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README.md
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# Agentic SOC: Autonomous Security Operations Center
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Research & architecture design document for building a fully autonomous Security Operations Center powered by LLM-based reasoning agents.
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**Start here:** [Full Research Document](./agentic-soc-research.md)
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## Key Highlights
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- **Core Innovation:** Store the *model*, not the *data*. Normal logs update the baseline and are discarded. Only anomaly logs are retained. ~70% cost reduction vs traditional SIEMs.
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- **Architecture:** 7-layer pipeline from CloudTrail ingestion β statistical baselining β multi-agent LLM triage β automated remediation
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- **Three-Way Verdict:** Every alert ends in one of: False Positive (dismiss), True Positive + Auto-Remediate (act), True Positive + Escalate (human)
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- **Grounded in Research:** Based on 15+ papers including CORTEX (arxiv:2510.00311), AACT (arxiv:2505.09843), CloudAnoAgent (arxiv:2508.01844)
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## Architecture Overview
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```
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CloudTrail Events β Feature Extraction β Baseline Accumulator (no raw storage)
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β
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anomaly detected
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β
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Multi-Agent LLM Triage
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(Orchestrator β Behavior Analysis β
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Evidence Gathering β Reasoning)
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β
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ββββββββββββββββββΌβββββββββββββββββ
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FALSE POS AUTO-ACT ESCALATE
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(dismiss) (remediate) (human)
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```
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## Files
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- `agentic-soc-research.md` β Full research document (15 sections, ~1500 lines)
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- Covers: architecture, baseline algorithms, multi-agent pipeline, MITRE ATT&CK mappings, storage economics, implementation roadmap, code examples, and 20+ paper references
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