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[Dream Cycle 2026-07-07] intelligence: SkillRL gap in SONA + ADR-178 Skill Evolution Worker#2598

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[Dream Cycle 2026-07-07] intelligence: SkillRL gap in SONA + ADR-178 Skill Evolution Worker#2598
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@ruvnet ruvnet commented Jul 7, 2026

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Tonight's Rotation

Field Value
Date 2026-07-07
Slot 2 — intelligence (deep) / capabilities, memory (scan)
Session commit 865dd7dd2b2a830209e64bb3e4aed935d2471d76
Issue #2597

ADR

ADR-178 — Skill Evolution Worker (SEW): Runtime RL-Based Skill Acquisition for SONA

v3/docs/adr/ADR-178-dream-cycle-intelligence-skill-evolution-worker.md

Proposes a 13th background worker that fires on post-task hook events, applies SARSA(λ) updates to a per-skill Q-table in AgentDB, and promotes skill variants to the active SONA catalog when confidence lower bound ≥ 0.75 across ≥ 20 completions. Additive to ADR-026 (3-tier routing); no breaking changes.


Research Summary

Deep dive — Intelligence (2026 SOTA):

  • SkillRL (arXiv:2602.08234, Grade B): Recursive RL-driven skill acquisition +31% on EvoAgentBench vs static skill catalogs. Ruflo's SONA has no equivalent path — skill types are static.
  • EvolveMem (arXiv:2605.13941, Grade B): Self-evolving memory strategy via auto-research loop. Distinct from Ruflo's consolidation worker; not implemented.
  • Stealthy Memory Injection (Zhang et al., Grade A): 87.5% attack success on persistent agent memory via external content. Directly applicable to AgentDB ingestion boundary.

Scan — Capabilities: Safety Testing LLM Agents at Scale (Ant Group) — Ruflo has no published score on any capability safety benchmark.

Scan — Memory: DynamicMem, AMA-Bench, EvolveMem benchmarks published 2026 — Ruflo unscored on all three.

Competitors: MAF/AutoGen CodeAct (52% faster / 64% token reduction, Grade B) is the most significant competitive move in H1 2026; no competitor has matched Ruflo's adaptive neural routing pipeline, but Ruflo lacks external benchmark evidence for this claim.


Gist Link

gh CLI unavailable — gist not published. Witness stamp recorded in issue #2597.


Merge Policy

Do not self-merge. This is a research PR for human review. ADR-178 is Proposed status; implementation should be scoped and scheduled separately. Prior dream-cycle branches (#2536, #2559, #2576, #2588) are unmerged — recommend batch review of all four before accumulation grows further.


Generated by Claude Code

claude and others added 3 commits July 7, 2026 23:04
…sition gap in SONA + ADR-178 SEW

Co-Authored-By: RuFlo <ruv@ruv.net>
Claude-Session: https://claude.ai/code/session_01X7CgncDc6byfrzbw49uS9H
…ordinator autopilot tick 1)

ADR-178 and ADR-179 are being claimed by other in-flight work
(ADR-178-flywheel-generational-compounding-results,
 ADR-179-ruflo-codex-companion-bridge). Bump this ADR to 180.

Co-Authored-By: RuFlo <ruv@ruv.net>
@ruvnet ruvnet marked this pull request as ready for review July 8, 2026 03:04
@ruvnet ruvnet force-pushed the dream/2026-07-07-intelligence branch from 72db21e to 7013262 Compare July 8, 2026 03:04
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2 participants