nichoth

---
name: lum-execute
polytoken:
  tools:
    - ask_user_question
    - file_read
    - file_edit_search_replace
    - file_write
    - glob
    - grep

nichoth

---
name: code-review
description: Review a pull request (or the current branch) with TWO parallel reviewer subagents on gpt-5.5(high) — a standard reviewer and an adversarial reviewer. Merge their findings only after both return; deliver an in-chat summary always and post to the PR only with consent. When reviewing your own branch, iterate on the feedback and re-invoke until no findings remain.
disable-model-invocation: false
tags:
  - productivity
polytoken: true
---

# Code Review

nichoth

Ralph Audit Agent Instructions (OpenAI Codex)

---

Safety Notice (Customize)

If this codebase is production, handles money, or touches sensitive data: treat this audit loop as a high-risk operation. Run with least privilege, avoid exporting long-lived credentials in your shell, and keep the agent in read-only mode.

---

nichoth

{
  "did": "did:plc:s53e6k6sirobjtz5s6vdddwr"
}

nichoth

openssl rand -base64 32

nichoth

CF + Images

Use a blurry placeholder for images. It's a little bit harder when the images are unknown in advance, so we generate the blurhash string at runtime, and use several caches for the HTML and blurhash string.

Blur-Up

We use the @substrate-system/blur-hash web component to do the blur-up technique.

nichoth

Artificial Productivity

How to use these tihngs.

Like most people, I have had success with splitting things into a planning stage followed by an implementation stage. The implementation phase can be kind of synchronous/interactive, or can be a fully auto Ralph loop.

1. The Plan

nichoth

# Conformance suites: what they are, when they help, how to build one

A conformance suite is a third axis of testing — distinct from unit tests
and integration tests. Where unit tests prove that a function does what
its body says, and integration tests prove that subsystems compose, a
conformance suite proves that **what the public API claims it does
matches what it actually does, against an external ground truth**.

This document explains the pattern, when it earns its keep, and how to
set one up. The case study is ferrotorch (a pure-Rust PyTorch

nichoth

ralph loop

With "reasoning" escalation.

Bash Script

#!/bin/bash
set -o pipefail  # catch CLI failures

nichoth

fonts

Small Caps

Alegreya Sans SC