type: custom

customType: model-snapshot

provider: anthropic

modelApi: anthropic-messages


type: message

role: user

type: text

text:
[cron:e8157b19-b796-4d41-827b-61a56de73476 todo-check-2am] 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 — 7:00 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 that's asking me to check TODO.md and see if there are tasks to work on. Let me read the TODO.md file first 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 if there are any other todo-related files or check my memory for recent context about what I should be doing.


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 07:00 .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 17 12:17 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 07:00 sessions

status: completed


thinking: I see there's a TASKS.md file instead of TODO.md. Let me check that.


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 is empty - no active tasks. Let me also check the memory for today and yesterday to see if there's any recent context about what I should be working on.


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.

---


text:
## Tech Radar Hourly — 11:07 PM UTC

### 🚀 Rising Repos
- https://github.com/synkraai/aios-core `#openclaw-competitor` — **SynkraAI AIOS-Core** (1.4k stars), 11 agents, ADE engine, multi-IDE

### 📄 Research & Analysis
- https://www.americanbanker.com/news/openclaw-ai-creates-shadow-it-risks-for-banks `#security-critical` — OpenClaw in **22% of enterprises**, 60% use unapproved AI, 75% share sensitive data
- Gemini 3.1 Pro continues coverage (ARC-AGI-2 77.1%, Humanity's Last Exam 44.4%)

### Key Stats
- OpenClaw: **211,000 GitHub stars**, **2M visitors/week**
- Financial services: **65%** use unapproved AI tools
- Enterprise detection: 22% of monitored environments

---


thinking:
Looking at the memory, I've been doing hourly tech radar scans, and the last scan was at 6:01 AM UTC with a recommendation to pause until 8:00 AM EST (13:00 UTC). It's now 7:00 AM UTC, so still in the early morning lull period.

The TASKS.md file shows no active tasks. There's no TODO.md file. Based on the context, my main ongoing task has been the tech radar monitoring, but I recommended pausing until US East Coast activity resumes.

Since there are no specific pending tasks and we're still in the quiet period before US activity picks up, I should report that status is clear and continue sleeping until the next scheduled check or until activity resumes.

text:
**📋 TODO Check — 7:00 AM UTC (Friday, Feb 20)**

**Status:** No active tasks

- TASKS.md: Empty (no pending/active/blocked items)
- TODO.md: Does not exist
- Recent context: Last work was Tech Radar hourly scans (ended 6:01 AM UTC with recommendation to pause until 13:00 UTC / 8:00 AM EST when US activity resumes)

**Current State:** All clear. System monitoring continues via scheduled cron jobs.

**Next Action:** Resume tech radar monitoring at 8:00 AM EST (13:00 UTC) when GitHub/research activity picks up, or respond to ad-hoc requests.

stopReason: stop