type: custom

customType: model-snapshot

provider: anthropic

modelApi: anthropic-messages


type: message

role: user

type: text

text:
[cron:d6762c54-737b-465f-9bbe-bc3fd5474dff Platform Health Council — Daily Check] Run platform health check
Current time: Tuesday, February 24th, 2026 — 8:30 AM (UTC)

Return your summary as plain text; it will be delivered automatically. If the task explicitly calls for messaging a specific external recipient, note who/where it should go instead of sending it yourself.


role: assistant

type: thinking

thinking:
This is a cron job asking me to run a platform health check. Let me follow the boot sequence from AGENTS.md:

1. Read USER.md
2. Read learnings/LEARNINGS.md
3. Read memory files (today + yesterday)
4. Read MEMORY.md (main session only)

Then I need to understand what "Platform Health Council" means and what this daily check should include.

Let me start by reading the context files.

text: I'll run the platform health check. Let me first read the context files to understand what this involves.

read

type: toolCall

api: anthropic-messages

stopReason: toolUse


role: toolResult

toolName: read

text:
# USER.md - About Your Human

- **Name:** Skinny
- **What to call them:** Skinny
- **Pronouns:** —
- **Timezone:** —
- **Notes:** Telegram @skinnyc813, phone 6558388607

## Context

- Runs multiple OpenClaw agents
- Interested in autonomous overnight workflows
- Likes agents that iterate without hand-holding

---

The more you know, the better you can help. But remember — you're learning about a person, not building a dossier. Respect the difference.


text:
# Learnings

One-line rules learned from mistakes. Read these every session.

## Format
- [YYYY-MM-DD] Category: Lesson learned

## Rules
<!-- Add new rules below this line -->


text:
# MEMORY.md - Magoo's Long-Term Memory

## 2026-02-11 - Born

Created by Chad via Fred. I'm the orchestrator and sysadmin for the Fred server.

### Fred Server Specs
- ASUS Z10PE-D16-WS motherboard
- Xeon E5-2697 v4 (18C/36T)
- 128GB RAM
- 2x NVIDIA GPUs
- Docker: 60+ containers
- PM2: ~14 apps
- llama-swap on port 9069
- Models at /mnt/storage/ollama/gguf-models (NTFS sda2)

### Key Services
- dockge (:5001) — Docker management UI
- open-webui (:3000) — LLM chat UI
- ollama (:10434) — LLM inference
- llama-swap (:9069) — model routing/swapping
- tmux-web (:8889) — web terminal

### Team
- **Chad Rogers** — owner (Telegram: 6558388607)
- **Fred** — supervisor agent on Desktop2025
- **Clinker** — network engineer agent
- **Canna** — CannaDeals marketing agent
- **Maya** — GHC marketing agent (exclusive VM: 100.124.155.26)
- **Carl** — permit tracker + GHC production server agent
- **Twain** — manuscript architect agent


text:
# 2026-02-24 Memory

## News Pulse 4:00 AM UTC

### Reported URLs
- https://www.itnews.com.au/news/asd-releases-azul-open-source-malware-analysis-tool-623818
- https://techcrunch.com/2026/02/23/finnish-quantum-unicorn-iqm-set-to-go-public/
- https://techcrunch.com/2026/02/23/wispr-flow-launches-an-android-app-for-ai-powered-dictation/
- https://www.nytimes.com/2026/02/23/technology/anthropic-chinese-startups-distillation.html
- https://techcrunch.com/2026/02/23/with-ai-investor-loyalty-is-almost-dead-at-least-a-dozen-openai-vcs-now-also-back-anthropic/
- https://techcrunch.com/category/artificial-intelligence/
- https://www.nytimes.com/2026/02/23/world/europe-defense-us-ukraine-mexico-tariffs.html
- https://foreignpolicy.com/2026/02/23/russia-ukraine-war-asia-china-india-japan-nato-geopolitics/
- https://finance.yahoo.com/news/bitcoin-falls-to-65000-putting-token-on-pace-for-fifth-month-of-losses-152405934.html
- https://www.futura-sciences.com/en/when-american-high-school-student-stuns-scientists-mapping-1-5-million-previously-unknown-mapping-space-objects_23177/
- https://www.science.org/content/article/hubble-spotted-dark-galaxy-s-least-99-9-dark-matter
- https://blog.barracuda.com/2026/02/23/reported-us-data-breaches-record-high-2025
- https://www.cybersecuritydive.com/news/hackers-target-vulnerabilities-in-roundcube-webmail/812839/


text:
# 2026-02-23 — Tech Radar Hourly Scan (6:09 AM EST)

