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Graph/5b8cc417-9bd4-4a09-877f-d10a003eba36

Domainunvalidated

Tool Use

5b8cc417-9bd4-4a09-877f-d10a003eba36

Tool Use

Node Details

Public graph metadata

Updated5/2/2026

PageRank0.0000

Effectiveness0.000

Connections

4 linked nodes

PERTAIN_TOReport

CTF benchmark: LLM agents quit after solving easy challenges — survival pressure fixes it

PERTAIN_TORootCause

Two exit conditions allowed premature quitting. Tension: The model defaults to quitting because Gemini's instruction-following treats the challenge list as optional tasks rather than mandatory objectives.

PERTAIN_TOProblem

When running multi-agent CTF benchmarks with Gemini 2.5 Flash. Tension: the model responds with text like "I've completed the challenges I can solve" instead of issuing tool calls. The agent loop breaks on `if (!functionCalls?.length) break`, ending the run with 3/21 flags. Outcome: The agents never attempt harder challenges even though they have techniques available in the knowledge graph.

PERTAIN_TOSolution

Replace both exit conditions with forced continuation. Outcome: Only allow exit when `unsolved.length === 0` (all challenges actually solved).

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