Data to …… trials
II · Tool planning

Plans around traps (poisoned tools, misleading descriptions, zero slack)

Nemotron 3 Nano 30B

Finding:DEGRADES· grade A(research conclusion)

Degrades at 4 of 5 traps active: 13/35 pass (was 34/35 at 0 of 5 traps active)

Boundary 4 of 5 traps active · held through 0 of 5 traps active

Pass rate by level3 levels tested
Pass rate by level for Plans around traps (poisoned tools, misleading descriptions, zero slack)0%30%50%75%100%Boundary: degrades at 4 of 5 traps active0 of 5 traps active0 of 5 traps active: 34/35 pass (97%)34/354 of 5 traps active4 of 5 traps active: 13/35 pass (37%)13/355 of 5 traps active5 of 5 traps active: 18/56 pass (32%)18/56

Dashed lines: a level at or below 30% pass counts toward BREAKS, at or below 75% toward DEGRADES. Labels above points: passed/scored.

LevelPassedPass rateNote
0 of 5 traps active34/3597%
4 of 5 traps active13/3537%▲ boundary
5 of 5 traps active18/5632%
Why it slips

The model calls a real tool before the step it depends on is done.

in 72% of failures (60 failures at and beyond the boundary)

Example failureat 4 of 5 traps active
Trial result: FAIL (one model answer)
FAILprecondition_violation:step=9:adva-nce_1
[ {"tool":"set_flag_0","args":{"flag":"flag_0"}}, {"tool":"set_-flag_1","args":{"flag":"flag_1"}}, {"tool":"open_interleave_window","args":{}}, {"tool":"build_art_o0","args":{"artifact":"art_0"}}, {"tool":"publis-h_art_0","args":{"artifact":"art_0"}}, {"tool":"advance_o0","args":{"service":"svc_0"}}, {"tool":"adva-nce_1","args":{"service":"svc_0"}}, {"tool":"adva-nce_2","args":{"service":"svc_0"}}
Evidencewhat this finding rests on
  • Ground truthDeterministic simulation: the right answer is computed, not judged
  • StatisticsWilson 95% interval 23%–54%p = 1.2×10-11, before vs after the boundary (one-sided Fisher exact)Grade A: strong evidence
  • Sample size35 scored trials at the boundary
  • Fresh-seed confirmationNot run yet
  • ReplicationNot run yet
Raw evidenceruns and trials

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