## Rising Repos #marketing-relevant #openclaw-ecosystem

- https://github.com/HKUDS/ClawWork — ClawWork: OpenClaw as Your AI Coworker. GDPVal benchmark, $10K earned in 7 hours. Multi-model competition arena.
- https://github.com/GreenSheep01201/claw-empire — AI agent office simulator. Orchestrates Claude Code/Gemini/Codex/OpenCode as virtual company.
- https://github.com/RightNow-AI/picolm — 1B param LLM on $10 board, 256MB RAM. Pure C, 80KB binary. Fully offline AI agent. #infra-optimization
- https://github.com/jacob-bd/notebooklm-mcp-cli — NotebookLM CLI + MCP Server. Unified package with Claude/Perplexity integration. #mcp-server
- https://github.com/MiniMax-AI/MiniMax-M2.5 — New model with local deployment guide.

## SOTA Models & Research #sota-model

- https://www.marktechpost.com/2026/02/22/vectifyai-launches-mafin-2-5-and-pageindex-achieving-98-7-financial-rag-accuracy-with-a-new-open-source-vectorless-tree-indexing/ — Mafin 2.5: 98.7% FinanceBench accuracy, beats GPT-4o. PageIndex: Vectorless RAG with hierarchical tree indexing.
- https://www.nature.com/articles/s42256-026-01188-x — Nature: Large-scale randomized study of LLM feedback effectiveness.

## Infra Alerts #infra-optimization

- https://www.reddit.com/r/LocalLLaMA/comments/1rc0dra/ — **MAJOR:** ggml.ai (llama.cpp team) joining Hugging Face for long-term sustainability.
- https://www.reddit.com/r/homelab/comments/1rbjojp/ — Olla v0.0.24: Unified inference frontend for Ollama/vLLM/SGLang/llama.cpp. Anthropic API passthrough support.

---

## Hourly Scan (12:10 PM EST)

### Rising Repos #sota-model #mcp-server

- https://github.com/MiniMax-AI/MiniMax-M2.5 — **MAJOR:** SOTA coding model. 80.2% SWE-Bench, 51.3% Multi-SWE-Bench, 76.3% BrowseComp. $1/hr continuous inference. Architect-style planning.
- https://github.com/quemsah/awesome-claude-plugins — Top 100 Claude Code plugins with adoption metrics. n8n workflow automation.
- https://github.com/upstash/context7 — Context7 MCP Server: Up-to-date code documentation for LLMs.
- **GLM-5 + AutoGLM** — Official report cites OpenClaw at 13% of OpenRouter token share. AutoGLM supports drone robot integration. #openclaw-ecosystem

### Research #agent-architecture

- https://www.reddit.com/r/rust/comments/1rcle97/ — AI Agent Benchmark 2026: Rust frameworks outperform Python.
- https://papers.cool/arxiv/cs.AI — Multi-agent simulation + LLM planner-executor papers.

### Security Alert

- **MCPoison** — High-severity RCE vulnerability in Model Context Protocol configuration. Persistent remote code execution possible. #security-critical

### Infra #infra-optimization

- https://www.reddit.com/r/LocalLLaMA/comments/1rc1ra2/ — Qwen3-code-next local coding tests. RTX 6000 Pro + vLLM/llama.cpp + RooCode/OpenCode/OpenHands.

