Shareable benchmark table

GLM-5.3 arm conditions and budgets

The three frozen conditions of the parent pilot, reused unchanged (same turns, tools, and wall caps) over the same three tasks.

Table 16 · Frozen arm protocol

GLM-5.3 arm conditions and budgets

Agent system · GLM-5.3 + ZCode CLIn = 1 run / cellOperator contamination disclosedDeterministic evaluatorNot a model leaderboard
The three frozen conditions of the parent pilot, reused unchanged (same turns, tools, and wall caps) over the same three tasks.
ConditionAgent accessTurn / tool budgetWall cap
Tool-assistedBounded search/read + forge build/test feedback, then one submitted proof12 turns / 10 tools1500 s
Static (no tools)Full source context (target + provided test harness); no tool feedback3 turns / 0 tools1200 s
Budgeted triageA strict budget of four inspect operations, then one submission6 turns / 4 tools1200 s
Table 16The three frozen conditions of the parent pilot, reused unchanged (same turns, tools, and wall caps) over the same three tasks.

Wall time runs begin→final and includes GLM-5.3 + ZCode inference between turns. The agent interacts with the task workspace only through the driver, which enforces the parent action policy; the fixed revision is never mounted.

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