The Mechanism · Gated-generation receipt

gen-state-win-probability-models-precisely-and-explain-why-it-ma-6982

stable pending witness
2026-05-29 04:39:45 UTC · anthropic/claude-sonnet-4-5

Prompt

State win probability models precisely and explain why it matters in 2-3 sentences.
83 chars

Generation

# Win Probability Models **Precise Definition:** Win probability models estimate P(win|state) - the probability a team/player wins given the current game state variables (score differential, time remaining, possession, field position, down/distance in football, etc.). They are typically built using logistic regression or machine learning on historical game data. **Why It Matters:** Win probability quantifies leverage - identifying which moments actually change outcomes versus garbage time. This enables optimal decision-making (when to go for it on 4th down, when to foul in basketball), proper performance evaluation (clutch vs. low-leverage situations), and more informative broadcasting that shows fans what really matters.
25 tokens in · 147 tokens out · 5204 ms · $0.0023

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
5214.5 ms
Base LLM
5204.0 ms
Verifiers
0.2 ms
Gates
0.0 ms
Cost
$0.0023

Trail

04:39:45 received prompt_chars=83 verifiers=['scripture_anchors', 'theology_doctrine']
04:39:45 red_gate decision=pass reason=no disqualifying input patterns detected
04:39:51 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=25 tokens_out=147 latency_ms=5204.0 cost_usd=0.0023
04:39:51 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
04:39:51 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
04:39:51 floor_gate decision=pass reason=output above protective minimum; no mismatches
04:39:51 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
04:39:51 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
04:39:51 signed hash_algo=sha256 hash=sha256:f5bc88a527d123549cf8dc8c6f5580d0aef44668d6325354499823558a7f02e2

Content hash

sha256:f5bc88a527d123549cf8dc8c6f5580d0aef44668d6325354499823558a7f02e2

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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