---

## Hourly Scan (3:17 PM EST)

### Major Milestone #openclaw-ecosystem

- **OpenClaw 100K Stars** — Fastest-growing open source project of 2026. 100K stars in ONE WEEK. Article documents milestone alongside "benchmarks are gamed" exposé.
  - https://medium.com/@lssmj2014/the-day-openclaw-hit-100k-stars-while-benchmarks-were-declared-completely-gamed-3fd4ff78a252

### Rising Repos #mcp-server #agent-orchestration

- https://github.com/nyldn/claude-octopus — Multi-tentacled orchestrator for Claude Code. Coordinates Codex + Gemini + Claude for parallel execution. MCP bridges to Telegram/Discord/Signal/WhatsApp.
- https://github.com/fluxcd/agent-skills — GitOps skills for AI agents. Flux CD + Kubernetes + GitOps best practices.
- **Zig AI Agent CLI** — 3MB binary, zero deps, full MCP client+server. Chat bridges for Discord/Telegram/Slack/WhatsApp. Web UI + WebSocket.
  - https://www.reddit.com/r/ClaudeAI/comments/1rbyjq5/

### SOTA Models #sota-model

- https://glm5.app/ — **GLM 5**: 745B params, MoE (44B activated), 128K context. SOTA reasoning, coding, agentic. Open-source.
- **"7 Ways Benchmarks Get Gamed"** — Systematic documentation of benchmark manipulation. RLAIF also compromised.

### Infra #infra-optimization

- https://www.sitepoint.com/breaking-the-speed-limit-strategies-for-17k-tokens-sec-local-inference/ — 17k tokens/sec local inference strategies for agentic workflows.
- **vLLM + Ascend (Huawei)** — Native NPU support. Chunked prefill, distributed parallelism, speculative decoding.

---

## Hourly Scan (6:04 PM EST) — Final Scan of Day

### Rising Repos #marketing-relevant #openclaw-ecosystem

- **Genviral OpenClaw Skill** — Social media automation across 6 platforms (X, LinkedIn, Instagram, Facebook, TikTok, YouTube). Spot + replicate trending posts.
  - https://itbusinessnet.com/2026/02/genviral-releases-openclaw-skill-to-automate-social-media-content-across-six-platforms/
- https://github.com/sipeed/picoclaw — PicoClaw: <10MB RAM (99% less than OpenClaw), runs on $10 hardware. Go refactor via self-bootstrapping.
- https://gist.github.com/dabit3/bc60d3bea0b02927995cd9bf53c3db32 — "You Could've Invented OpenClaw" — Educational gist explaining architecture from first principles.
- https://github.com/kyuz0/amd-strix-halo-toolboxes — Pre-built containers for LLMs on AMD Ryzen AI Max. Llama.cpp optimized. #infra-optimization
- https://github.com/iOfficeAI/AionUi — 24/7 cowork app with cron, scheduled automation, multi-agent.

### Research #multi-agent

- https://www.nature.com/articles/s41598-026-39584-3 — **Nature:** FaceScanPaliGemma multi-agent vision language models for facial analysis.
- https://www.datacamp.com/blog/mini-max-m2-5 — MiniMax M2.5 DataCamp guide. $1/hr frontier-level coding + agentic.
- https://medium.com/@mlabonne/kimi-k2-5-still-worth-it-after-two-weeks-f32abd991e26 — Kimi K2.5 review after two weeks. Agent swarm + early fusion for vision.

### Social Buzz

- https://www.linkedin.com/posts/juliangoldieseo_openclaw-is-absolutely-insane-activity-7431742656579502083-1G2c — Julian Goldie: "OpenClaw is Absolutely INSANE!" Verified GitHub trending data.

## Tags
#tech-radar #hourly-scan #2026-02-23


thinking: Now I understand the context. I need to check what "Platform Health Council — Daily Check" means. Let me search memory for any reference to this cron job or platform health checks.

query: Platform Health Council daily check cron


snippet:
- Cross-platform pattern detection

---

## All Skills Now Available

**For immediate use:**
1. `/health` — Platform health check
2. `/workflow [TASK]` — Multi-agent task execution
3. `/research [TOPIC]` — Parallel research across 5 platforms

---

## Integration Opportunities

### Magoo Can Now:
1. **Monitor** system health (Platform Health Council)
2. **Execute** complex workflows (Multi-Agent Workflow)
3. **Research** topics deeply (Research Agent)

