type: custom

customType: model-snapshot

provider: anthropic

modelApi: anthropic-messages


type: message

role: user

type: text

text:
[cron:bb8dfb8e-ae9f-4124-816c-fa071fe605d2 todo-check-4am] Cron nudge: Read TODO.md. If there are pending tasks, resume the Build → Test → Log → Decide loop. If all tasks are complete or blocked, report status and sleep.
Current time: Friday, February 20th, 2026 — 9:00 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 firing at 9:00 AM UTC (which would be 4:00 AM EST). The task is to:
1. Read TODO.md
2. If there are pending tasks, resume the Build → Test → Log → Decide loop
3. If all tasks complete or blocked, report status

Let me first read the TODO.md file to see what's there.

text: I'll check the TODO.md file to see what tasks are pending.

read

type: toolCall

api: anthropic-messages

stopReason: toolUse


role: toolResult

toolName: read

status: error

tool: read

error: ENOENT: no such file or directory, access '/home/crogers2287/.openclaw/agents/magoo/TODO.md'


thinking: TODO.md doesn't exist. Let me check what files are in my workspace.


toolName: exec

text:
total 120
drwxr-xr-x  9 crogers2287 crogers2287  4096 Feb 18 21:10 .
drwx------ 16 crogers2287 crogers2287  4096 Feb 18 03:23 ..
drwxrwxr-x  2 crogers2287 crogers2287  4096 Feb 17 03:19 .openclaw
drwxrwxr-x  2 crogers2287 crogers2287  4096 Feb 20 09:00 .pi
-rw-r--r--  1 crogers2287 crogers2287  3204 Feb 18 17:11 AGENTS.md
-rw-rw-r--  1 crogers2287 crogers2287   269 Feb 18 21:10 EVENTS.md
-rw-rw-r--  1 crogers2287 crogers2287   342 Feb 18 21:19 HEARTBEAT.md
-rw-rw-r--  1 crogers2287 crogers2287   636 Feb 15 01:20 IDENTITY.md
-rw-r--r--  1 crogers2287 crogers2287   956 Feb 11 12:13 MEMORY.md
-rw-r--r--  1 crogers2287 crogers2287  4689 Feb 18 22:50 SOUL.md
-rw-rw-r--  1 crogers2287 crogers2287   277 Feb 18 21:10 TASKS.md
-rw-r--r--  1 crogers2287 crogers2287   903 Feb 16 03:44 TOOLS.md
-rw-rw-r--  1 crogers2287 crogers2287   461 Feb 16 03:44 USER.md
drwx------  2 crogers2287 crogers2287  4096 Feb 20 07:01 agent
drwx---rwx  9 crogers2287 crogers2287 12288 Feb 20 04:42 memory
drwxrwxr-x  4 crogers2287 crogers2287  4096 Feb 18 17:07 qmd
drwxrwxr-x  2 crogers2287 crogers2287  4096 Feb 17 22:06 reports
drwxrwxr-x  2 crogers2287 crogers2287 36864 Feb 20 09:00 sessions

status: completed


thinking: There's no TODO.md file, but there is a TASKS.md file. Let me check that instead.


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: TASKS.md shows no active tasks - the table is empty. Let me also check the most recent memory files to see if there's any context about pending work.

exec

command: ls -lt /home/crogers2287/.openclaw/agents/magoo/memory/*.md | head -5


text:
-rw-rw-r-- 1 crogers2287 crogers2287  8436 Feb 20 08:02 /home/crogers2287/.openclaw/agents/magoo/memory/2026-02-20.md
-rw-rw-r-- 1 crogers2287 crogers2287  2119 Feb 20 04:42 /home/crogers2287/.openclaw/agents/magoo/memory/2026-02-20-0440-news-pulse.md
-rw-rw-r-- 1 crogers2287 crogers2287  1814 Feb 20 04:21 /home/crogers2287/.openclaw/agents/magoo/memory/2026-02-20-0420-news-pulse.md
-rw-rw-r-- 1 crogers2287 crogers2287  2375 Feb 20 04:02 /home/crogers2287/.openclaw/agents/magoo/memory/2026-02-20-0400-news-pulse.md
-rw-rw-r-- 1 crogers2287 crogers2287   691 Feb 19 23:09 /home/crogers2287/.openclaw/agents/magoo/memory/2026-02-19.md


thinking: The most recent activity is from today at 08:02 UTC in the daily log. Let me check that to see what's been happening.


text:
## Tech Radar Hourly — 3:01 AM UTC

### 🚀 Rising Repos
- https://github.com/ComposioHQ/composio `#openclaw-competitor` — **Composio** (launched Feb 20), 1000+ toolkits, context management, sandbox

### 📄 Research & Analysis
- https://www.pluralsight.com/resources/blog/ai-and-data/best-ai-models-2026-list `#sota-model` — Best AI Models 2026 analysis
  - Gemini 2.5 Pro: LMArena 1452 (Rank 1)
  - Claude 4.5 Sonnet: 70.6% SWE-bench (coding leader)
  - Meta Llama 4 Scout: **10M token context** (open-source)
  - Moonshot Kimi K2: 1T params MoE

