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An AI photography coach that remembers your journey, forgets what you've mastered, and always knows your next step — built on an open-source forgetting-aware memory engine for Qwen agents.
A frozen exam on CockroachDB time-travel. Two models peak before full memory and decline. Retrieval is 44/44 at the epoch accuracy falls. The product is the gap.
Before you merge a column rename, Premortem scores which DataHub consumers break and how, and writes the forecast back to the catalog — before a dashboard tells the business
Redaction hides names. But AI can still identify your client from context. Privilege makes GPT-5.6 attack your sanitized document first, and blocks the send if it re-identifies the client.
The B2B control plane for farm advisory — partners run weather-timed WhatsApp nudges on Amazon DynamoDB + Vercel, see who acted by district, and re-nudge the rest. Advice, proven to action.
An AI photography mentor with persistent portfolio memory. It adapts to who you are — a hobbyist building skill or a working pro selling prints — and remembers every frame you shoot.
