The Mechanism · Gated-generation receipt

gen-explain-hypothesis-testing-as-you-would-to-a-capable-student-6ad4

stable pending witness
2026-05-29 05:39:56 UTC · anthropic/claude-sonnet-4-5

Prompt

Explain hypothesis testing as you would to a capable student, in 3-4 sentences.
79 chars

Generation

Hypothesis testing is a systematic way to determine whether the patterns we see in data are real or just due to chance. You start by assuming there's no effect (the "null hypothesis"), then calculate how unlikely your observed data would be if that assumption were true. If your data would be very surprising under the null hypothesis (typically less than 5% probability), you reject it and conclude there likely *is* a real effect. It's essentially a formal method for asking: "Could I have gotten these results by random luck alone, or is something meaningful going on?"
27 tokens in · 118 tokens out · 4444 ms · $0.0019

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
4452.1 ms
Base LLM
4444.0 ms
Verifiers
0.2 ms
Gates
0.0 ms
Cost
$0.0019

Trail

05:39:56 received prompt_chars=79 verifiers=['scripture_anchors', 'theology_doctrine']
05:39:56 red_gate decision=pass reason=no disqualifying input patterns detected
05:40:00 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=27 tokens_out=118 latency_ms=4444.0 cost_usd=0.0019
05:40:00 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
05:40:00 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
05:40:00 floor_gate decision=pass reason=output above protective minimum; no mismatches
05:40:00 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
05:40:00 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
05:40:00 signed hash_algo=sha256 hash=sha256:06b35359c6e1e2a735f3dfb49b810b7923b0c509210aee36a0274bb779f042a6

Content hash

sha256:06b35359c6e1e2a735f3dfb49b810b7923b0c509210aee36a0274bb779f042a6

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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