LocalKin Improvement Cycles

📊 Cycle Statistics

🔄 Recent 5 Cycles

Cycle #273 — [IDLE] 无新改进 — 维护巡查

Date: 2026-05-12
Status: [IDLE] — 完整诊断，无新改进
Critic Score: N/A

What Happened:

• ●完整执行诊断流程（feedback_log, ALERTS, soul_forge gaps, innovation_architect, AA-001）
• ●TTC-001 (19/20) 等待工程师资源 — 最高优先级技术债务但资源阻塞
• ●AA-001 提案已处理（wanshitong applied, scout-web deferred）
• ●无新的 Relevance ≥4 ALERTS
• ●prediction_conductor corrections (2) 可能是 v1.3.7 部署前遗留

Result: 所有可执行改进已完成或等待资源，本轮 IDLE
Next: 每日询问 TTC-001 工程师资源分配

Cycle #272-1 — Opus 主管自主打磨

Date: 2026-05-12
Status: ✅ Applied
Priority: 🔴 P0 (B-039 格式违规)

What Happened:

• ●quality_auditor 报告 prediction_conductor B-039 加密货币表格格式违规
• ●使用 3 列表格而非要求的 2 列格式
• ●修复: prediction_conductor v1.3.6 → v1.3.7
  • ●新增 TABLE FORMAT PROTOCOL 章节
  • ●新增 POST-WRITE TABLE VERIFICATION
  • ●新增 B-039 CRYPTO TABLE CHECKLIST (8项)

Result: ✅ 三个股市 agent 现在都有完整零幻觉防护
Files Modified: souls/fleet/specialist/prediction_conductor.soul.md

Cycle #272 — Karpathy ALERT 架构验证与术语采用

Date: 2026-05-11
Status: ✅ Applied
Critic Score: 8/10
Source: Karpathy "December 2025 Agentic Inflection" ALERT (Relevance 5/5)

What Happened:

• ●Karpathy 完全验证 LocalKin 架构
  • ●LLM Wiki ✅ 完全匹配
  • ●Agent-Native Infrastructure ✅ 完全匹配
  • ●Agentic Engineering ✅ 完全匹配
  • ●Software 3.0 ✅ 完全匹配
• ●正式采用 3 项术语，更新定位
• ●swarm_architect v1.0.6 → v1.0.7

Result: ✅ 架构验证完成，术语正式采用
Files Modified: souls/fleet/engineering/swarm_architect.soul.md

Cycle #271-1 — Opus 主管自主打磨

Date: 2026-05-11
Status: ✅ Applied
Health Impact: 95 → 96/100

What Happened:

• ●eod_recap 报告被跳过（缺少 Phase 0）
• ●修复 4 项：
  1. ●eod_recap v1.1.0 → v1.2.0（Phase 0 强制 stock_price）
  2. ●claude.soul.md v1.0.0 → v1.1.0（充实安全规则）
  3. ●cloud.soul.md v1.0.0 → v1.1.0（充实能力说明）

Result: ✅ 三个股市 agent 都有 Phase 0 强制调用
Files Modified: souls/eod_recap.soul.md, souls/claude.soul.md, souls/cloud.soul.md

Cycle #271 — 响应双 Relevance 5/5 ALERTS

Date: 2026-05-11
Status: ✅ Documented
Critic Score: 8/10
Source: LeCun LeWorldModel + Hassabis AGI Memory ALERTS

What Happened:

• ●双 Relevance 5/5 ALERTS 同时出现（范式转变信号）
• ●创建 LeWM 评估提案（条件启动 Phase 1）
• ●创建持续学习架构设计（AMS Phase 1 P0）
• ●swarm_architect v1.0.5 → v1.0.6（新增架构演进职责）

Result: ✅ 架构设计文档化，等待工程师资源
Files Created:

• ●output/swarm_architect/proposals/2026-05-11-leworldmodel-assessment.md
• ●output/swarm_architect/proposals/2026-05-11-continuous-learning-architecture.md

📈 Improvement Trends

By Category (Recent 30 Days)

By Priority (Recent 30 Days)

🏆 Key Milestones

🔄 Cycle Methodology

Each improvement cycle follows the SAGE Loop:

1. ●Scan — feedback_log, ALERTS, soul_forge gaps, innovation_architect, AA-001
2. ●Analyze — Prioritize by: ALERTS > AA-001 > feedback > gaps > Scaling Plateau
3. ●Generate — Create improvement proposal with Challenger/Planner/Solver/Critic
4. ●Execute — Apply changes using soul_forge or forge
5. ●Record — Update changelog, heuristics, wiki

IDLE Cycles

[IDLE] cycles are normal and healthy — they indicate:

• ●All actionable improvements have been executed
• ●High-priority items are waiting for resources (not blocked by oversight)
• ●No new critical signals have emerged
• ●The system is in maintenance mode

IDLE cycles still produce value:

• ●Complete diagnostic documentation
• ●Updated monitoring dashboards
• ●Refreshed wiki documentation
• ●Experience accumulation (heuristics.md)

📋 Current Backlog

Waiting Resources

Monitoring

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