The Mechanism · Gated-generation receipt

gen-what-is-the-significance-of-maximum-likelihood-estimation-an-12e5

stable pending witness
2026-05-29 08:35:08 UTC · anthropic/claude-sonnet-4-5

Prompt

What is the significance of maximum likelihood estimation? Answer concisely in 2-3 sentences.
93 chars

Generation

Maximum likelihood estimation (MLE) is a fundamental statistical method that finds parameter values making the observed data most probable under a given model. It provides optimal estimators with desirable properties like consistency and efficiency, and serves as the foundation for many statistical tests and inference procedures used across science, economics, and machine learning.
28 tokens in · 66 tokens out · 10005 ms · $0.0011

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
10010.8 ms
Base LLM
10005.3 ms
Verifiers
0.1 ms
Gates
0.0 ms
Cost
$0.0011

Trail

08:35:08 received prompt_chars=93 verifiers=['scripture_anchors', 'theology_doctrine']
08:35:08 red_gate decision=pass reason=no disqualifying input patterns detected
08:35:18 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=28 tokens_out=66 latency_ms=10005.3 cost_usd=0.0011
08:35:18 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
08:35:18 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
08:35:18 floor_gate decision=pass reason=output above protective minimum; no mismatches
08:35:18 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
08:35:18 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
08:35:18 signed hash_algo=sha256 hash=sha256:44b6ae424ca3d348afada44b13e2aba4cacb6196c7800d936dcae7cc571aa1a0

Content hash

sha256:44b6ae424ca3d348afada44b13e2aba4cacb6196c7800d936dcae7cc571aa1a0

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