### 🚨 Security
- CVE-2026-26320: OpenClaw macOS deep link shows only 240 chars, executes full message

### Key Trends
- Specialization thesis: No single winner, portfolio approach
- Test-time compute: "Thinking models" with dynamic GPU allocation
- 10M context: Open-source disruption (Meta Llama 4 Scout)

---

## Tech Radar Hourly — 4:02 AM UTC

### 🚀 Rising Repos (GitHub Trending)
- https://github.com/obra/superpowers `#openclaw-ecosystem` — Agentic skills framework & dev methodology. Auto subagent workflows, TDD/YAGNI enforcement, works with Claude Code/Cursor
- https://github.com/p-e-w/heretic `#research` — Fully automatic LLM censorship removal via directional ablation. Optuna TPE optimizer, minimizes refusals while preserving intelligence
- https://github.com/RichardAtCT/claude-code-telegram `#openclaw-competitor` — Telegram bot for remote Claude Code access (similar to OpenClaw Telegram integration)
- https://github.com/open-mercato/open-mercato `#marketing-relevant` — AI-supportive CRM/ERP framework, modular, multi-tenant, claims better than Django/Retool
- https://github.com/openclaw/openclaw `#openclaw-ecosystem` — **🎉 WE'RE TRENDING!** Personal AI assistant on GitHub trending page
- https://github.com/freemocap/freemocap — Free motion capture for everyone
- https://github.com/exo-explore/exo — Run frontier AI locally

### 📄 Fresh Research (arXiv Feb 20)
- https://arxiv.org/abs/2602.17607 `#agent-architecture` — **AutoNumerics**: Multi-agent framework for autonomous PDE solver design from NL descriptions. Generates transparent (not black-box) solvers, coarse-to-fine execution, residual-based self-verification
- https://arxiv.org/abs/2602.17663 — HIPE-2026: CLEF eval lab for person-place relation extraction from multilingual historical texts. Tri-fold eval: accuracy, efficiency, domain generalization

### ⚡ Infra & DevOps
- Brave Search API hit rate limits (1 req/sec on free plan, 1934/2000 quota used)
- No significant infra optimizations trending in past 24h

---

## Tech Radar Hourly — 5:01 AM UTC

### 🚀 Rising Repos (GitHub Trending)
- https://github.com/harvard-edge/cs249r_book `#infra-optimization` — **NEW** ML Systems Engineering textbook (Harvard). Open learning stack with TinyTorch framework for edge deployment (Arduino, RPi), covers CNNs→transformers, MLPerf benchmarks
- https://github.com/openclaw/openclaw `#openclaw-ecosystem` — **STILL TRENDING** (2nd hour on GitHub trending page) 🎉
- Same repos from 4:02 scan still trending: obra/superpowers, open-mercato, claude-code-telegram, heretic, freemocap

### 📄 Fresh Research (arXiv Feb 20)
- https://arxiv.org/abs/2602.17658 `#rlhf-optimization` — **MARS**: Margin-Aware Reward-Modeling for RLHF/RLAIF. Targets ambiguous low-margin preference pairs, iteratively refines via hard-sample augmentation, theoretical guarantees on loss curvature
- https://arxiv.org/abs/2602.17646 `#agent-architecture` — Multi-Round Human-AI Collaboration framework. User-specified counterfactual harm (don't undermine human) + complementarity (add value where humans err). Online, distribution-free algorithm

### ⚡ MCP Ecosystem
- https://github.com/mcp `#openclaw-ecosystem` `#mcp-server` — **MCP Registry now live with 81 servers**: Firecrawl (web scraping), Unity Editor control, Browser automation via accessibility trees, Composio Tool Router (Telegram MCP)
- Notable servers: GitHub, Notion, Azure, Supabase, PostgreSQL, Stripe, MongoDB, Terraform, Sentry, Neon, Chroma, SonarQube, monday.com, Atlassian Rovo

### 📊 Market Intelligence
- **Gartner 2026**: 40% of enterprise apps will embed task-specific AI agents by EOY (up from <5% in 2025)
- **Deloitte**: Autonomous agent market = $8.5B in 2026, potentially $45B by 2030 with better orchestration
- https://felixastner.com/articles/from-hype-to-revenue-why-smart-orchestration-turns-ai-agents-into-business-assets-in-2026 `#marketing-relevant`

### Notes
- Minimal new trending content vs 4:02 AM scan (1hr delta)
- Core repos unchanged, focus shifted to ML systems education + human-AI collaboration research

---

## Tech Radar Hourly — 6:01 AM UTC

### 🔒 Trending Stability Alert
**GitHub trending repos UNCHANGED for 3rd consecutive hour (4-6 AM UTC):**
- obra/superpowers, RichardAtCT/claude-code-telegram, open-mercato, harvard-edge/cs249r_book, HailToDodongo/pyrite64, **openclaw/openclaw** 🎉, freemocap, p-e-w/heretic

### 📄 Research Updates
- **No new cs.AI papers** since 5:01 AM scan (169 total entries, same as previous hour)
- Normal for early morning UTC before US East Coast activity

### ⚡ Infrastructure Intelligence
- https://dev.to/maurizio_morri_f7f4bd128c/ai-inference-is-becoming-a-memory-engineering-problem-1p2j `#infra-optimization` — **AI Inference = Memory Engineering Problem**: "Decoding dominated by memory traffic. Every token pulls attention state (KV cache) back into GPU. Turning AI into memory hierarchy problem, not compute problem."

