The Mechanism · Gated-generation receipt

gen-state-the-binomial-distribution-precisely-and-explain-why-it-3b10

stable pending witness
2026-05-29 06:26:07 UTC · anthropic/claude-sonnet-4-5

Prompt

State the binomial distribution precisely and explain why it matters in 2-3 sentences.
86 chars

Generation

## Binomial Distribution If X counts the number of successes in n independent trials, each with success probability p, then: **P(X = k) = C(n,k) · p^k · (1-p)^(n-k)** for k = 0, 1, ..., n where C(n,k) = n!/(k!(n-k)!) is the binomial coefficient. ## Why It Matters The binomial distribution is fundamental because it models any process involving repeated yes/no outcomes—from quality control testing to clinical trial success rates to election polling. It provides the mathematical foundation for statistical inference about proportions, including confidence intervals and hypothesis tests that are ubiquitous in scientific research and data analysis.
26 tokens in · 168 tokens out · 4727 ms · $0.0026

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
4734.4 ms
Base LLM
4727.2 ms
Verifiers
0.2 ms
Gates
0.1 ms
Cost
$0.0026

Trail

06:26:07 received prompt_chars=86 verifiers=['scripture_anchors', 'theology_doctrine']
06:26:07 red_gate decision=pass reason=no disqualifying input patterns detected
06:26:12 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=26 tokens_out=168 latency_ms=4727.2 cost_usd=0.0026
06:26:12 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
06:26:12 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
06:26:12 floor_gate decision=pass reason=output above protective minimum; no mismatches
06:26:12 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
06:26:12 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
06:26:12 signed hash_algo=sha256 hash=sha256:bdc23407e3231b81eeb07ea6efc83c1535645f773d2fba5cca8367689bc0ad8a

Content hash

sha256:bdc23407e3231b81eeb07ea6efc83c1535645f773d2fba5cca8367689bc0ad8a

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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