AI Framework posts
6 posts in AI Framework
Frontier Models Got Smarter. Your Code Didn't Get Safer.
AI models got a generation smarter while AI-generated code's security stayed flat at ~55%. The 2026 data behind the industry's shift from velocity to verification.
AGENTS.md for SaaS: The README Your AI Agent Actually Reads
AGENTS.md is the file your AI coding agents read before they touch your code. What to put in one for a SaaS, what to leave out, and what the research actually shows.
Considering RAG for your Agent? Build this instead.
Most SaaS AI agents don't need a vector database. The simpler architecture: file-based memory à la Claude Code's MEMORY.md, plus 1M-token context windows and tool calls.
What Is Spec-Driven Development? (And Why It Fixes Vibe Coding)
Spec-driven development asks AI to code against a contract, not a vibe. How GitHub Spec Kit, context engineering, and a one-page PRD fix vibe coding at scale.
What Is Harness Engineering? A Builder's Guide
Harness engineering is designing constraints, feedback loops, and infrastructure that make AI agents reliable. The frameworks, the data, and how to build your first harness.
Vibe Coding Has a Scaling Problem
AI-generated code has ~1.7× more issues, 45% with OWASP Top 10 flaws, and 4× more duplication. Vibe coding works for prototypes but breaks down at scale: here's why pattern drift happens and what an AI-native codebase looks like.