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Designing a Text-to-Image Handoff That Does Not Stop at Generation

A text-to-image request may contain no uploaded files, but it still carries state: the selected model, compatible controls, prompt, task lifecycle, result, and the user's next decision. Treating the generation response as the end of the product leaves that state without a useful handoff. AI-assistance disclosure: I used AI to help structure this draft, then reviewed the workflow and checked the…

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DukaanAI

DukaanAI — An Open-Source AI Marketing Assistant for Local Shops This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built DukaanAI is an AI-powered…

A 1B model isn't smart enough to read a contract. So I never asked it to.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle TL;DR — RedPen is an offline contract reviewer for freelancers.

  • RedPen uses local Gemma 3 1B model for contract review
  • Model not responsible for determining what is dangerous
  • Six real contracts tested, revealing bugs highlighting rule refinement

Your computer-use agent clicks 20 pixels off: screenshots vs the accessibility tree

Every computer-use agent has to answer one question before it can click anything: what is on the screen right now? There are two ways to answer it.

  • Accessibility tree provides element roles, names, states, and positions.
  • Screenshot method clicks guessed coordinates, infers details.
  • Accessibility tree can be incomplete, screenshots useful backup.

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