The Mechanism · Gated-generation receipt

gen-define-the-boltzmann-distribution-and-give-one-short-worked-0ee1

stable pending witness
2026-05-29 04:50:37 UTC · anthropic/claude-sonnet-4-5

Prompt

Define the Boltzmann distribution and give one short worked example.
68 chars

Generation

# Boltzmann Distribution ## Definition The **Boltzmann distribution** gives the probability that a system in thermal equilibrium at temperature T will be found in a state with energy E: $$P(E) = \frac{e^{-E/k_BT}}{Z}$$ where: - $k_B$ = Boltzmann constant (1.381 × 10⁻²³ J/K) - $T$ = absolute temperature (K) - $Z$ = partition function = $\sum_i e^{-E_i/k_BT}$ (normalization constant) **Key insight**: States with lower energy are exponentially more probable than states with higher energy. ## Worked Example **Problem**: A two-level system has energy levels E₀ = 0 and E₁ = 0.025 eV. At T = 300 K, what fraction of particles are in each state? **Solution**: First, convert temperature to energy units: $k_BT = (8.617 \times 10^{-5} \text{ eV/K})(300 \text{ K}) = 0.0259$ eV Calculate partition function: $$Z = e^{-E_0/k_BT} + e^{-E_1/k_BT} = e^{0} + e^{-0.025/0.0259} = 1 + e^{-0.965} = 1 + 0.381 = 1.381$$ Calculate probabilities: $$P(E_0) = \frac{e^{0}}{1.381} = \frac{1}{1.381} = 0.724 = 72.4\%$$ $$P(E_1) = \frac{e^{-0.965}}{1.381} = \frac{0.381}{1.381} = 0.276 = 27.6\%$$ **Result**: About 72% of particles occupy the ground state, 28% the excited state.
21 tokens in · 496 tokens out · 8243 ms · $0.0075

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
8251.3 ms
Base LLM
8242.9 ms
Verifiers
0.3 ms
Gates
0.1 ms
Cost
$0.0075

Trail

04:50:37 received prompt_chars=68 verifiers=['scripture_anchors', 'theology_doctrine']
04:50:37 red_gate decision=pass reason=no disqualifying input patterns detected
04:50:45 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=21 tokens_out=496 latency_ms=8242.9 cost_usd=0.0075
04:50:45 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
04:50:45 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
04:50:45 floor_gate decision=pass reason=output above protective minimum; no mismatches
04:50:45 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
04:50:45 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
04:50:45 signed hash_algo=sha256 hash=sha256:8967e162108da84d8f2309fee906704fc39a5132f82021510604bd763c3f4b06

Content hash

sha256:8967e162108da84d8f2309fee906704fc39a5132f82021510604bd763c3f4b06

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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