Last commit on August 31, 2026·Created on August 29, 2026
Vuk97/forward-implementation-first
“Prioritizes the production of working capability over administrative bookkeeping for AI agents.”
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#683
across all skills
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TL;DR
This skill prevents agents from stalling during multi-stage pipelines by ensuring they build and validate real output before addressing metadata. It is designed for automation builders managing long-running implementation loops, migrations, or staged build runs where administrative markers often block progress.
By enforcing a contract that favors implementation first, the skill stops agents from rewinding finished stages or rerunning unchanged work due to missing hashes, locks, or progress receipts.
WHO IT'S FOR
AI agent / automation builders
optimizing long-running implementation loops for agents
Platform / DevEx teams
reducing friction in AI-driven migration workflows
Backend / infrastructure engineers
streamlining AI-assisted infrastructure roadmaps
QA / test automation engineers
prioritizing behavioral validation over metadata checks
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