The Mechanism · Gated-generation receipt

gen-explain-the-noisy-channel-theorem-as-you-would-to-a-capable-63d0

stable pending witness
2026-05-29 06:04:45 UTC · anthropic/claude-sonnet-4-5

Prompt

Explain the noisy-channel theorem as you would to a capable student, in 3-4 sentences.
86 chars

Generation

The noisy-channel theorem, proven by Claude Shannon, states that even when a communication channel corrupts messages with random noise, you can transmit information with arbitrarily low error rates—as long as you stay below the channel's capacity. The key insight is that by using clever error-correcting codes, you can add redundancy to your messages so the receiver can detect and fix errors, making reliable communication possible even through imperfect channels. There's a fundamental trade-off: you can achieve near-perfect reliability, but only up to a maximum rate (the channel capacity) determined by the noise level. This theorem is foundational to modern digital communications, from cell phones to satellite transmissions.
31 tokens in · 147 tokens out · 4685 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
4695.9 ms
Base LLM
4685.5 ms
Verifiers
0.6 ms
Gates
0.1 ms
Cost
$0.0023

Trail

06:04:45 received prompt_chars=86 verifiers=['scripture_anchors', 'theology_doctrine']
06:04:45 red_gate decision=pass reason=no disqualifying input patterns detected
06:04:50 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=31 tokens_out=147 latency_ms=4685.5 cost_usd=0.0023
06:04:50 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
06:04:50 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
06:04:50 floor_gate decision=pass reason=output above protective minimum; no mismatches
06:04:50 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
06:04:50 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
06:04:50 signed hash_algo=sha256 hash=sha256:09ef8059af9b9d349776526368a68c8568cbbe3773c0261548a8198cf5ca7f47

Content hash

sha256:09ef8059af9b9d349776526368a68c8568cbbe3773c0261548a8198cf5ca7f47

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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