agentusecases.aiAll 1,378 use cases
Software & DevOps

Build specs through automated multi-agent verification and review loops

A developer writes a spec, then lets an implementation engine build it with review rounds from different agents and models, triaging issues and looping until the code meets spec.

Done with a custom-built or unnamed agent

What they did
The developer defines the product behavior and discusses the technical approach up front, then captures it in a spec. That spec goes to a durable implementation engine, which builds it. Automated verification runs, and different agent types on different models review the code. Issues are grouped into clusters and checked for false positives before being fixed. The developer reviews only code organization and structure.
How it went
The loop repeats until the code matches the spec. The commenter gives no numbers or timings, only the view that single-pass builds, even large ones, come out full of issues.
Worth knowing
The source says the method has no secret: models need repetition and multiple review passes, and it doesn't describe the engine itself or how to set one up.

Try it yourself with Codex

Here is my spec in [spec file path]. Implement it in this repo, then run a review round that checks the result against the spec, triages each issue as must-fix, should-fix or ignore, and fixes the must-fix ones. Repeat until the tests pass and every spec item is met or three rounds are done, then give me a summary of what changed and what is still open.

Want help getting this working? Join the Vibe Coding Academy ↗ Run by Alex Finn, who also runs this site.

Read the original ↗

Source: HN · Oct 16, 2026

Related use cases

  • CL

    Build a C compiler with a team of parallel agents

    Anthropic's engineering write-up on tasking Opus 4.6 agent teams with building a C compiler.

    Claude

  • GP

    Spec features with AI and hand off to coding agent

    Author discusses a spec with an AI agent or ChatGPT, then hands it to an agent to code, and tests the outcome instead of reading every line.

    ChatGPT

  • CC

    Click through macOS app builds to catch visual bugs

    A developer used Claude Code computer use to compile, launch, and click through macOS app screens to find layout bugs.

    Claude CodeClaude computer use

  • CR

    Build a homepage from Figma designs via MCP

    The author connected Figma to Cursor over MCP to build a new homepage for a font archive, with great results after Lovable disappointed.

    Cursor

  • OC

    Route Linear tickets to PRs across multiple repos

    A developer sends tasks via Telegram/OpenClaw into Linear, where Cyrus routes each to the right repo and model and opens PRs for review.

    OpenClaw

  • RA

    Update a legacy Telegram bot and refactor an app

    The author used Replit Agent to update a Telegram bot to a newer API, which only worked after some iterations, and to refactor a card-collection app including a database schema change.

    Replit Agent

Keep browsing

All 238 use cases from custom-built, lesser-known and unnamed agentsAll 217 Software & DevOps use cases

Get 5 like this every morning

The best things people got an AI agent to do, each with the prompt to try it.

All use casesAgentsTopicsNewRSSAboutSponsorPrivacy
Sponsors
VCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor us
VCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor usVCVibe Coding Academy: Master AI and automate your lifeS/Ship/It Weekly: #1 AI newsletter on planet Earth+Your logo here: sponsor us