AI agent wrapped by a harness
AI Agent Harness: Why Code Quality Validation Belongs in the Loop (2026)
When an AI coding agent ships something broken, most engineering leaders still ask the same question: would a different model have done better? It's a...
Top AI code review tools
AI Code Review Tools Compared (2026): Why Most Can't Safely Block a Merge, and What Code Governance Fixes
Most AI code review tools sitting on your pull requests today cannot safely block a merge. Of the 14 tools compared here, three have no native...
How to Build a Remediation Agent That Closes Its Own Issues
How to Build a Remediation Agent That Closes Its Own Issues with Codacy (2026)
This article lays out a reference architecture based on real remediation agents that a European retail giant with 1,500 software engineers has built on...
Introducing Codacy Skills (Part 4): Scan and fix your code before you push
Codacy Skills teach coding agents like Claude Code to run Codacy from the terminal where the code is written: working findings, tuning rules, wiring up...
loop engineering part 3: building Verity with Verity
Loop Engineering: How Codacy Dogfoods Verity With Its Own AI Agents (2026)
Most teams working with AI coding agents are still at the same stage: a person prompts the agent, reads the diff, and decides whether to ship it....
Agentic SDLC Loop Engineering: How Black Box Runs PR Review Gates at Scale (2026)
It's 2 a.m. and a bug fix lands in the queue, gets picked up by Codex, reviewed by Claude, flagged by three more automated reviewers, and sits waiting...

Subscribe to our blog

Stay updated with our monthly newsletter.