Tutorials & Blog

Short stories. Real commands. Your verify command keeps the score.

Use the Tutorials & Blog tab in the top navigation to browse posts. When you open an article, the left sidebar lists every tutorial and the right rail shows On this page — same layout pattern as modern docs sites (CodeRabbit, Stripe, etc.).

Feature deep-dive: Smarter Testing M1 — test-intel (canonical page under Features).

Python

Fix failing pytest until green

Build a broken repo, run bug-fix with verify_cmd, and refuse to stop until pytest exits 0.

Go

Fix failing go test

When CI prints --- FAIL, let the agent patch and re-run your exact test command.

Java

Fix Maven / Gradle tests

BUILD FAILURE in CI — parse, fix, verify with the same Maven command.

Coverage

Raise coverage without cheating

Coverage gate blocks merge — add real tests until your verify command passes.

bug-fix

Bug-fix from a CI log

3,000-line log archaeology — scoped repair with objective verify.

code-review

PR line-comment code review

First-pass review with repo context — not a chatbot paraphrase of the diff.

cascade

Ultra intelligence — missing Go

go: command not found — env diagnose before code edits.

Essay

AI that doesn't guess

Edits your repo, runs your check, refuses to call the job done until verify passes.

All tutorials (table)

Tutorial	Pain	Type
Smarter Testing M1	Full suite on every PR	test-intel (Features)
Python: fix a failing pytest	Red unit test at midnight	Python
Go: fix a failing go test	--- FAIL: in CI	Go
Java: fix Maven / Gradle tests	BUILD FAILURE	Java
Raise coverage without cheating	Coverage gate blocks merge	Coverage
Bug-fix from a CI log	Log archaeology	bug-fix
PR line-comment code review	No first-pass on every PR	code-review
Ultra intelligence: missing Go	go: command not found	cascade
AI that doesn't guess	Agents that talk, not fix	Essay

Start here: Quick Start · Contact: cluevion@gmail.com