●builderDesigning agent-facing APIs and execution environments with deterministic context and scoped permissions is becoming a prerequisite for reliable AI code contributions.
●researcherFrames agent experience as a systems engineering problem distinct from model capability, pointing toward evaluation frameworks centered on context fidelity and permission scoping.