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Project-management loop for agents — tasks, context checks, skill mining

angus.sewell · 2026-06-07T16:36:24.000Z · in AI Saves, Vol. 7
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100k ft — What is this?

Project-management loop for agents — tasks, context checks, skill mining
techniqueB-tier

50k ft — Why care?

An anti-hands-off workflow. Connect your agent to a project management tool, whether off the shelf or vibe-coded. A skill checks each new task for missing context and asks clarifying questions inside the tool before executing. Then mine the task paper trail for new skills, keeping humans on anything that needs nuance.
agentsproductivityprompt engineering

10k ft — Key takeaways

• Have the agent ask for missing context before it acts. • Route agent work through a project management tool so everything leaves a trail. • Turn repeated task trails into reusable skills.

5k ft — Tools & techniques

Claude AI agents, context sufficiency check, skill mining from task logs, workflow automation

1k ft — Deep-dive / try it

Oh and per usual if you want this system comment “project” and I’ll ManyChat that shit into ur inbox #ai #agenticai #startup #aitools
Transcript excerpt
AI companies are scamming you into going hands off you give your AI this prompt It gives you every AI software that you could use for your company and you get all of them and just let a rip boy Oh no every part of the business requires nuance or creativity is doing badly. So you choose a project management platform Or you just vibe code one you could just use this prompt by the way you connect your AI agent to and you start putting tasks That you need to do into the project management software and you create a skill have your agent run a workflow like this one Whenever there's a new task it should read and see if it has enough contact if it doesn't it can ask you questions in the project management software And then run that again until it has enough content to thing is all the work is tracked in the project management software You could have your agent analyze all the paper trails that exist in the project management software Figure out how to create skills that make the agent do that job in the future a lot easier The dream that these AI agent companies are selling you have just getting a bunch of agents and letting them poppies Riz not like actually how you should be doing your work Anyways, if you're also kind of tired of this AI hype follow along This is all I talk about

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Collection: AI Saves, Vol. 7