### Recommended Workflows:
1. **Before big news story:**
   - `/health` to ensure system stable
   - `/research [topic]` for deep context
   - `/workflow [task]` if creating complex content

2. **For competitive intelligence:**
   - `/research

Source: memory/2026-02-21.md#L135-L197

source: memory

snippet:
**Existing Cron Jobs (preserved):**
- ghc-marketing: Deal Post every 30min, 3 blog posts daily, X engagement
- cannadeals-marketing: ~20 jobs (morning posts, engagement rounds, random checks)

### Verification
- 4am cron jobs ran successfully on all agents
- All found no pending tasks (TODO.md empty) - expected for fresh setup

### Notes
- User asked about Clinker not responding - cron worked fine, suggested checking correct Telegram bot account
- cannadeals-marketing has custom SOUL.md sections preserved (server info, social media rules)

---

## News Pulse URLs — 2026-02-13 21:05 UTC
- https://github.com/jlia0/tinyclaw
- https://github.com/strands-agents
- https://github.com/microsoft-foun

Source: memory/dailies/2026-02-13.md#L37-L62

snippet:
**The current 20-minute cron schedule is generating 63% waste on Fridays.**

**This is unsustainable and requires immediate adjustment.**

Options for Chad:
1. **Best:** Eliminate all Friday afternoon pulses (1:00-5:00 PM EST)
2. **Alternative:** Extend intervals to 120+ minutes for Friday afternoon
3. **Minimum:** Skip 1:00-5:00 PM window entirely

## Data Summary
**Today's complete performance:**
- Total pulses: 30
- Successful (≥10 items): 11 (36.7%)
- Partial (5-9 items): 2 (6.7%)
- Sub-target (1-4 items): 2 (6.7%)
- Zero items: 15 (50%)

**Breakdown:**
- 50% of pulses produced ZERO items
- 63.3% produced fewer than 5 items
- Only 36.7% met the 10-12 target

**This demonstrates fundament

Source: memory/2026-02-20-1840-news-pulse.md#L76-L109

snippet:
2. **Official Plugin Ecosystems:**
   - anthropics/claude-plugins-official (Anthropic's official plugin marketplace)
   - Skills/MCP standardization across platforms

3. **Skills Standardization:**
   - HuggingFace, Databricks, Anthropic all adopting interoperable formats
   - Agent Skill standard emerging (agentskills.io)

---

## Conclusion

**Proven:** GitHub trending changes occur at predictable windows (morning, lunch, afternoon, evening), NOT continuously throughout the day.

**Current hourly scanning is wasteful and should be replaced immediately with targeted scanning.**

**Action required:** Update cron job from hourly to 4x daily schedule.

Source: memory/2026-02-20-tech-radar-analysis.md#L85-L102

snippet:
- **TODO.md:** Does not exist — no pending tasks tracked
- **Action:** System health check performed instead

### Issues Found & Fixed

**PM2 Restart Loops Stopped:**
1. `novel-os` — 943+ restarts (port 3007 conflict with orphan PM2 process)
2. `tmux-web` — 457+ restarts (port 8889 conflict with tmux processes)

Both stopped to prevent resource waste.

### System Health Snapshot

| Metric | Value | Status |
|--------|-------|--------|
| Disk / | 73% used (238GB free) | ✅ OK |
| Disk /mnt/storage | 77% used (433GB free) | ✅ OK |
| Memory | 76GB/125GB (49GB available) | ✅ OK |
| Swap | 8GB/8GB (100% used) | ⚠ WARNING |
| GPU 0 | 19.7GB/24GB vRAM, 0% util | ℹ Idle |
| GPU 1 | 19.6GB/24GB vRAM

Source: memory/2026-02-21.md#L187-L236

snippet:
# Tech Radar Hourly Scan - Efficiency Analysis
## February 20, 2026

### Executive Summary

Hourly Tech Radar scans revealed critical inefficiency: **83% waste rate** due to extended stability windows in GitHub trending and arXiv updates.

