The Mechanism · Gated-generation receipt

gen-explain-huffman-coding-as-you-would-to-a-capable-student-in-020d

stable pending witness
2026-05-29 03:49:56 UTC · anthropic/claude-sonnet-4-5

Prompt

Explain Huffman coding as you would to a capable student, in 3-4 sentences.
75 chars

Generation

Huffman coding is a compression technique that assigns shorter binary codes to more frequent characters and longer codes to less frequent ones, minimizing the total number of bits needed. You build it by creating a binary tree: repeatedly combine the two least-frequent symbols into a parent node whose frequency is their sum, until all symbols are in one tree. Then assign 0s and 1s along each branch, and read each character's code by tracing from root to leaf. For example, if 'e' appears often it might get code "01" while rare 'z' gets "111010"—the variable-length codes save space overall.
29 tokens in · 137 tokens out · 4741 ms · $0.0021

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
4752.8 ms
Base LLM
4741.3 ms
Verifiers
0.2 ms
Gates
0.0 ms
Cost
$0.0021

Trail

03:49:56 received prompt_chars=75 verifiers=['scripture_anchors', 'theology_doctrine']
03:49:56 red_gate decision=pass reason=no disqualifying input patterns detected
03:50:00 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=29 tokens_out=137 latency_ms=4741.3 cost_usd=0.0021
03:50:00 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
03:50:00 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
03:50:00 floor_gate decision=pass reason=output above protective minimum; no mismatches
03:50:00 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
03:50:00 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
03:50:00 signed hash_algo=sha256 hash=sha256:11efe3190a1cec453e0a0855ae4276c9e636b26f3a2f8d7faf1457fe39a30dc5

Content hash

sha256:11efe3190a1cec453e0a0855ae4276c9e636b26f3a2f8d7faf1457fe39a30dc5

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.

Bring another teaching · Run a discernment