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# Agentic SOC: Autonomous Security Operations Center
Research & architecture design document for building a fully autonomous Security Operations Center powered by LLM-based reasoning agents.
**Start here:** [Full Research Document](./agentic-soc-research.md)
## Key Highlights
- **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.
- **Architecture:** 7-layer pipeline from CloudTrail ingestion β†’ statistical baselining β†’ multi-agent LLM triage β†’ automated remediation
- **Three-Way Verdict:** Every alert ends in one of: False Positive (dismiss), True Positive + Auto-Remediate (act), True Positive + Escalate (human)
- **Grounded in Research:** Based on 15+ papers including CORTEX (arxiv:2510.00311), AACT (arxiv:2505.09843), CloudAnoAgent (arxiv:2508.01844)
## Architecture Overview
```
CloudTrail Events β†’ Feature Extraction β†’ Baseline Accumulator (no raw storage)
β”‚
anomaly detected
β”‚
Multi-Agent LLM Triage
(Orchestrator β†’ Behavior Analysis β†’
Evidence Gathering β†’ Reasoning)
β”‚
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
FALSE POS AUTO-ACT ESCALATE
(dismiss) (remediate) (human)
```
## Files
- `agentic-soc-research.md` β€” Full research document (15 sections, ~1500 lines)
- Covers: architecture, baseline algorithms, multi-agent pipeline, MITRE ATT&CK mappings, storage economics, implementation roadmap, code examples, and 20+ paper references