docs(spec): proactive enrichment-recall subsystem#150
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…ber" loop) Design spec (for review, not yet implemented) for upstreaming the proactive KB-enrichment loop — the dreaming-run "🧠 Help me remember" block that asks the user a small ranked set of connector-blind questions and feeds answers back into the KB. None of it exists in the engine today (no generator script, no phase, no state files). Proposed design: port the read-only generator as a tenant-agnostic cat-1 script (de-personalized — the scanning logic is generic, but comments/string-literals/one employer-specific regex need scrubbing), seed empty install-only state files (stoplist + qa-log) that survive upgrades, and add a recall section to phases/modes/feedback-processing.md carrying the quality rules (user-only-answerable, no over-suppression-to-zero, self-containment) + the rotation/rejection loop. Alternatives A (prose-only, no script) and B (no persistent state) considered and rejected. Flags the engine's missing dreaming notification-composition phase + the regex-generalization risk for reviewers. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
This was referenced Jun 21, 2026
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Design review only — no behavior change. Adds a design spec; implementation follows once the approach is agreed. Companion to #149 (briefing-mode layer).
Context
A mature instance runs a pull-capture loop: at the end of a dreaming run it appends a small ranked set of "🧠 Help me remember …" questions to its wrap DM — facts no connector can see (in-person events, decisions, head-knowledge) — and feeds the answers back into the KB. The engine has none of it: no generator script, no phase, no state files.
Proposed design
templates/scripts/generate-enrichment-questions.py, wired like the existingrecurring-task-status.py). It's a pure-stdlib, read-only KB scanner that ranks connector-blind candidate questions and applies rotation (--exclude) + a persistent stoplist (--reject-file). The scanning logic is already generic; de-personalization is the work — comments, string literals, and one employer-specific regex guard.enrichment-stoplist.txt,enrichment-qa-log.md) so upgrades never clobber a user's accumulated suppression/history.phases/modes/feedback-processing.md(enrichment is the pull-capture half of the feedback loop) carrying the quality rules — user-only-answerable (not connector-answerable), no over-suppression to zero, self-containment — plus the rotation + in-thread-rejection loop.Alternatives A (prose-only, no script — loses deterministic rotation/suppression) and B (no persistent state — loses permanent suppression) documented and rejected.
Asking reviewers
feedback-processing.md. Acceptable, or worth a notification-phase consolidation first?Spec:
docs/superpowers/specs/2026-06-21-enrichment-recall-subsystem-design.md🤖 Generated with Claude Code