### 📊 Key Observations
- **OpenClaw sustained visibility**: 3 consecutive hours on GitHub trending (4-6 AM UTC) = strong organic interest signal
- **Trending velocity slowing**: Early morning UTC lull before US East Coast wakes up
- **2026 Infra Theme**: Memory-bound inference > pure compute optimization (KV cache bottleneck)

### 💡 Recommendation
Pause hourly scans until 8:00 AM EST (13:00 UTC) when US activity resumes and new content emerges.

---

## Tech Radar Hourly — 7:04 AM UTC

### 🔒 Zero Change Alert - 4th Consecutive Hour
**GitHub trending repos UNCHANGED 4-7 AM UTC (4 hours stable):**
- Same 8 repos: obra/superpowers, RichardAtCT/claude-code-telegram, open-mercato, harvard-edge/cs249r_book, HailToDodongo/pyrite64, **openclaw/openclaw**, freemocap, p-e-w/heretic

### 🎉 OpenClaw Milestone
**4 consecutive hours on GitHub trending (4-7 AM UTC)** — Exceptionally strong organic signal. Most repos churn off within 1-2 hours. Sustained visibility during overnight US hours indicates genuine developer interest.

### 📄 Research Status
- **cs.AI:** 169 entries (unchanged since 5:01 AM)
- **cs.LG:** 162 entries (unchanged since 5:01 AM)
- No new papers published during overnight hours

### 🌍 Global Activity Context
- US East Coast: 2:04 AM (deep sleep)
- US West Coast: 11:04 PM (late evening)
- Europe: 8:04 AM (early morning commute)
- **Expected resume:** 8-9 AM EST (13-14 UTC) when US developers start workday

### 💡 Updated Recommendation
**SUSPEND hourly scans until 8:00 AM EST (13:00 UTC).** Current frequency yielding zero delta for 4 consecutive hours. Resume when US East Coast activity picks up.

---

## Tech Radar Hourly — 8:01 AM UTC

### 🔒 Still Zero Change - 5th Consecutive Hour
**GitHub trending UNCHANGED 4-8 AM UTC (5 hours stable):**
- Same 8 repos: obra/superpowers, RichardAtCT/claude-code-telegram, open-mercato, harvard-edge/cs249r_book, HailToDodongo/pyrite64, **openclaw/openclaw**, freemocap, p-e-w/heretic

### 🎉 OpenClaw 5-Hour Trending Milestone
**EXCEPTIONAL performance:** Most repos trend 1-3 hours before rotating off. OpenClaw sustained visibility through entire overnight US period (11 PM - 3 AM EST). Indicates:
- Strong organic developer interest
- Cross-timezone appeal (maintained without US peak hours)
- Quality signal (GitHub algo keeps repos with sustained engagement)

### 📄 Research Status
- **cs.AI:** 169 entries (unchanged 5+ hours)
- **cs.LG:** 162 entries (unchanged 5+ hours)

### 🌍 Current Activity Context (8:01 AM UTC)
- US East Coast: 3:01 AM (deep sleep)
- US West Coast: 12:01 AM (midnight)
- Europe: 9:01 AM (early work/commute)
- **No activity expected until:** 8-9 AM EST (13-14 UTC) — 5-6 hours away

### 💡 Extended Recommendation
**EXTEND PAUSE to 1:00 PM UTC (8:00 AM EST)** when US East Coast workday begins. Current overnight lull continuing.

---


thinking:
Based on the daily log, the last activity was hourly tech radar scans, and the agent recommended pausing until 1:00 PM UTC (8:00 AM EST) due to zero changes for 5 consecutive hours. Now it's 9:00 AM UTC, which is still during that recommended pause window (we're 4 hours before the 1:00 PM UTC resume time).

TASKS.md shows no active tasks. The cron job is checking for pending tasks, but there are none. I should report this status clearly and note that the system is in a quiet period as expected.

text:
**📋 TODO Check Status - 9:00 AM UTC (4:00 AM EST)**

**TASKS.md:** Empty — no pending tasks.

**Current State:** System in expected quiet period. Last activity was hourly tech radar scans (4-8 AM UTC) which showed zero GitHub trending changes for 5 consecutive hours. Agent recommended extended pause until 1:00 PM UTC (8:00 AM EST) when US East Coast activity resumes.

**OpenClaw Status:** 🎉 Sustained 5+ hours on GitHub trending (exceptional performance — most repos rotate off within 1-3 hours).

**Next Scheduled Activity:** Tech radar resume at 1:00 PM UTC when US developer activity picks up.

**Decision:** Sleep. No tasks to process, system running as expected during overnight lull.

stopReason: stop