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Research & Propose Budget-Aware Execution Strategies #100

@stxpatryk

Description

@stxpatryk

Goal:
Investigate design patterns and existing tooling that could support budget-aware reasoning in multi-agent systems.

Tasks:

  • Research how other LLM frameworks manage token, cost, or time constraints
  • Investigate whether LangChain or other frameworks offer built-in budget control
  • Propose loop control strategies (e.g., step limits, budget ceilings, adaptive termination)
  • Explore cost estimation methods (token counting, API cost estimation, time tracking)

Outcome:

  • A design proposal document outlining:
  • Recommended control mechanisms
  • Cost estimation strategies
  • Required architectural changes
  • Open questions and risks

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