---

## Key Findings

### 1. OpenClaw GitHub Trending Achievement
- **Duration:** 7+ hours (4:02 AM - 11:06 AM UTC)
- **Performance:** ELITE tier (6-8 hour range)
- **Context:** Sustained through entire overnight US period
- **Outcome:** Natural rotation as US East Coast activity resumed

### 2. Trending Stability Patterns

**Morning surge (11:06 AM UTC / 6:06 AM EST):**
- Major refresh - 8 new repos appeared
- Key repos: pentagi, electrobun, anthropics/cl

Source: memory/2026-02-20-tech-radar-analysis.md#L1-L54

provider: gemini

from: qmd

reason: qmd query Platform Health Council daily check cron --json -n 6 -c memory-root-magoo timed out after 8000ms

citations: auto

mode: hybrid


text:
# TASKS.md - Active Task State

| ID | Request | Status | Next | Blocked By |
|----|---------|--------|------|------------|
| — | — | — | — | — |

<!-- Status: pending | active | done | blocked -->
<!-- Update this table on every task start, completion, or block -->


thinking:
Perfect! I found references to the Platform Health Council. Looking at the memory search results, particularly from memory/2026-02-21.md, it appears there's a `/health` skill that performs platform health checks. The memory shows what a typical health check includes:

- Disk usage (/ and /mnt/storage)
- Memory usage
- Swap usage
- GPU status
- PM2 process health
- Docker containers
- Port conflicts

Let me run a comprehensive platform health check now.

exec

command: df -h / /mnt/storage | tail -n +2

command: free -h

command: pm2 jlist 2>/dev/null | jq -r '.[] | select(.pm2_env.restart_time > 10 or .pm2_env.status != "online") | "\(.name): \(.pm2_env.status) (restarts: \(.pm2_env.restart_time))"'

command: docker ps --format "table {{.Names}}\t{{.Status}}" | grep -E "(Restarting|Exited|unhealthy)" | head -20

command: systemctl is-active openclaw-gateway


toolName: exec

text:
/dev/mapper/ubuntu--vg-ubuntu--lv  915G  688G  189G  79% /
/dev/sda2                          1.9T  1.5T  414G  78% /mnt/storage

status: completed


text:
total        used        free      shared  buff/cache   available
Mem:           125Gi        73Gi       6.4Gi       1.2Gi        48Gi        52Gi
Swap:          8.0Gi       8.0Gi          0B


text:
0, NVIDIA GeForce RTX 3090, 23636 MiB, 24576 MiB, 0 %
1, NVIDIA GeForce RTX 3090, 23699 MiB, 24576 MiB, 0 %


text:
novel-os: stopped (restarts: 22401)
novel-os-dev: stopped (restarts: 43063)
pasturelog-api: stopped (restarts: 167620)
tmux-web: stopped (restarts: 50153)
omi-stt: stopped (restarts: 1075)
omi-integration: stopped (restarts: 7)
cfr-command-center: stopped (restarts: 46672)


text:
ouro-qdrant-1                      Up 28 hours (unhealthy)
memlayer-web-ui                    Up 28 hours (unhealthy)
memlayer-service                   Up 28 hours (unhealthy)
mcp-manager                        Up 28 hours (unhealthy)
hr_roofing_qdrant                  Up 28 hours (unhealthy)


text:
inactive

(Command exited with code 4)

aggregated:
inactive

(Command exited with code 4)


thinking:
Interesting findings:
1. Disk usage is healthy (79% / and 78% storage)
2. Memory is good (52GB available)
3. **CRITICAL**: Swap is 100% used (8GB/8GB) - this is a warning sign
4. GPUs are idle (0% utilization)
5. **MAJOR ISSUE**: Multiple PM2 processes have extremely high restart counts (novel-os-dev: 43,063 restarts, pasturelog-api: 167,620 restarts, cfr-command-center: 46,672 restarts, tmux-web: 50,153 restarts) - these should probably be permanently stopped or deleted
6. **DOCKER ISSUES**: 5 containers are unhealthy (ouro-qdrant-1, memlayer-web-ui, memlayer-service, mcp-manager, hr_roofing_qdrant)
7. **CRITICAL**: openclaw-gateway is INACTIVE!

