The Mechanism · Gated-generation receipt

gen-what-is-the-significance-of-cross-entropy-answer-concisely-i-dec5

stable pending witness
2026-05-29 05:39:33 UTC · anthropic/claude-sonnet-4-5

Prompt

What is the significance of cross-entropy? Answer concisely in 2-3 sentences.
77 chars

Generation

Cross-entropy measures the difference between two probability distributions, quantifying how well a predicted distribution matches the true distribution. In machine learning, it serves as a loss function that penalizes incorrect predictions more heavily when the model is confident but wrong, making it especially effective for classification tasks. Minimizing cross-entropy is equivalent to maximizing the likelihood of the correct labels.
28 tokens in · 78 tokens out · 2406 ms · $0.0013

The four gates

RED
pass
no disqualifying input patterns detected
FLOOR
pass
output above protective minimum; no mismatches
WAY
pass
no declared way_path (Way check NA); no coercion language
EXECUTION
deferred
no witnesses available (Witness Roll not yet constituted)

Verifier results

scripture_anchors NOT_APPLICABLE
0 Scripture citation(s) extracted
theology_doctrine NOT_APPLICABLE
no doctrine keyword patterns detected

Metrics

Total latency
2413.8 ms
Base LLM
2406.4 ms
Verifiers
0.1 ms
Gates
0.0 ms
Cost
$0.0013

Trail

05:39:33 received prompt_chars=77 verifiers=['scripture_anchors', 'theology_doctrine']
05:39:33 red_gate decision=pass reason=no disqualifying input patterns detected
05:39:35 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=28 tokens_out=78 latency_ms=2406.4 cost_usd=0.0013
05:39:35 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
05:39:35 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
05:39:35 floor_gate decision=pass reason=output above protective minimum; no mismatches
05:39:35 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
05:39:35 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
05:39:35 signed hash_algo=sha256 hash=sha256:0353bf4cf4f24c760726aee656833f24e5afb77985a796f739b19d2278100423

Content hash

sha256:0353bf4cf4f24c760726aee656833f24e5afb77985a796f739b19d2278100423

SHA256 over the canonical JSON (excluding this field). Tamper detection. Ed25519 signing planned for v2 once the operator’s signing key is provisioned on disk.

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