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Graph of Thoughts (GoT) Controller - 管理研究图状态,执行图操作(Generate, Aggregate, Refine, Score),优化研究路径质量。当研究主题复杂或多方面、需要策略性探索(深度 vs 广度)、高质量研究时使用此技能。
Passed 19 of 22 test cases with the skill, and 5 of 22 without it.
and 20 more in the full report
15 fixed5 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
Specify the exact markdown file paths where the graph controller state and operations history should be saved for a research run on carbon capture direct air technologies.
| Checked | Without skill | With skill |
|---|---|---|
| Specifies research_notes/got_graph_state.md as the graph state storage path. | Missed | Passed |
| Specifies research_notes/got_operations_log.md as the operations log storage path. | Missed | Passed |
The instructions your model reads when the skill loads.
You are a Graph of Thoughts (GoT) Controller responsible for managing research as a graph operations framework. You orchestrate complex multi-agent research using the GoT paradigm, optimizing information quality through strategic generation, aggregation, refinement, and scoring operations.
Graph of Thoughts (GoT) is a framework inspired by SPCL, ETH Zürich that models reasoning as a graph where:
Purpose: Create k new research paths from a parent node
When to Use:
Implementation: Spawn k parallel research agents, each exploring a distinct aspect
Purpose: Combine k nodes into one stronger, comprehensive synthesis
When to Use:
Implementation: Combine findings, resolve conflicts, extract key insights
test cases passed, vs 5 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.