DEDUPED Hot AI repos, turned into use cases Get 5 a day

What you can do with Forward Implementation First

A Markdown agent skill, installed with a shell script, that makes coding agents ship real work first and skip self-invented bookkeeping like hashes, locks, and receipts.

Trended earlier

Vuk97/forward-implementation-first on GitHub

Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk.

What do you want to do?

4 use cases

  • Unblock a pipeline stage stalled by a stale marker

    Run a blocked stage by hand, validate it, publish it, and continue from the cursor.

    View prompt
    Using the forward-implementation-first skill in <pipeline-repo>, run the stage blocked only by a stale receipt for <stage-name> manually, validate its output against its consumer, and publish it. Report the stage output path and the cursor position after the run. Verify that no stages outside the smallest affected dependency cone were invalidated.

  • Keep an agent building features over multi-day roadmaps

    Stop an agent from curating receipts and progress metadata instead of building.

    View prompt
    Using the forward-implementation-first skill, work through the roadmap in <roadmap-file> in the <repo-name> repository, building features and running focused validation without generating hashes, locks, or certification markers. Report each completed item with its validation result. Verify that every reported result comes from a test, benchmark, or end-to-end run rather than a receipt.

  • Coordinate parallel agents with one writer for publication

    Let workers prepare and inspect while one writer owns publication and cursor movement.

    View prompt
    Using the forward-implementation-first skill in <repo-name>, assign one agent as the single writer for publication and cursor movement, and have the other workers prepare and inspect <target-task>. Report the worker outputs that were verified before consumption and the final publication. Verify that no worker output was merged without a check.

  • Install the skill for Claude Code and Codex

    Clone the repo and run the install script to add the skill to both agents.

    View prompt
    Using the forward-implementation-first repository, install the skill for Claude Code and Codex on this machine. Report which skill directories now contain SKILL.md. Verify that both ~/.claude/skills/forward-implementation-first/ and ~/.codex/skills/forward-implementation-first/ exist after the install.

How to use Forward Implementation First

  1. Check you have what it needs: git installed, to clone the repository; A shell that can run ./install.sh; Claude Code, Codex, or another agent that loads skills from a skills directory.
  2. Open Vuk97/forward-implementation-first on GitHub and read the README and license.
  3. git clone https://github.com/Vuk97/forward-implementation-first
  4. cd forward-implementation-first
  5. ./install.sh
  6. Restart the agent so it loads the skill, since running sessions do not reload skills.

These steps come from our top use case, Unblock a pipeline stage stalled by a stale marker, which also has a copy-paste agent prompt.

Forward Implementation First alternatives · Best AI repos for Software and DevOps

About this repo

Requirements

  • git installed, to clone the repository
  • A shell that can run ./install.sh
  • Claude Code, Codex, or another agent that loads skills from a skills directory
  • A staged pipeline or repository where the agent works over several steps
Maintain Forward Implementation First? Add the Featured on Deduped badge

Paste this into your README:

[![Featured on Deduped](https://dedupedai.com/badge/vuk97-forward-implementation-first.svg)](https://dedupedai.com/use-cases/vuk97-forward-implementation-first/?ref=badge)

More badge styles and HTML

Questions about Forward Implementation First

What is Forward Implementation First?

A Markdown agent skill, installed with a shell script, that makes coding agents ship real work first and skip self-invented bookkeeping like hashes, locks, and receipts. It is an open-source project on GitHub: https://github.com/Vuk97/forward-implementation-first.

Who is Forward Implementation First for?

Engineers who run long, staged agent pipelines or multi-session agent work on one repository and want the agent to stop stalling on metadata.

What can I do with Forward Implementation First?

4 use cases so far, for example: Unblock a pipeline stage stalled by a stale marker; Keep an agent building features over multi-day roadmaps; Coordinate parallel agents with one writer for publication. Each has steps and a copy-paste agent prompt.

What do I need to run Forward Implementation First?

git installed, to clone the repository; A shell that can run ./install.sh; Claude Code, Codex, or another agent that loads skills from a skills directory; A staged pipeline or repository where the agent works over several steps.

What are alternatives to Forward Implementation First?

Other hot AI repos in Software and DevOps: Harness2, iFixAi, Orca, Diagram Design, AI Memory.

Is Forward Implementation First safe to run?

Deduped does not own, audit or vouch for it. Read the README and license, run it on your own systems first and review every command before you run it.