Tool feedback

A critical component of context-engineering, providing the necessary feedback loop for agentic-ai to refine their actions based on the outcomes of executed functions.

• Context Engineering Context: The art and science of optimizing the context-window with precise information at each step of an agent’s trajectory.
• Essential Context Components:
  • Instructions
  • External Knowledge
  • Tool feedback
• Orchestration: Frameworks like LangGraph support strategies for managing these inputs during agent trajectories.

Source:

• 2026 04 14 Langchain context engineering
• https://www.youtube.com/watch?v=4GiqzUHD5AA

Source Notes

• 2026-04-23: Engine Survival: The Critical Role of Oil Pressure and Warning Lights
• 2026-04-23: [[lab-notes/2026-04-23-Anthropics-Compute-Miscalculation-Claude-Demand-and-Strategic-Impact|Anthropic’s Compute Miscalculation: Claude Demand and Strategic Impact]]
• 2026-04-14: [[lab-notes/2026-04-14-Optimizing-AI-Costs-and-Privacy-with-Local-Open-Source-Models-and-Hybr|“But OpenClaw is expensive…“]]