The Real ROI of Claude Managed Agents in Production
Where the time and money savings of Claude Managed Agents actually come from — a defensible cost model, the right metrics, and the ROI traps to avoid.
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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Migrating a Workflow to Claude Agents Without Breaking It (Claude Managed Agents Production)
A staged, reversible rollout for moving a workflow onto Claude agents — shadow mode, suggest mode, canary traffic, kill switch, and eval-gated cutover.
7 min read
Testing Claude Agents: Evals That Gate Your Releases
Build an eval loop for Claude agents — outcome and trajectory grading, regression sets from real failures, and CI gates that block quality regressions.
7 min read
Securing Claude Agents: Sandboxing and Least Privilege (Claude Managed Agents Production)
Harden Claude Managed Agents with sandboxed tool execution, least-privilege credentials, secret hygiene, and layered prompt-injection defenses.
7 min read
Cutting Claude Agent Token Cost: Caching and Batching (Claude Managed Agents Production)
Make Claude Managed Agents cheap and fast with prompt caching, context pruning, the Batches API, and model routing across Opus, Sonnet, and Haiku.
7 min read
Debugging Claude Managed Agents: Loops, Bad Tool Calls
Trace and fix the top Claude agent failures — runaway loops, wrong tool calls, and hallucinated arguments — with replayable observability and loop guards.
8 min read
Context Engineering for Claude Agents: What to Include
Prompt and context design for Claude agents: what to include, what to leave out, summarize the past and fetch the present, and how to measure if context is right.
7 min read
Wiring MCP Servers Into Claude Agents the Right Way (Claude Managed Agents Production)
Wire tools and MCP servers into Claude agents the right way: scoped auth, tight JSON schemas, structured error handling, and idempotency for production reliability.
8 min read
Claude Agent Patterns: Prompts, Tools, and Context
Reusable code-level patterns for Claude agents: layered prompts, typed tools, skills for progressive disclosure, reasoning checkpoints, and fail-closed recovery.
7 min read