The Mechanism · Gated-generation receipt

gen-what-is-the-significance-of-bayesian-versus-frequentist-infe-66bd

stable pending witness
2026-05-29 08:43:24 UTC · anthropic/claude-sonnet-4-5

Prompt

What is the significance of Bayesian versus frequentist inference? Answer concisely in 2-3 sentences.
101 chars

Generation

Bayesian inference treats probability as a degree of belief and updates prior knowledge with data using Bayes' theorem, while frequentist inference treats probability as long-run frequency and makes no use of prior beliefs. The key practical difference is that Bayesian methods provide probability distributions over parameters (allowing statements like "there's a 95% chance the parameter is in this range"), while frequentist methods provide confidence intervals and p-values that measure what would happen in repeated sampling.
33 tokens in · 102 tokens out · 2986 ms · $0.0016

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
2993.6 ms
Base LLM
2986.4 ms
Verifiers
0.2 ms
Gates
0.0 ms
Cost
$0.0016

Trail

08:43:24 received prompt_chars=101 verifiers=['scripture_anchors', 'theology_doctrine']
08:43:24 red_gate decision=pass reason=no disqualifying input patterns detected
08:43:26 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=33 tokens_out=102 latency_ms=2986.4 cost_usd=0.0016
08:43:26 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
08:43:26 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
08:43:26 floor_gate decision=pass reason=output above protective minimum; no mismatches
08:43:26 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
08:43:26 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
08:43:26 signed hash_algo=sha256 hash=sha256:00e8520636a6cd4e023c5a311b38a25e683e66eee13f1634322723fc5281b1a5

Content hash

sha256:00e8520636a6cd4e023c5a311b38a25e683e66eee13f1634322723fc5281b1a5

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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