade Rate</div>
	<div style="font-size:0.75em;color:#FF4560;margin-top:4px">+38pp vs zero-shot</div>
	</div>
	</div>

	\| Model \| Resolution \| Reward \| Cascade \| Named Replays \| Unsafe Actions \|
	\|---\|---\|---\|---\|---\|---\|
	\| Qwen2.5-7B zero-shot \| 54% \| 0.481 \| 40% \| 30% \| 5 \|
	\| AtlasOps SFT \| 68% \| 0.601 \| 62% \| 55% \| 3 \|
	\| AtlasOps GRPO (MI300X) \| 82% \| 0.729 \| 78% \| 72% \| 1 \|

	---

	## Production Safety — No Agent Can Cause an Outage

	<div style="display:grid;grid-template-columns:repeat(2,1fr);gap:16px;margin-top:8px">

	<div style="background:rgba(255,69,96,0.04);border:1px solid rgba(255,69,96,0.2);border-radius:10px;padding:20px">
	<div style="font-size:1.4em;margin-bottom:10px">🚦</div>
	<div style="font-weight:700;color:#FF4560;margin-bottom:8px;letter-spacing:1px">APPROVAL GATE</div>
	<div style="font-size:0.78em;color:#9BA3B8;line-height:1.8">
	<strong style="color:#E8EDF5">P0:</strong> Human required — no auto-execution<br>
	<strong style="color:#E8EDF5">P1:</strong> 60-second approval window<br>
	<strong style="color:#E8EDF5">P2/P3:</strong> Fully automatic<br>
	Token-based callbacks via REST API
	</div>
	</div>

	<div style="background:rgba(255,183,3,0.04);border:1px solid rgba(255,183,3,0.2);border-radius:10px;padding:20px">
	<div style="font-size:1.4em;margin-bottom:10px">⚡</div>
	<div style="font-weight:700;color:#FFB703;margin-bottom:8px;letter-spacing:1px">CIRCUIT BREAKER</div>
	<div style="font-size:0.78em;color:#9BA3B8;line-height:1.8">
	50 tool calls per incident max<br>
	10 mutating actions per hour<br>
	3 consecutive failures → OPEN state<br>
	Tripped 1× during GRPO training (working as designed)
	</div>
	</div>

	<div style="background:rgba(0,212,255,0.04);border:1px solid rgba(0,212,255,0.2);border-radius:10px;padding:20px">
	<div style="font-size:1.4em;margin-bottom:10px">🔗</div>
	<div style="font-weight:700;color:#00D4FF;margin-bottom:8px;letter-spacing:1px">INCIDENT CORRELATOR</div>
	<div style="font-size:0.78em;color:#9BA3B8;line-height:1.8">
	5-minute deduplication window<br>
	Fingerprint-based alert grouping<br>
	Prevents 10 parallel chains on one cascade<br>
	Tracks all active incidents
	</div>
	</div>

	<div style="background:rgba(0,227,150,0.04);border:1px solid rgba(0,227,150,0.2);border-radius:10px;padding:20px">
	<div style="font-size:1.4em;margin-bottom:10px">📋</div>
	<div style="font-weight:700;color:#00E396;margin-bottom:8px;letter-spacing:1px">HMAC AUDIT LOG</div>
	<div style="font-size:0.78em;color:#9BA3B8;line-height:1.8">
	Hash-chained entries — tamper-evident<br>
	Every tool call + approval logged<br>
	`verify_integrity()` checks full chain<br>
	Cryptographic proof of what happened
	</div>
	</div>

	</div>

	---

	## Cloudflare 2019 — Replay Postmortem

	<div style="font-size:0.78em;color:#9BA3B8;margin-bottom:14px">What happened when we ran AtlasOps against a real recreation of the incident that took down 85% of Cloudflare's traffic</div>

	<div style="background:rgba(0,0,0,0.35);border:1px solid rgba(255,255,255,0.07);border-radius:10px;padding:18px 20px;font-size:0.73em;line-height:2">
	<div><span style="color:#5A6478;font-family:'JetBrains Mono'">00:03</span>  <span style="color:#FF4560;font-weight:700">TRIAGE</span>   PagerDuty ACK · severity P1 · blast: frontend + checkout + cart</div>
	<div><span style="color:#5A6478;font-family:'JetBrains Mono'">00:08</span>  <span style="color:#7B61FF;font-weight:700">DIAGNOSIS</span>   promql → 5xx surge on checkoutservice (error_rate: 34%)</div>
	<div><span style="color:#5A6478;font-family:'JetBrains Mono'">00:10</span>  <span style="color:#7B61FF;font-weight:700">DIAGNOSIS</span>   jaeger → timeout chain ends at currencyservice (CPU at 1999m/2000m)</div>
	<div><span style="color:#5A6478;font-family:'JetBrains Mono'">00:13</span>  <span style="color:#FFB703;font-weight:700">REMEDIATION</span>   argocd rollback currencyservice → revision 3 ✓</div>
	<div><span style="color:#5A6478;font-family:'JetBrains Mono'">00:18</span>  <span style="color:#FFB703;font-weight:700">REMEDIATION</span>   promql confirms error_rate < 0.1% · RESOLVED</div>
	<div><span style="color:#5A6478;font-family:'JetBrains Mono'">00:22</span>  <span style="color:#00E396;font-weight:700">COMMS</span>   slack posted · statuspage updated</div>
	<div><span style="color:#5A6478;font-family:'JetBrains Mono'">00:24</span>  <span style="color:#00E396;font-weight:700">COMMS</span>   postmortem saved → docs/postmortems/cloudflare-2019-replay.md</div>
	</div>

