When CI sends the failure back to the agent
Build a self-correcting agent loop in CI with short logs, sandbox, retry limits, and reviewable PR proof without opening broad diffs or losing control.
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I'm Samuel Fajreldines I am a specialist in the entire JavaScript and TypeScript ecosystem (including Node.js, React, Angular and Vue.js) I am expert in AI and in creating AI integrated solutions I am expert in DevOps and Serverless Architecture (AWS, Google Cloud and Azure) I am expert in PHP and its frameworks (such as Codeigniter and Laravel). |
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Samuel Fajreldines I am a specialist in the entire JavaScript and TypeScript ecosystem (including Node.js, React, Angular and Vue.js) I am expert in AI and in creating AI integrated solutions I am expert in DevOps and Serverless Architecture (AWS, Google Cloud and Azure) I am expert in PHP and its frameworks (such as Codeigniter and Laravel).
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Articles — Page 2
Articles
Executable specs make coding agents obey
In 2026, GitLab found 85% see review as the bottleneck; use executable specs so coding agents prove each change.
Sentry agentjacking changes the risk model for coding agents
In 2026, Tenet reported 2,388 exposed organizations; treat Sentry MCP events as hostile input before Codex or Claude Code acts.
Hooks stop coding agents before the damage
Claude Code documents 3 hook cadences; use gates before, after and at the end of the loop to reduce real risk across coding agents, MCP, shell and CI.
A lean AGENTS.md helps agents spend context better
In 2026, one study measured over 20% higher cost from weak context files; write a lean AGENTS.md so Codex and Claude Code test better without token bloat.
