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.
Accepting new clients
You run the business.
I handle the software.
I'm Samuel Fajreldines, a senior software engineer. Growing U.S. businesses hire my team to become their software department, not a vendor they rehire every quarter. I set the technical direction, my team builds and ships, and I stay accountable for everything that goes out.
- From $5,000/month
- Ongoing, not a project
- My team handles delivery
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Articles
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.
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.
