Subagent fan-out for large code migrations
In 2026, 85% see review and validation as the bottleneck; use subagent fan-out to migrate monorepos with proof, worktrees, and lean PR evidence for review.
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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 3
Articles
Codebase RAG over MCP for agents that should not read everything
In 2026, more than 1 in 5 GitHub reviews already run through Copilot; use codebase RAG over MCP for agent context on demand.
PR evals that keep code agents honest in CI
In 2026, GitHub had seen 60 million Copilot reviews; build PR evals in CI to validate agents before the reviewer.
Context engineering for coding agents without waste
In 2025, DORA measured 90% AI adoption in software teams; use lean context so coding agents work with better evidence.
The Bottleneck for Code Agents Is Review
In 2026, 85% of devs cite reviewing, editing, and testing AI code as the bottleneck. See a practical harness for reliable PRs, with gates, MCP, and subagents.
