The Mechanism · Gated-generation receipt

gen-briefly-explain-the-multinomial-coefficient-and-one-common-m-7944

stable pending witness
2026-05-29 07:18:05 UTC · anthropic/claude-sonnet-4-5

Prompt

Briefly explain the multinomial coefficient and one common misconception about it.
82 chars

Generation

## Multinomial Coefficient The multinomial coefficient generalizes the binomial coefficient to more than two categories. It counts the number of ways to divide **n** distinct objects into **k** groups of specified sizes n₁, n₂, ..., nₖ. **Formula:** $$\binom{n}{n_1, n_2, \ldots, n_k} = \frac{n!}{n_1! \cdot n_2! \cdot \ldots \cdot n_k!}$$ where n = n₁ + n₂ + ... + nₖ **Example:** The number of ways to arrange the letters in "MISSISSIPPI" is $\frac{11!}{1! \cdot 4! \cdot 4! \cdot 2!}$ (1 M, 4 I's, 4 S's, 2 P's). ## Common Misconception **Misconception:** Many people think multinomial coefficients count arrangements of *indistinguishable* objects into groups. **Reality:** Multinomial coefficients actually count arrangements where **the positions matter**. In the MISSISSIPPI example, we're counting distinct *sequences* of letters, not just ways to partition identical objects. The formula accounts for indistinguishability of objects *within the same category* (like the four I's being identical to each other), but the positions themselves are distinguishable.
22 tokens in · 331 tokens out · 6211 ms · $0.005

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
6217.8 ms
Base LLM
6210.9 ms
Verifiers
0.3 ms
Gates
0.1 ms
Cost
$0.005

Trail

07:18:05 received prompt_chars=82 verifiers=['scripture_anchors', 'theology_doctrine']
07:18:05 red_gate decision=pass reason=no disqualifying input patterns detected
07:18:11 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=22 tokens_out=331 latency_ms=6210.9 cost_usd=0.005
07:18:11 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
07:18:11 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
07:18:11 floor_gate decision=pass reason=output above protective minimum; no mismatches
07:18:11 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
07:18:11 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
07:18:11 signed hash_algo=sha256 hash=sha256:b0bf4953a7d86a5bc3e645040f36494194fa57bb9a8adac062950e48e503e47d

Content hash

sha256:b0bf4953a7d86a5bc3e645040f36494194fa57bb9a8adac062950e48e503e47d

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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