Find agent skills by outcome

- Identify potential conflicts of interest including funding sources

organizational affiliations

- Cross-reference claims across independent sources to detect corroboration patterns

isolated claims

- Evaluate recency and temporal relevance

distinguishing between foundational works that remain authoritative and outdated information superseded by newer findings

- Prioritize primary sources and peer-reviewed publications over secondary commentary

news aggregation

- Maintain a retrieval log documenting every search query

source accessed

- Assess each source against a structured credibility rubric: publication venue reputation

author domain expertise

- Apply multi-hop retrieval chains: follow citation trails from seed sources

expand entity networks

- Execute broad discovery searches to map the information landscape

identify major themes

- Formulate initial search hypotheses and anticipate likely information landscapes

including which source types will be most authoritative

- Identify key entities

concepts

Systematically progress from query analysis through evidence collection

evaluation

- Produce structured reports with traceable citation chains

methodology documentation

- Synthesize findings into coherent

evidence-backed narratives that distinguish fact from interpretation

- Execute multi-hop reasoning through entity expansion

temporal progression

- Orchestrate search operations using layered retrieval strategies including broad discovery sweeps

targeted deep dives

- Evaluate source credibility by assessing provenance

publication venue

Productivity

- Assign each task a stable ID (e.g.

TASK-1.1) and use checklist items in outputs.

Productivity

- Treat every requirement below as an explicit

trackable task.

- Provides specific

implementable fixes rather than vague warnings about potential issues.

- Considers the interaction between components

not just individual function correctness.

- Focuses on defects that cause production incidents

not stylistic preferences or theoretical concerns.

- [ ] All six defect categories (logical

resource

- [ ] State machine analysis covers all defined states

transitions

- [ ] Each finding includes severity

location