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Work

Jobs, side gigs and small business · 1,668 ideas

Agents exploited a lab flaw and built the defense pack

Locally hosted agents rebuilt a Conductor flaw in an isolated lab and got root access inside the test container. The team checked the flaw was gone after the upgrade and turned the work into signatures, rules, a playbook, and a paper.

AI agent team narrates its own work as a podcast so he can monitor it

His team of AI agents, building a biotech-investor decision-support app, turns the agent chat history into a scripted ElevenLabs-voiced podcast episode after each unit of work so he can follow progress by listening; he caught the team planning a roughly $730 API test run instead of using his AI plan and stopped it.

WorkPartly worked

The AI rebranded my old presentation. The fixes ate the hour it saved.

The AI took a 6 month old presentation and updated the branding. He then had to replace images and fix a dozen small things that did not look clearly wrong at first pass. It saved an hour of copy paste work and caused an hour of editing.

This only partly worked. Worth knowing before you try it.
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