Paper Club: Incompressible Knowledge and Model Fingerprints

Paper Club - 7 May 2026

Paper Club discussion on long-tail model knowledge, seven tiers of obscurity, benchmark probes, and same-vendor model knowledge fingerprints.

Timestamps:
0:00 Incompressible knowledge probes
7:56 Information bits and model capacity
15:58 Scoring penalties and hallucination
23:18 Scaling limits and benchmark tiers
31:05 Similarity scores and model families
38:50 Model size estimates and assumptions
46:43 Vibe-coded visualization code
54:31 Takeaways on model fingerprints

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