Cut Claude Cowork Token Costs: Caching, Batching, Cheap Runs
Make Claude Cowork agents cheap and fast with prompt caching, batching, model right-sizing, and lean context discipline that slashes token spend.
7 min read
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Cutting Claude Agent Token Cost: Caching & Batching
Make Claude agents cheap and fast with prompt caching, batching, context pruning, and smart model routing across Opus, Sonnet, and Haiku.
7 min read
Cutting Claude Agent Token Cost: Caching and Batching
Keep Claude Code agent runs cheap and fast with prompt caching, batched tool calls, leaner tool results, and matching the right model to each step.
8 min read
Debugging Claude Agents: Loops, Bad Tool Calls, Fixes
Diagnose and fix the three big Claude agent failures — runaway loops, wrong tool calls, and hallucinated arguments — with a production-ready playbook.
8 min read
Debugging Claude Code Skills: Loops, Bad Tool Calls, Fixes
Field guide to common Claude Code Skill failures — loops, wrong tool calls, hallucinated args — and how to debug them by reading the transcript.
8 min read
Debugging Claude Cowork: Loops, Bad Tool Calls, Hallucinated Args
Diagnose and fix the three failure modes of Claude Cowork agents — runaway loops, wrong tool calls, and hallucinated arguments — with concrete fixes.
7 min read
Debugging Claude data analytics agents: loops & bad tool calls
Stop Claude data analytics agents from looping, calling the wrong tool, or hallucinating SQL arguments — concrete fixes, logging, and a replayable debug loop.
8 min read
150 Badges, 80% CNA Turnover, a Per-Seat AI Bill: When a Nursing Home Group Should Run Its Own Model
CNA turnover breaks per-seat AI pricing. Here is when a multi-building nursing home group should host an open model, and what it costs in people and hardware.
9 min read
Prompt and Context Design for Claude Agents That Work
What to put in a Claude agent's context, what to leave out, and why — context design, just-in-time skills, and structure for reliable, token-efficient agents.
7 min read
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