Azharsadique sketches an IP-portfolio play on top of Mike

A single bot-authored commit drops in trademark scoring, brand-scenario metrics and an alternate AI engine - all of it still on the workbench, none of it wired up.

analyticsinfrastructure

The headline move is a new analytics layer aimed squarely at intellectual-property work: tables for saved portfolios, brand scenarios scored on things like freedom-to-operate risk and competitor overlap, and trademark evaluations with a standard-versus-detailed mode. It's a clear signal of where this fork wants to go - an IP product, not just a general legal assistant.

The catch is that almost none of it is real yet. The scoring engine behind those metrics returns random numbers with a note promising smarter machinery later, and nothing connects to Mike's existing features. The commit also adds Azure OpenAI as an alternate AI engine (Azure being Microsoft's hosted version of the models Mike runs on), but it's built against a retired toolkit and isn't ready to ship. Demo data even seeds the name of a real UK IP firm.

So what Worth a click for anyone tracking how legal-AI tools might stretch into trademark and patent-portfolio work - but treat it as a direction-of-travel sketch, not something to pilot.

View this fork on GitHub →

Spotted something wrong? Or know the PR text has fresher detail than the writeup above?

Commits in this thread

1 commit from Azharsadique/mike, oldest first. Source extracted verbatim from the harvested git log.

SHA Subject Author Date
8745e60b feat: Add Replit configuration, Azure AI guardrails, and IP Analytics engine Antigravity AI 2026-05-06 ↗ GitHub

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