Guizang's agent skill turns your repo's recent updates into a finished promo video — real components, code-rendered animation, an original code-written soundtrack — no video editor involved.
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- video
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forward-implementation-first
A ~150-line skill that stops coding agents from servicing their own bookkeeping instead of shipping the product.
Long-running agent pipelines grow bookkeeping — content hashes, lock files, receipts proving a stage ran, progress metadata — and models reliably mistake it for the product: they invalidate stages, refuse manual runs ("the pipeline cannot issue a receipt"), and burn hours regenerating markers whose output never changed. This skill gives the agent one classification to make before every action (semantic implementation / focused validation / administrative bookkeeping) plus a short never-allowed list. Model-, tool- and domain-agnostic; ships as a single SKILL.md with an install.sh that copies it into every agent skill directory it finds.
What it does
- One classification before every action: semantic implementation, focused validation, or administrative bookkeeping — with bookkeeping explicitly demoted
- A short never-allowed list: no regenerating markers for unchanged outputs, no blocking a stage because a receipt is missing, no reporting progress in receipts repaired
- Names the exact failure mode: administrative metadata used as a proxy for correctness — cheaper to check and completely uninformative
- A single SKILL.md in the agentskills.io convention; install.sh fans it out to Claude Code, Codex and any other skill directory it detects
When to use it
For long-running agent pipelines where the agent has ever stalled on self-invented paperwork — rebuilding hash markers, guarding locks, refusing to run a stage by hand — instead of shipping.
Getting started
git clone https://github.com/Vuk97/forward-implementation-first cd forward-implementation-first ./install.sh # copies SKILL.md into every agent skill directory it finds
Things to know
It is a behavior contract, not a linter — nothing enforces it beyond the model reading the rules. If your pipeline genuinely requires receipt integrity (regulated pipelines, reproducible builds), read the never-allowed list before adopting it wholesale.
Repository
Vuk97/forward-implementation-firstCharted
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