The Mechanism · Gated-generation receipt

gen-state-the-noisy-channel-theorem-precisely-and-explain-why-it-0404

stable pending witness
2026-05-29 03:32:36 UTC · anthropic/claude-sonnet-4-5

Prompt

State the noisy-channel theorem precisely and explain why it matters in 2-3 sentences.
86 chars

Generation

## Shannon's Noisy-Channel Coding Theorem **Precise Statement**: For a discrete memoryless channel with capacity C, and for any rate R < C, there exist codes of arbitrarily long block length n that can transmit information at rate R with arbitrarily small probability of error. Conversely, for any rate R > C, the probability of error is bounded away from zero for any code. **Why It Matters**: This theorem establishes the fundamental limit of reliable communication over noisy channels and proves that errors can be made arbitrarily small without reducing transmission rate below capacity—simply by using sufficiently long codes. It launched information theory and underpins all modern digital communication systems, from cell phones to satellite links.
28 tokens in · 160 tokens out · 5339 ms · $0.0025

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
5346.5 ms
Base LLM
5339.0 ms
Verifiers
0.2 ms
Gates
0.1 ms
Cost
$0.0025

Trail

03:32:36 received prompt_chars=86 verifiers=['scripture_anchors', 'theology_doctrine']
03:32:36 red_gate decision=pass reason=no disqualifying input patterns detected
03:32:41 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=28 tokens_out=160 latency_ms=5339.0 cost_usd=0.0025
03:32:41 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
03:32:41 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
03:32:41 floor_gate decision=pass reason=output above protective minimum; no mismatches
03:32:41 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
03:32:41 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
03:32:41 signed hash_algo=sha256 hash=sha256:fe44abc9e064347b429b26ed1c6ba4d21824f4d80a6b1c36cd111ffe4f155916

Content hash

sha256:fe44abc9e064347b429b26ed1c6ba4d21824f4d80a6b1c36cd111ffe4f155916

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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