Context rot: why your AI agent gets dumber the longer it runs
Here's something you'll notice after running AI agents in production for a few weeks: a fresh conversation with your agent is sharp. Give that same ag…
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Never trust an LLM's output directly. Here's the validation layer I put on every agent.
Here's a failure mode I've seen in nearly every AI agent codebase I've reviewed: the agent receives a model response, trusts the JSON it contains, and…
Prompt caching cut my Claude API bill by 85%. Here's the exact setup.
Last month I ran a side-by-side test on an AI agent that processes about 4,000 requests a day. The agent has a long system prompt (roughly 2,800 token…
I built a multi-agent loop where an adversarial Claude reviewer reads your actual codebase before approving plans
Large language models are surprisingly optimistic reviewers. Ask an LLM to review an implementation plan and it will often approve things that are obj…
Fixing Fablize Claude Opus Agent Skips: Node.js Blueprint
This article was originally published on BuildZn . Everyone talks about agentic AI, but nobody explains how to stop these things from just making stuf…
CLAUDE.md Compaction: Why Your Rules Disappear Mid-Session
You spent an hour writing a tight CLAUDE.md. Clear rules. Good structure. Specific constraints for your project. Then Claude Code hits its context win…
중국 암시장에서 Claude 10%에 판매 — 모델 증류의 진짜 위협
중국 암시장이 클로드를 10%에 팔고 있다, 그런데 앤트로픽이 정작 두려워하는 것은 따로 있다 모델 증류의 진짜 공포는 '가격'이 아니라 '속도'다 — 당신의 AI가 이미 모조품일 수 있다는 이야기 TL;DR : 중국 암시장에서 앤트로픽의 Claude가 원가의 10% …
클로드 AI 중국 암시장 유통 실태 — 모델 증류로 정가의 10%에 복제되다
클로드를 10%에 팔지 않고, 클로드를 10%에 사는 사람들이 있다 중국 암시장에서 벌어지는 AI 모델 밀수, 그 이면에는 기술 산업의 가장 불편한 진실이 숨어 있다 TL;DR : 앤트로픽의 최고급 AI 모델 '클로드'가 중국 암시장에서 정가의 10% 수준으로 유통되고…
Why your Claude API bill is 3x what it should be (and how to fix it)
TL;DR: I audited a friend's startup that was spending $4,200/month on Claude API. Only $1,300 produced business value. The other $2,900 was waste — sp…
I built a BYOK browser tool that turns any article into atomic Obsidian notes
I kept procrastinating on taking notes from articles I read. The cycle was always the same: read something interesting, tell myself I'll write proper …
The 5 Principles Behind Agent-Native Software Architecture
Most AI applications are chatbots wearing a thin veneer of features. The agent is an afterthought — a chat interface bolted onto existing code. Users …
Why AI Code Review Keeps Flagging the Wrong Things (and How to Fix It)
AI code review has a consistent failure mode: it surfaces generic issues and misses the ones that actually matter for your project. You paste a functi…
CLAUDE.md for Scala: 13 Rules That Make AI Write Idiomatic Functional Code
CLAUDE.md for Scala: 13 Rules That Make AI Write Idiomatic Functional Code You ask Claude to "add a Subscription service that calls Stripe" inside you…