Shareable benchmark table

Local verify arms side by side (never pooled)

Adjacent descriptive results across arms that share fixtures or lineage. Denominators are per-arm; protocols, harness generations, and endpoints differ.

Table 19 · Adjacent arms

Local verify arms side by side (never pooled)

Agent system · GLM-5.3 + ZCode CLIn = 1 run / cellOperator contamination disclosedDeterministic evaluatorNot a model leaderboard
Adjacent descriptive results across arms that share fixtures or lineage. Denominators are per-arm; protocols, harness generations, and endpoints differ.
Arm (agent system)HarnessRunsVerifiedMedian wallPrimary caveat
GLM-5.3 (ZCode CLI)v2 fairer harness99/90m 09sOperator-role contamination disclosed; n = 1/cell; no token metering
Qwen3.8-27B · Q4_K_M (local Ollama)v1 strict harness90/96m 48s8K-context Q4_K_M local serving, thinking disabled; strict v1 prompt
Qwen3.8-27B · Q4_K_M (local Ollama) (v2)v2 fairer harness1 of 54 scheduledpendingpendingCollection incomplete (2 partial run dirs); quality withheld, never zero
Table 19Adjacent descriptive results across arms that share fixtures or lineage. Denominators are per-arm; protocols, harness generations, and endpoints differ.

These are not comparable measurements and must not be read as a leaderboard. The Qwen v2 arm (same harness generation as the GLM arm) is still collecting: its quality cells read "pending" and are never shown as zero. The controlled Grok/GPT campaign measures a different endpoint (reported findings on audits) and is excluded from this table by design.

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