14 min read
Context Engineering > Prompt Engineering
Context engineering replaces prompt engineering. Learn to design the full context LLMs receive, with production patterns and real metrics.
Posts tagged “ai”
10 posts found.
16 min read
Your CI/CD Doesn't Work for AI-Written Code
Tests pass, lint is clean, PR looks perfect. But AI agents introduce failure modes your pipeline wasn't built to catch. Here's what to add.
17 min read
4 Agents, 1 Spec: Multi-Agent Orchestration That Works
Multi-agent systems fail when agents do different tasks. They work when agents look at the same thing from different angles. Patterns from production.
20 min read
SpecForge: Zero Code, Five Microservices in Parallel
Spec-driven AI development framework. Ship microservices without writing code manually. AST extraction + LLM synthesis patterns inside.
19 min read
The Builder-Manager: Code to Understand, Not to Ship
The should-EMs-code debate is a false binary. The builder-manager model survives AI flattening and earns team trust. Here's the third path.
12 min read
75% of AI Agents Break Code They Maintain
AI agents excel at new code but fail at maintenance. What actually breaks, why, and the engineering guardrails that make them safe. Tested on real repos.
13 min read
MCP Servers in Production: Auth, Errors, Observability
Beyond hello-world MCP tutorials. Build servers that survive production with auth, error handling, observability, and graceful degradation patterns.
16 min read
Auto-Generate Architecture Docs From Code With AI
Architecture docs decay instantly. Auto-generate living documentation from your codebase using hybrid AST extraction and LLM synthesis.
18 min read
RAG Pipeline: From 58% to 91% Retrieval Precision
Fix the 5 hidden failure modes in your RAG pipeline. Multi-stage architecture with code, benchmarks, and metrics that prove it works.
14 min read
Stop Being a Headless Monkey: Use AI Deliberately
59% of developers don't understand their AI-generated code. Learn the structured framework that separates productive acceleration from tech debt.