Models

Models

Lattice static retriever fits in 8 MB. Know what it forgets

Lattice compresses first-stage retrieval into a 7.94 MB lookup table. We reproduced the artifact and mapped where its speed trade breaks.

By Abdessalam AlaouiFounder, Musthave.AI

Lattice static retriever fits in 8 MB. Know what it forgets

Models

Endpoint Accuracy Index: your open model changes with the API

Artificial Analysis measured the same open models across serverless providers. The gaps show why builders must benchmark the endpoint, not only the model.

By Abdessalam AlaouiFounder, Musthave.AI

Hoodie Seal routes the same model through provider tracks with different output, context, and tool-call limits

Models

Qwen 3.8 briefly led an agent benchmark. The rerank matters more

Qwen 3.8 briefly topped a live agentic leaderboard, then moved behind Claude after the benchmark changed. The rerank is a lesson in versioning model evidence.

By Abdessalam AlaouiFounder, Musthave.AI

AbdessalamAI Hoodie Seal pins a version card to an agent benchmark board while two close podium tiles swap positions

Models

AI-designed viruses are real. The headline leaves out the bacteria

Researchers created 16 viable AI-designed bacteriophages that kill E. coli. Here is what the peer-reviewed result proves, what it does not, and why governance matters.

By Abdessalam AlaouiFounder, Musthave.AI

Hoodie Seal screens DNA designs behind a lab shield while bacteriophages target an E. coli dish

Models

Leopold Aschenbrenner’s AI fund story is moving faster than the filings

Leopold Aschenbrenner's Situational Awareness reportedly lost 67% in July. A new SEC filing confirms a $225.6 million Core Scientific unwind but leaves the biggest viral claims unverified.

By Abdessalam AlaouiFounder, Musthave.AI