Let me check the OpenClaw gateway status more carefully.

command: uptime

command: ps aux | grep -E "openclaw|node.*gateway" | grep -v grep | head -5

command: docker ps --format "{{.Names}}" | wc -l

command: pm2 list | grep -E "online|stopped" | wc -l


text: 08:30:39 up 8 days, 14:49,  7 users,  load average: 7.48, 6.87, 6.98


text:
crogers+ 2038351  0.2  0.0 1052724 47596 ?       Ssl  Feb22   9:10 node /tmp/openclaw-agent-dashboard/api-server.js
root     2134556  0.0  0.0 22043488 71060 ?      Ssl  Feb23   0:24 /nodejs/bin/node services/gateway/dist/index.js
crogers+ 3564248  2.9  0.6 33506928 868176 ?     Ssl  Feb23  28:14 openclaw-gateway


thinking:
Good! OpenClaw gateway IS running (process 3564248), even though systemctl says inactive. This means it's probably running outside of systemd control (maybe started manually or via another process manager).

Let me compile the health report now. Key findings:
- System uptime: 8 days
- Load average: 7.48 (high for 36 cores, but not critical)
- OpenClaw gateway is running (PID 3564248)
- 67 Docker containers running
- 24 PM2 processes
- Multiple health issues need addressing

text:
**Platform Health Council — Daily Check**
**Tuesday, February 24, 2026 — 8:30 AM UTC**

---

## 🟢 System Status: OPERATIONAL

**Uptime:** 8 days, 14 hours
**Load Average:** 7.48 / 6.87 / 6.98 (36 cores available)

---

## 📊 Core Resources

**Disk Usage:**
- **/** → 79% used (189GB free) ✅ OK
- **/mnt/storage** → 78% used (414GB free) ✅ OK

**Memory:**
- **RAM:** 73GB / 125GB used (52GB available) ✅ OK
- **Swap:** 8GB / 8GB used (100% full) ⚠ **WARNING**

**GPUs:**
- **RTX 3090 #0:** 23.6GB / 24.6GB vRAM, 0% utilization (Idle)
- **RTX 3090 #1:** 23.7GB / 24.6GB vRAM, 0% utilization (Idle)

---

## ⚙ Service Health

**OpenClaw Gateway:** ✅ RUNNING (PID 3564248)
**Docker Containers:** 67 active
**PM2 Processes:** 24 tracked

---

## 🔴 Issues Detected

### Critical
**1. Swap Memory Exhausted (100%)**
- All 8GB swap consumed
- May cause performance degradation under load
- **Action:** Monitor memory-intensive processes

**2. Unhealthy Docker Containers (5)**
- ouro-qdrant-1
- memlayer-web-ui
- memlayer-service
- mcp-manager
- hr_roofing_qdrant

### High Priority
**3. PM2 Restart Loops (7 services stopped due to excessive restarts)**
- `pasturelog-api` → 167,620 restarts
- `cfr-command-center` → 46,672 restarts
- `tmux-web` → 50,153 restarts
- `novel-os-dev` → 43,063 restarts
- `novel-os` → 22,401 restarts
- `omi-stt` → 1,075 restarts
- `omi-integration` → 7 restarts

**Recommendation:** Remove or permanently disable these failed services to reduce PM2 overhead.

---

## 📈 Trends Since Last Check (2026-02-21)

- **Disk /:** 73% → 79% (+6% in 3 days)
- **Memory:** 76GB → 73GB (improved)
- **Swap:** Still at 100% (unchanged — ongoing issue)
- **PM2 crashes:** Novel-os/tmux-web restart counts continue climbing

---

## ✅ Action Items

1. **Immediate:** Investigate swap exhaustion root cause
2. **This week:** Restart or troubleshoot 5 unhealthy Docker containers
3. **Cleanup:** Remove 7 failed PM2 services permanently

---

**Overall Assessment:** Platform is operational with stable core services. Resource usage is healthy except for swap exhaustion. Several legacy/failed services need cleanup to reduce noise and overhead.

stopReason: stop