Idempotency for Agents: The Production-Safe Pattern You’re Missing
How to use LLM tool call IDs as database locks, build execution ledgers in LangGraph, and safely replay state without duplicate API calls.Continue reading on Towards AI »
How to use LLM tool call IDs as database locks, build execution ledgers in LangGraph, and safely replay state without duplicate API calls.Continue reading on Towards AI »
YAGNI is 30 years old. AI-assisted coding just made it more relevant than ever.Continue reading on Towards AI »
YAGNI is 30 years old. AI-assisted coding just made it more relevant than ever.Continue reading on Towards AI »
Why AI Agents Fail in Production: Lessons from Shipping 7 Agents Across Healthcare, Logistics, and FintechThe gap between “it works in the demo” and “it works in production” is where most AI agent projects go to die. This article covers the five failur…
The internet thinks Anthropic’s AI is suffering. It isn’t. Here is the exact math behind the model’s “death,” and how to shatter the…Continue reading on Towards AI »
$1 per million input tokens, beats Claude Sonnet 4.6 on SWE-bench, and nobody knew Xiaomi built it until March 18.Continue reading on Towards AI »
There are major problems to be solved before it can be adopted, though.
Claude Code Section 2: Making Claude Personal — 7 Concepts That Turn a Generic Tool Into Your Custom Coding PartnerThis is Section 2 of a 4-part series on mastering Claude Code. If you haven’t read Section 1 — The Foundations — start there first. This …
Your AI coding agent isn’t underperforming because the model is weak. It’s underperforming because you haven’t built the environment it needs to do its best work.I was just trying to ship a product. What I found changed how I use every AI coding tool.I…
Everything from installation to agents, skills, hooks, plugins, and Cowork. Written to master Claude code.Continue reading on Towards AI »