Agentic Coding Systems.
Prompt, context, harness. Score every prompt you ship, stop the six-hour context fade, and build the loop and guardrails that make an agent trustworthy on real code instead of demos.
3 titles · 5 free guides
AI Agent Guardrails: Gate Every Tool Call
AI agent guardrails belong on one line of code: the tool call. Build a deterministic gate that classifies, approves, and fails safe before any action runs.
from: Agentic Coding: Build the Harness
Build an AI Coding Agent From Scratch in Python
Build an AI coding agent from scratch in Python: the ~150-line agent loop that reads files, writes code, runs tests, and stops on its own. No framework.
from: Agentic Coding: Build the Harness
What Is an Agent Harness? The 7 Layers
What is an agent harness? The 7 layers wrapped around the model: loop, context, guardrails, tools, verification, recovery, orchestration. With a teardown table.
from: Agentic Coding: Build the Harness
Why AI Agents Report False Success
Why AI agents report false success: the bias that makes them grade their own work, the $1.78M bug it shipped, and the independent check that catches it.
from: Agentic Coding: Build the Harness