AI2026
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Claude Security Agent
Autonomous pull request security auditing.
PythonClaude APIGitHub ActionsNode.js
▸▸ 01 — Overview
The Challenge
Vulnerabilities were slipping into staging branches due to superficial manual reviews. Static analysis tools generated too much noise and no actionable patch code.
Key Outcomes
- Identified zero-day dependency leaks continuously
- Outputted ready-to-merge patches without human prompting
- Averaged a latency of ~4s per 2,000 LOC diffs
▸▸ 02 — Visuals
IMAGE PENDING
Agent posting a diff patch directly in PR comments
▸▸ 03 — Process
Prompt Engineering
Engineered multi-shot structural prompts restricting the Claude API to strictly output unified diff formats with exact line references.
Anthropic APIPython
Pipeline Wrapping
Wrote a lightweight Node.js action that listens for PR payload events, aggregates the changes, and initiates the inference call.
GitHub ActionsTypeScript
▸▸ 04 — Engineering
Impact
Saved engineering teams roughly 4 hours per sprint in manual security tracing, while preventing major key-exposure leaks.
▸▸ 05 — Network Logs