EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 19 · Lesson 16Capstone30 min85 lessons in phase

Capstone 16 — GitHub Issue-to-PR Autonomous Agent

Label an issue, get a PR — the 2026 product shape for autonomous coding agents: run an agent in a cloud sandbox, verify tests pass, and post a review-ready PR with rationale. AWS Remote SWE Agents, Cursor Background Agents, OpenAI Codex cloud, and Google Jules all ship it. The hard parts are reproducing the repo's build environment automatically, preventing credential leakage, enforcing per-repo budgets, and making sure the agent cannot force-push. This capstone builds the self-hosted version and compares it on cost and pass rate to the hosted alternatives.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

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