@ruvnet

Tonight's Rotation

Field	Value
SLOT	0
DEEP surface	performance
SCAN surfaces	security, hive-mind
Session commit	16a55f7a537c4a405e448e59859866eebbdd45a0
Date	2026年06月10日

---

Drift Check

• Prior dream-cycle issues (last 7): [Dream Cycle 2026年06月09日] swarm: RL orchestration 5-decision gap (no stopping-RL in any framework) + ruview-integration,ruvector-integration scan #2332 (2026年06月09日, DEEP=swarm), [Dream Cycle 2026年06月08日] memory: multi-signal retrieval gap vs Mem0 SOTA (94.4% LongMemEval) + plugins,automation scan #2316 (2026年06月08日, DEEP=memory), [Dream Cycle 2026年06月07日] intelligence: RHO self-supervised harness optimization +19pp SWE-Bench Pro gap + capabilities,memory scan #2309 (2026年06月07日, DEEP=intelligence), [Dream Cycle 2026年06月06日] security: memory write poisoning (9 vulns, 4 channels) leaves AgentDB unguarded + intelligence,swarm scan #2303 (2026年06月06日, DEEP=security), [Dream Cycle 2026年06月05日] performance: LAMaS 38-46% critical-path gap — Ruflo fixed-hierarchical misses it + security,hive-mind scan #2294 (2026年06月05日, DEEP=performance), [Dream Cycle 2026年06月04日] swarm: AdaptOrch +22.9% topology gain gap — Ruflo fixed-hierarchical misses it + ruview-integration,ruvector-integration scan #2289 (2026年06月04日, DEEP=swarm), [Dream Cycle 2026年06月03日] memory: VikingMem +30% temporal compression gap in AgentDB + plugins,automation scan #2277 (2026年06月03日, DEEP=memory)
• Performance surface DEEP count: 2 prior DEEP=performance issues ([Dream Cycle 2026年06月05日] performance: LAMaS 38-46% critical-path gap — Ruflo fixed-hierarchical misses it + security,hive-mind scan #2294 on 2026年06月05日, [Dream Cycle 2026年05月30日] performance: MV-HNSW ×ばつ gap + LAMaS 38-46% latency + security,hive-mind scan #2241 on 2026年05月30日) — below ≥3 repetition threshold. No substitution needed.
• ⚠️ needs-merge ACTIVE: needs-merge label applied. 0 dream-cycle PRs merged. Earliest open dream PR is from 2026年05月26日 — 15 nights. ADR-147 collision resolved: ADR-147 is now committed as nested-subagent-depth-integration; tonight's ADR is 148.
• Self-score of last night's gist ([Dream Cycle 2026年06月09日] swarm: RL orchestration 5-decision gap (no stopping-RL in any framework) + ruview-integration,ruvector-integration scan #2332 , swarm — RL orchestration 5-decision gap):
  • Grade A benchmark (arXiv:2605.02801, 84-paper survey + JSON schema): ✅ 2 pts
  • ≥4 competitor rows: ✅ 2 pts (5 rows)
  • Specific actions (orchestration-trace.ts ~120 LOC, StoppingDecisionTrace events ~80 LOC): ✅ 2 pts
  • Witness present: ✅ 2 pts
  • <1500 words: ✅ 1 pt
  • Novel finding (stopping-RL open frontier — no framework implements it): ✅ 1 pt
  • Score: 10/10
• Three-night running score: 10/10, 10/10, 10/10. Per meta-issue [dream-cycle] meta: ADR-147 collision across 6 open PRs + 0 merges in 14 nights #2324 : rubric measures shape, not truth. Merge rate = 0/15 is the real signal. No narrow-surface trigger by rule.

---

Deep Dive Findings — Performance SOTA 2026

SOTA Summary

Finding	Source	Confidence
DeLM: shared verified context + async task queue → +10.5pp SWE-bench Verified, −50% cost	arXiv:2606.10662, Mao & Mirhoseini, Jun 9 2026	A
DeLM: +5.7pp LongBench-v2 Multi-Doc QA across four frontier model families	arXiv:2606.10662	A
3SPO: step-wise state-score RL → +22.6% ALFWorld, +15.6pp WebShop vs GRPO; ×ばつ state exploration, ×ばつ faster convergence	arXiv:2606.09961, Han et al., Jun 8 2026	A — code available
DocTrace multi-agent RAG +8.85% F1, −53.32% compute cost	arXiv:2606.10921, Jun 9 2026	A
TRACE rollout-budget allocation +2.8pp Multi-Hop QA at equal sampling cost (Qwen3-14B)	arXiv:2606.11119, Jun 9 2026	B — single model
LangGraph 0ドル.08/task fastest latency; AutoGen ×ばつ costlier at high volume (2K-task benchmark)	tensoria.fr 2026	B — independent, methodology public

