DESi — Deterministic governance for LLM pipelines

prompt + sources<br>+-------------------------------+<br>| LLM pipeline (stochastic) |<br>+-------------------------------+<br>| output: answer + claims<br>+--------------------------------+<br>| DESi - deterministic, |<br>| read-only observer (outside) |<br>+--------------------------------+<br>| | |<br>v v v<br>[ok] supported [!] flagged [~] drift

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1.0

88.9%

96.5%

41–60%

53.5%

1.0

+0.284

+0.104

+0.867

Granite-4.0 Micro · k=3<br>0.56<br>$0.00013<br>Haiku 4.5 — 0.68 @ $0.029 (220×)

Llama-3.1-8B<br>0.833<br>$0.00003<br>DeepSeek v3-0324 — 1.000 @ $0.0003

Llama-3.1-8B<br>0.767<br>$0.00003<br>Granite-4.1-8B — 0.967 @ $0.00008

git clone https://github.com/hstre/DESi.git && cd DESi<br>python -m desi_router.reviewer_port # -> http://localhost:8765

&rarr;

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Breakthrough<br>Revolutionary<br>AGI<br>Superintelligence<br>Human-level

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