
Hands-on prompt engineering and LLM evaluation. Built around a diagnose-then-ship loop: forensic transcript critique ▎ that names the exact failure mode, paired with a fixer that produces complete, deployment-ready rewrites — not ▎ vague advice.

Autopsy and rewrite the first second of your Shorts — eight field-tested failure patterns, ranked rewrites, and a promise ledger the body must pay.

Before you write code, kill the causes of rework. A phase-gate skill that runs a pre-implementation diagnosis (clarify requirements, success criteria, non-goals, hidden risks) and sets up the dev environment (toolchain check, repo init, dependency/secret/config templates, DB/API contract, folder layout). Each gate must pass before moving on. Delivers a diagnosis report, a stack-selection doc, and a ready-to-build foundation to hand off to implementation.

Point it at your web repo and it scaffolds a complete Playwright E2E UI-test suite for you — auto-detects your router (Nuxt / Next / Vue Router / React Router), discovers your routes, plans the data-testid tagging, and generates ready-to-run mock-backed and real-backend specs, a playwright.config, and a login setup project. Zero config.

Pre-submission quality gate for AI-generated broadcast scripts. Catches timing errors, sponsor name mistakes, host voice drift, missing stage directions, and unverified facts before they reach production. 8 documented failure patterns. Works for podcasts, YouTube, and live broadcast.

A kickoff protocol (agent skill) for multi-step tasks. Before writing any code, the agent must: run a spec interview, batch every human-authorization step into one checklist, build a self-verification loop (log sink + verify script + dry-run) *before* the feature itself, and build comparable variants instead of blocking on third-party decisions.

Get to the root of why loadbearing instructions fail You get the Drop Table, a plain-English root cause, a rebuild, and a scoreboard you keep

Pre-publish quality gates for Shorts, Reels, and TikTok scripts. Rejects hooks whose first line can't stand alone (conditional clauses, bare noun phrases), scripts with no reason to watch today (no share trigger), broken structure (not hook → 3 facts → twist → close), and subtitle violations that die on a muted phone screen. Distilled from running a daily short-form knowledge channel. Every REJECT comes with a concrete rewrite, not just a verdict.

An AI agent built for male-lead short dramas across War God, Son-in-Law, CEO, Xianxia, and Rebirth tropes to craft fast-paced, high-gratification episode outlines, 3-second hooks, and review checklists.