André Dias Moreira Prol: Claude 4 Extended Reasoning for Power Users
When a model stops merely predicting the next token and starts deliberating before answering, the productivity curve for advanced users bends sharpl…
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I Built a Live Registry of 750+ MCP Servers — Here's What I Found
Model Context Protocol (MCP) has exploded in the past six months. Every week, dozens of new MCP servers appear on GitHub — tools that let Claude and…
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…
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, a…
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 o…
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 w…
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. User…
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 func…
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 y…