How to make Codex (or any agent) do your work without any instructions (it learns by watching you!). Open-source

How to make Codex (or any agent) do your work without any instructions (it learns by watching you!). Open-source

Hiii - here is a simple demo of how AgentHandover watches my screen and then instructs AI agent to do it like me without me explaining.

AgentHandover watches how you work on your Mac, turns your workflows into reusable Skills, and lets agents like Codex, OpenClaw, etc. can execute them the way you do it by just typing /ah-skill-name and watch it do the magic.

Each Skill captures the what, the why, and the how - steps, strategy, decision logic, guardrails, and your writing voice. And they're self-improving: agents report back after every execution, successes boost confidence,

Two modes: Focus - quick workflow to skill when you have specific workflow in mind. Observe - it watches you and over time figures out what your workflows are and creates Skills.

It is fully open source, local AI via Ollama (it suggests the best model based on your VRAM automatically), no telemetry, no wifi needed, no cloud.

It also embeds everything so that you agents can refer to knowledge base if needed.

The goal is to reduce manual prompt/agent configuration with demonstration-based learning. Still early, but would appreciate thought!

https://github.com/sandroandric/AgentHandover

If you would like to please consider giving a star for support and motivation :)

submitted by /u/Objective_River_5218
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