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Collaborate with an AI agent on a mindmap with citation-backed nodes, that evolve as the research grows.
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Token accounting and cancellation in durable agent workflows
Closing an LLM stream is not the same as stopping the work behind it. Durable agents need cancellation paths that settle application state and credit accounting before the UI declares victory.
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AI should help researchers think deeper, not think less
The useful role for AI in research is not replacing judgment. It is helping a human stay immersed in a problem, keep evidence and disagreement visible, and build knowledge that compounds over time.
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AI Agent Safety & Alignment - Agent Bayes
The current state of research on AI Agent Safety & Alignment (2026), visually represented as a mindmap with citations backed nodes
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