Cutting Token Cost in Claude Agents: Caching & Batching
Keep Claude agent orchestration cheap and fast with prompt caching, batching, model routing, and lean context that cut token bills without losing quality.
7 min read
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Debugging a Claude Code Security Agent: Failure Modes
Fix loops, hallucinated CWE IDs, and wrong tool calls in LLM source-code security agents. A practical Claude Code debugging field guide for engineers.
9 min read
Debugging Claude Agent Orchestration: Loops & Bad Tool Calls
Catch loops, wrong tool calls, and hallucinated arguments in Claude agent orchestration with tracing, loop detection, and schema-validated tool boundaries.
8 min read
Debugging Claude Agents: Loops, Bad Tool Calls, Args
Fix the three failure modes of Claude agents — infinite loops, wrong tool calls, and hallucinated arguments — with traces, schemas, and loop detection.
8 min read
Claude Prompt and Context Design for Agents
What to put in a Claude agent's context and what to leave out: context budgeting, prompt structure, compaction, externalized memory, and retrieval over preloading.
7 min read
Prompt and Context Design for LLM Code Security
What to include and exclude in a Claude security agent's context: trust boundaries, framework facts, labeled code slices, and the omissions that cut false positives.
6 min read
Zero Trust Context Design for Claude Agents Explained
What to put in a Claude agent's context and what to leave out: task-scoped projections, default-out, untrusted-content isolation, and context as an audit surface.
7 min read
Securing MCP Servers for Agents: Auth and Idempotency
Wire MCP servers into a zero trust Claude agent safely: per-call auth, strict schemas, safe error handling, and idempotency keys so retries never double-charge.
7 min read
Wiring MCP Servers Into a Claude Agent System
Connect MCP servers to a Claude orchestration system the right way: tight tool schemas, gateway auth, structured error handling, and idempotent side effects.
7 min read
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