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
Agentic AI & LLMs
Agentic AI & LLMs archive page 562 of 631
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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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
Inside the Anthropic Economic Index: How It Works
A technical teardown of how the Anthropic Economic Index turns private Claude usage into labor-market signal — classifier, taxonomy, privacy wall, and roll-ups.
9 min read
Standardized Test Cases to Assess AI Model Performance
Standardized Test Cases to Assess AI Model Performance
2 min read
How Do You Really Know If Your LLM Is Good Enough? A Guide to Controlled Evaluation Metrics
How Do You Really Know If Your LLM Is Good Enough? A Guide to Controlled Evaluation Metrics
3 min read