Gap vs Current Ruflo

Capability	Ruflo v3.6.10	DeLM SOTA	Gap
Shared context at agent spawn	Agents read AgentDB after spawn (sequential)	Immutable snapshot passed at spawn	Critical
Decentralized task queue	Fixed hierarchical dispatch (maxAgents=8)	Async task claim, no central router	Significant
Step-wise RL credit assignment	SONA: trajectory-level patterns only	3SPO: per-state bandit abstraction	Significant
Published SWE-bench score	None	DeLM best-in-class	Visibility gap
Per-task cost tracking	None	0ドル.08/task (LangGraph)	Visibility gap

DeLM's core insight: shared context eliminates the sequential SendMessage rounds that force serialized agent work. Ruflo's SONA adaptation (0.0043ms/adapt, measured) applies at trajectory level — step-wise state scores are the prerequisite for 3SPO's +22.6% gain.

Recommended Action

ADR-148 filed (see PR): add snapshot_context: boolean to swarm_init; serialize AgentDB namespace into immutable SwarmContextSnapshot passed to each agent at spawn. ~80 LOC across 3 files. Feature-flagged, benchmarked before default flip.

---

Scan Findings — Security

• Source: OWASP Top 10 for Agentic Applications 2026 (genai.owasp.org, 100+ expert contributors)
• Competitive signal: OWASP now maintains a separate Agentic Top 10 (ASI01–ASI10) distinct from the LLM Top 10; all frameworks evaluated against it.
• Finding (new tonight — ASI08): ASI08 Cascading Agent Failures is a 2026 Agentic-specific entry not previously addressed in Ruflo issues. Ruflo has no per-agent circuit breaker — a failure mid-pipeline propagates silently through SendMessage to all downstream agents. Prior issues covered ASI06 (memory write poisoning, [Dream Cycle 2026年06月06日] security: memory write poisoning (9 vulns, 4 channels) leaves AgentDB unguarded + intelligence,swarm scan #2303 ) and ASI07 (inter-agent comms signing, [Dream Cycle 2026年06月06日] security: memory write poisoning (9 vulns, 4 channels) leaves AgentDB unguarded + intelligence,swarm scan #2303 ). ASI08 is a distinct gap. Fix: add max_failures: number to swarm_init, wrap each Task completion handler in a circuit-breaker guard (~60 LOC). No ADR — implementation-level. (Grade B — OWASP peer-reviewed framework)

---

Scan Findings — Hive-Mind

• Source: arXiv:2605.09076 (Robust Multi-Agent LLMs under Byzantine Faults, May 2026); IEEE DataPort AgentShield dataset (15K scenarios, 2026)
• Competitive signal: CP-WBFT (confidence probe-based weighted BFT) and SAC (Self-Anchored Consensus) are 2026 SOTA upgrades. Neither is implemented in LangGraph, AutoGen, CrewAI, or OpenAI Agents SDK — first-mover opportunity.
• Finding: Ruflo's byzantine consensus mode uses standard BFT voting without agent confidence scores. CP-WBFT adds confidence-weighted votes; SAC adds decentralized iterative filtering. Same gap identified in [Dream Cycle 2026年06月05日] performance: LAMaS 38-46% critical-path gap — Ruflo fixed-hierarchical misses it + security,hive-mind scan #2294 from different papers — cross-source validation. No ADR — implementation-level addition to quorum-manager.ts. (Grade A — peer-reviewed, reproducible)

---

Competitors Reviewed

Framework	SWE-bench (2026)	Latency	Cost/task	Key 2026 Change
DeLM (arXiv research)	Best-in-class +10.5pp	—	−50% vs baseline	Shared context + async task queue
LangGraph v0.4	76% (B)	Fastest (B)	0ドル.08	Per-node timeouts, graceful shutdown
AutoGen AG2 1.0	68% (B)	Mid	0ドル.40–0.48	Event-driven rearchitecture
CrewAI 0.105	71% (B)	Mid	×ばつ tokens on simple tasks	Role-based v2, enterprise observability
OpenAI Agents SDK	Not disclosed	—	—	Sandbox + approval callbacks

---

Gist Link

Full research report committed to branch at v3/docs/dream/dream-gist-2026年06月10日.md in dream/2026-06-10-performance. No standalone GitHub Gist MCP tool available in this remote environment.

---

Witness

Field	Value
Session commit	16a55f7a537c4a405e448e59859866eebbdd45a0
Report SHA-256	0fda968f312910561ada694b801ecf60f887c9a6f07c79e3604d895a749d103e
Witness stamp	530b39939260058cfbe8d03c457a0aab8149ed7d77683a6f6a647be89f14f0e3

Verifier: fetch raw v3/docs/dream/dream-gist-2026年06月10日.md from branch → sha256sum → concat 16a55f7a537c4a405e448e59859866eebbdd45a0 → sha256sum → must equal witness stamp.

ADR filed: ADR-148 (Shared-Context Parallel Dispatch). Branch: dream/2026-06-10-performance.