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...
07/09/2026
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...
28/08/2026
AI Code Review Cost Per Pull Request: What Engineering Teams Actually Pay in 2026
AI code review costs anywhere from a few cents per pull request to $25 per review, depending on the tool, review depth, and PR complexity.
14/08/2026
What Is an AgBOM? Inventorying the Autonomous Coding Agents in Your Pipeline
Your team probably knows who merged the last pull request. But do you know which AI agent wrote it, what tools it invoked, what credentials it used,...
22/07/2026
How to Get Security Approval for AI Coding Tools: A Technical Governance Blueprint (2026)
Getting security approval for AI coding tools requires replacing verbal assurances with repository-level evidence: a live inventory of which models,...
14/07/2026
AI Code Review Is Not Enough: How Engineering Leaders Should Gate AI-Generated Code
The easiest pull requests to approve are often the ones that deserve the closest inspection. AI-generated code tends to arrive well formatted, well...
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