Manager-pattern research agent: coordinator orchestrates planner/searcher/synthesizer/fact-checker/writer sub-agents (agents-as-tools) under a hard step+search budget, with every claim traced to a cited source. Faithfulness + budget gated in CI. Fully offline.
python fact-checking ai-agents rag manager-pattern llmops faithfulness agentic-workflow deep-research agents-as-tools cost-budget
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Updated
Jul 1, 2026 - Python