Send Feedback

Feedback closes the admission loop. Aionis only accepts attribution to memory that was exposed by a guide trace.

SDK Example


import { feedbackFromGuide } from "@aionis/sdk";
 
const usedMemoryIds = result.usedMemoryIds ?? [];
 
if (usedMemoryIds.length > 0) {
  await aionis.feedback(feedbackFromGuide({
    guide,
    run_id: result.runId,
    outcome: result.ok ? "positive" : "negative",
    reason: result.summary,
    used_memory_ids: usedMemoryIds,
    used_surface: "use_now",
  }));
}

Why Attribution Is Strict

Rule	Reason
Use `guide_trace_id`	Ties outcome to a concrete context compilation.
Attribute only exposed memory IDs	Prevents fake or retrospective credit assignment.
Include outcome	Lets Aionis learn what helped or harmed.
Include reason	Improves audit and future policy analysis.

This is one of Aionis’ strongest product differences: the system records not just what was retrieved, but which admitted memory was associated with the actual result.