Migrating a SOC Workflow to a Claude Code Agent
A staged, reversible rollout plan for moving a threat-detection workflow onto a Claude Code agent: baseline, shadow mode, canary, and instant rollback.
7 min read
Agentic AI & LLMs
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Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
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Testing and Evals for Claude Code Threat Agents
Build an eval loop for a Claude Code threat-detection agent: labeled cases, deterministic plus LLM-judge scoring, and CI gates that block regressions.
7 min read
Security Hardening Claude Code Agents Against Injection
Sandboxing, least privilege, secrets handling, and prompt-injection defense for a Claude Code threat-detection agent that reads adversary-controlled data.
7 min read
Cutting Token Cost in Claude Code Threat Agents
Caching, batching, model cascades, and per-run budgets that keep a Claude Code threat-detection agent fast and cheap without losing investigation quality.
7 min read
Debugging Claude Code Agents: Loops, Bad Tool Calls (Cybersecurity Threat Detection Claude Code)
Fix the common Claude Code agent failures — loops, wrong tool calls, hallucinated args — in a threat-detection build, with hooks, validation, and replay.
8 min read
Prompt and Context Design for Claude Threat Detection
What to put in context and what to leave out for a Claude Code threat-detection agent, and why it decides accuracy.
6 min read
Wiring MCP Servers into a Claude Threat-Detection Agent
Wire tools and MCP servers into a Claude Code threat-detection agent: auth, schemas, error handling, idempotency.
6 min read
Reusable Patterns for Claude Code Security Agents
Code-level patterns for prompts, tools, and context in a Claude Code threat-detection agent that stays reliable.
6 min read
Build a Threat-Detection Agent with Claude Code: A Walkthrough
Step-by-step walkthrough to build a threat-detection triage agent on Claude Code, from ingestion to a working loop.
6 min read