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Adaptive routing memory: learn task-class priors from outcomes

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Assessment

Difficulty
4/5
Estimated time
3-5 days
Newbie friendliness
48/100
Issue type
Feature
Clarity
Mostly clear
Activity status
Active
Tech stack
typescript

Research direction

No files are named; start by locating the routing flow, the route report command, and configuration handling for a route.adaptive option. Read the parent issue #1134 for context before changing behavior. Done means per-task-class outcome counts are persisted locally, low-success classes skip primary routing with visible UX, users can view/reset/disable it, and tests cover threshold, decay/window, reset, and disable.

Written by the indexing model from the issue text.

Description

Parent: #1134

Learn from mistakes — adaptive routing memory:

  • Persist per-task-class outcomes locally (class → primary attempts, gate passes, escalations). Task class = coarse heuristic (e.g. task-type keywords, project size bucket), not prompt text.
  • Routing consult: classes whose primary success rate is below a threshold (default e.g. <20% over ≥5 samples) skip the primary and go straight to escalation; surfaced in the session UX ("skipping primary: this task class escalated 9/10 recent runs").
  • User control: view (route report includes the memory), reset, and disable (route.adaptive: false).
  • Keep it transparent and simple: counts and thresholds, no opaque scoring in v1.
  • Tests: threshold behavior, decay/window, reset, disable.
Dominant language
TypeScript
Stars
813
Forks
134
Avg merge
2d 8m
Merged PRs (30d)
65

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