Stop drawing the graph: reactive agents over versioned artifacts

Описание и применение

Ctxloom позволяет агентам автоматически реагировать на изменения артефактов, устраняя необходимость рисовать граф, и обеспечивает динамический, доказуемый поток работы.

Задача

Traditional agent frameworks require developers to manually design a graph of nodes, memory, and control flow, which is impractical for knowledge questions that evolve dynamically and depend on diverse artifacts.

Результат

By removing the need to draw a graph, ctxloom allows agents to automatically react to artifact changes, producing a dynamic, provenance‑rich workflow that scales with evolving knowledge questions.

Рабочий процесс

• 1. Create an initial artifact (e.g., UserQuery).
• 2. Agents react to the artifact, producing the next artifact (e.g., TypedDoc, Evidence, Claim, Answer).
• 3. Each agent consumes the previous artifact and emits a new one via a patch.
• 4. The context version increments, triggering further reactions.
• 5. Provenance edges are automatically linked between artifacts (e.g., Conclusion supported_by Finding).
• 6. The runtime runs until a terminal artifact (Conclusion) is produced or a budget limit is reached.

Доказательства

You describe what artifacts exist and what agents can do with them; the runtime derives what runs next from state changes.

Источник

Now add a second agent that reacts to Finding and links it back — provenance for free.

Источник