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Visual anatomy of a Q16.48 integer GPT — four self-contained offline HTML pages: weight atlas, bit-exact inference trace, 32-D embedding space, 3-D weight explorer. Every displayed number is exact (BigInt in-browser, verified against the C oracle). Fourth in the int-llm series.
Follow-up to int-llm: TinyLlama-1.1B weights rounded to mixed F11/F12 int16, matching the Q16.48 integer oracle on all 632 evaluated greedy decisions. CPU, MCU, and CUDA evidence.
Oracle-verified experiments in mathematics and physics ML — exact integer training, zero-calibration quantization, and an append-only ledger that books nulls and retractions beside the wins.
Proof-Carrying Numerical Verification for Financial LLM Outputs. Deterministic symbolic re-execution against SEC EDGAR ground truth, with Ed25519-signed, tamper-evident certificates.
UORI (arabic-math-lang): Arabic mathematical programming language and research stack connecting deterministic language tooling, deterministic LLM research, kernel/runtime contracts, and a future global APK interface.
Official TLA+ specifications and Why3 formal verification artifacts for the HCSP Sovereign Deterministic Core, proving 100% complete logic correctness (19/19 goals) against zero-day exploits and cloud-freezing deadlocks.