Migrating a Workflow to Claude Agents Without Breaking It (Anthropic Economic Index)
Move an existing workflow onto a Claude agent without breaking it — shadow mode, staged rollout, eval baselines, human gates, and one-switch rollback.
8 min read
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AI Voice Agent Insights & Guides
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Evals for Claude Agents: Measure Quality, Gate Releases (Anthropic Economic Index)
Build an eval loop for Claude agents — score task success, tool use, and safety with LLM judges, then gate every release in CI against a baseline.
8 min read
Securing Claude Agents: Sandboxing & Least Privilege
Harden Claude agents with sandboxing, least privilege, safe secrets handling, and prompt-injection defense. A practical six-step security checklist.
9 min read
Cheaper, Faster Claude Agents: Caching & Batching
Cut Claude agent cost and latency with prompt caching, batching, and model routing. Practical levers, code, and a five-step plan to keep runs cheap.
8 min read
Debugging Claude Agents: Loops, Bad Tool Calls, Fixes (Anthropic Economic Index)
A field guide to debugging Claude agent failures — loops, wrong tool calls, and hallucinated arguments — with traces, guards, and a fix workflow.
8 min read
Prompt and Context Design for AI Work Classification
What to put in Claude's context and what to leave out when classifying AI work — taxonomy injection, summaries over transcripts, and AEI-style accuracy trade-offs.
9 min read
Wiring MCP Tools Into an AEI-Style Analytics Agent
Connect MCP servers to an AEI-style Claude analytics agent the right way — auth kept server-side, narrow schemas, structured errors, and idempotent writes.
8 min read
Reusable Patterns for Classifying AI Work With Claude
Reusable code-level patterns for classifying AI work with Claude — closed-vocabulary prompts, schema enforcement, context economy, and eval harnesses, AEI-style.
9 min read
Build an Economic Index-Style Pipeline With Claude
Step-by-step: classify agent conversations against a task taxonomy with Claude, label augment vs. automate, and aggregate safely — like the Anthropic Economic Index.
8 min read
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