The Mechanism · Gated-generation receipt

gen-briefly-explain-the-noisy-channel-theorem-and-one-common-mis-4758

stable pending witness
2026-05-29 03:46:56 UTC · anthropic/claude-sonnet-4-5

Prompt

Briefly explain the noisy-channel theorem and one common misconception about it.
80 chars

Generation

## Noisy-Channel Theorem The **noisy-channel theorem** (Shannon's second theorem) states that for any communication channel with noise, there exists a maximum rate called **channel capacity** at which information can be transmitted with arbitrarily low error probability. Remarkably, as long as you transmit below this capacity, you can achieve virtually error-free communication using appropriate error-correcting codes—even though the channel corrupts some of the data. ## Common Misconception **Misconception**: The theorem tells us how to build the optimal codes to achieve error-free communication. **Reality**: The theorem is an *existence proof*—it guarantees that good codes exist and tells us the theoretical limit, but it doesn't provide a practical construction method for finding them. Shannon's original proof was non-constructive. Finding actual codes that approach channel capacity (like Turbo codes or LDPC codes) took decades of additional research and remains an active area of study.
24 tokens in · 211 tokens out · 6683 ms · $0.0032

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
6690.9 ms
Base LLM
6683.0 ms
Verifiers
0.3 ms
Gates
0.0 ms
Cost
$0.0032

Trail

03:46:56 received prompt_chars=80 verifiers=['scripture_anchors', 'theology_doctrine']
03:46:56 red_gate decision=pass reason=no disqualifying input patterns detected
03:47:03 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=24 tokens_out=211 latency_ms=6683.0 cost_usd=0.0032
03:47:03 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
03:47:03 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
03:47:03 floor_gate decision=pass reason=output above protective minimum; no mismatches
03:47:03 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
03:47:03 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
03:47:03 signed hash_algo=sha256 hash=sha256:2b3831bde04085c0bef7043220d6d6bbb05f5d5908c431581e7aa75650d3f3de

Content hash

sha256:2b3831bde04085c0bef7043220d6d6bbb05f5d5908c431581e7aa75650d3f3de

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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