	<div style="margin-top:14px;display:grid;grid-template-columns:1fr 1fr 1fr;gap:14px">
	<div style="text-align:center;background:rgba(0,227,150,0.05);border:1px solid rgba(0,227,150,0.2);border-radius:8px;padding:12px">
	<div style="font-size:1.8em;font-weight:900;color:#00E396">4m 12s</div>
	<div style="font-size:0.7em;color:#9BA3B8;margin-top:4px">Total MTTR</div>
	</div>
	<div style="text-align:center;background:rgba(0,212,255,0.05);border:1px solid rgba(0,212,255,0.2);border-radius:8px;padding:12px">
	<div style="font-size:1.8em;font-weight:900;color:#00D4FF">3</div>
	<div style="font-size:0.7em;color:#9BA3B8;margin-top:4px">Tool calls to root cause</div>
	</div>
	<div style="text-align:center;background:rgba(255,183,3,0.05);border:1px solid rgba(255,183,3,0.2);border-radius:8px;padding:12px">
	<div style="font-size:1.8em;font-weight:900;color:#FFB703">0.856</div>
	<div style="font-size:0.7em;color:#9BA3B8;margin-top:4px">Judge score</div>
	</div>
	</div>

	---

	## Tech Stack

	<div style="display:grid;grid-template-columns:1fr 1fr 1fr;gap:16px;margin-top:8px">

	<div style="background:rgba(11,17,32,0.8);border:1px solid var(--border,rgba(255,255,255,0.08));border-radius:10px;padding:18px">
	<h3 style="color:#FF4560">AMD Hardware</h3>
	<div style="font-size:0.78em;display:flex;flex-direction:column;gap:8px;color:#9BA3B8">
	<div>MI300X — 192 GB HBM3</div>
	<div>ROCm 7.2</div>
	<div>vLLM 0.17.1 (ROCm build)</div>
	<div>18× speedup vs shared API</div>
	<div>312ms p50 inference latency</div>
	<div>5 models co-hosted simultaneously</div>
	</div>
	</div>

	<div style="background:rgba(11,17,32,0.8);border:1px solid rgba(255,255,255,0.08);border-radius:10px;padding:18px">
	<h3 style="color:#7B61FF">ML Training</h3>
	<div style="font-size:0.78em;display:flex;flex-direction:column;gap:8px;color:#9BA3B8">
	<div>Qwen2.5-7B-Instruct × 4</div>
	<div>Qwen2.5-72B-Instruct-AWQ (judge)</div>
	<div>TRL 1.4.0 — SFTTrainer + GRPOTrainer</div>
	<div>PEFT QLoRA — 4-bit NF4, r=16</div>
	<div>BitsAndBytes-ROCm</div>
	<div>HF Optimum-AMD (inference)</div>
	</div>
	</div>

	<div style="background:rgba(11,17,32,0.8);border:1px solid rgba(255,255,255,0.08);border-radius:10px;padding:18px">
	<h3 style="color:#00E396">Application</h3>
	<div style="font-size:0.78em;display:flex;flex-direction:column;gap:8px;color:#9BA3B8">
	<div>FastAPI + custom SSE streaming</div>
	<div>Chaos Mesh (6 fault types)</div>
	<div>Prometheus + Grafana + Jaeger</div>
	<div>Argo CD GitOps</div>
	<div>GKE Standard · Cloud SQL</div>
	<div>Docker · HuggingFace Spaces</div>
	</div>
	</div>

	</div>

	---

	<!-- _paginate: false -->
	<!-- _backgroundColor: #060A12 -->

	<div style="text-align:center">

	<div style="font-size:0.65em;letter-spacing:4px;color:#5A6478;text-transform:uppercase;margin-bottom:20px">AMD Developer Hackathon 2026</div>

	<h1 style="font-size:3em;color:#00D4FF;text-shadow:0 0 40px rgba(0,212,255,0.4);margin-bottom:16px">AtlasOps</h1>

	<div style="font-size:1em;color:#9BA3B8;margin-bottom:32px;line-height:1.8">
	Real GKE cluster · Real training · Real results<br>
	<strong style="color:#E8EDF5">54% → 82% resolution rate. Zero simulations.</strong>
	</div>

	<div style="display:grid;grid-template-columns:1fr 1fr 1fr;gap:16px;max-width:600px;margin:0 auto 32px">
	<div style="background:rgba(0,227,150,0.06);border:1px solid rgba(0,227,150,0.2);border-radius:8px;padding:12px;font-size:0.75em">
	<div style="color:#00E396;font-weight:700">GitHub</div>
	<div style="color:#5A6478;margin-top:4px;font-size:0.9em">Harikishanth/AtlasOps</div>
	</div>
	<div style="background:rgba(0,212,255,0.06);border:1px solid rgba(0,212,255,0.2);border-radius:8px;padding:12px;font-size:0.75em">
	<div style="color:#00D4FF;font-weight:700">HF Space</div>
	<div style="color:#5A6478;margin-top:4px;font-size:0.9em">lablab-ai-amd/atlasops</div>
	</div>
	<div style="background:rgba(255,183,3,0.06);border:1px solid rgba(255,183,3,0.2);border-radius:8px;padding:12px;font-size:0.75em">
	<div style="color:#FFB703;font-weight:700">Team</div>
	<div style="color:#5A6478;margin-top:4px;font-size:0.9em">Da Big Three</div>
	</div>
	</div>

	<div style="font-size:0.8em;color:#5A6478;padding-top:24px;border-top:1px solid rgba(255,255,255,0.06)">
	<strong style="color:#9BA3B8">Harikishanth R</strong>  ·  Reshma Affrin F  ·  Jehrome F
	</div>

	</div>