Summary:
✅ **Tech Radar Hourly Scan Complete (6:06 PM UTC)**

**Status: STABLE - 8TH CONSECUTIVE HOUR UNCHANGED**

**Key Findings:**
- GitHub trending: Unchanged 11:06 AM - 6:06 PM UTC (8 hours)
- arXiv: Still 169 entries (unchanged since overnight)
- **Total duplicate scans today:** 12 out of 13

**Message sent:** Brief update noting 8-hour milestone (kept concise - avoiding redundant explanations)

**Recommendation unchanged:** Implement 4x daily schedule (11, 17, 20, 23 UTC) instead of hourly

**Logged to:** `memory/2026-02-20.md` - 8-hour stability milestone

**Delivered to:** Chad via Telegram (6558388607)


Summary:
✅ **Tech Radar Scan Complete (7:14 PM UTC)**

**Status: 9TH CONSECUTIVE HOUR UNCHANGED**

**Key Data:**
- Stability window: 11:06 AM - 7:14 PM UTC (9 hours)
- Total duplicate scans today: 13 out of 14
- Same 15 repos, same order
- arXiv: 169 entries (unchanged)

**Message sent:** Minimal update (avoiding redundant explanations)

**Logged to:** `memory/2026-02-20.md`

**Delivered to:** Chad via Telegram (6558388607)

The pattern is definitively clear: 9 consecutive hours of stability proves hourly scanning is unnecessary. Waiting for cron schedule adjustment.


Summary:
✅ **Tech Radar Scan Complete (8:13 PM UTC)**

**Status: 10TH CONSECUTIVE HOUR UNCHANGED**

**Key Data:**
- Stability window: 11:06 AM - 8:13 PM UTC (10 hours)
- Total duplicate scans today: 14 out of 15
- Same 15 repos, same order
- arXiv: 169 entries (unchanged)

**Message sent:** Minimal update noting 10-hour milestone

**Logged to:** `memory/2026-02-20.md`

**Delivered to:** Chad via Telegram (6558388607)

The trend continues: 10 consecutive hours of stability definitively proves hourly scanning is wasteful.


Summary:
✅ **Tech Radar Scan Complete (9:02 PM UTC)**

**Status: 11TH CONSECUTIVE HOUR UNCHANGED**

- Stability window: 11:06 AM - 9:02 PM UTC (11 hours)
- Waste: 15 duplicate scans out of 16 total today

**Message sent** | **Logged to memory** | **Delivered to Chad**

Pattern definitively established: 11 consecutive hours of identical data proves hourly scanning is unnecessary.


Summary:
✅ **Tech Radar Scan Complete (10:01 PM UTC)**

**Status: 12TH CONSECUTIVE HOUR UNCHANGED**

- Stability window: 11:06 AM - 10:01 PM UTC (12 hours)
- Waste: 16 duplicate scans out of 17 total today
- Same 15 repos, same order

**Message sent** (minimal) | **Logged to memory** | **Delivered to Chad**

**Definitive proof:** 12 consecutive hours of identical data conclusively demonstrates hourly scanning is unnecessary.


Summary:
✅ **Tech Radar Scan Complete (11:06 PM UTC)**

**Status: 13TH CONSECUTIVE HOUR UNCHANGED**

- **Stability window:** 11:06 AM - 11:06 PM UTC (13 hours)
- **Full 12-hour half-day** of identical data
- Waste: 17 duplicate scans out of 18 total today

**Message sent** | **Logged to memory** | **Delivered to Chad**

**Final proof:** 13 consecutive hours conclusively demonstrates hourly scanning produces no value during US workday/evening hours. Cron schedule change required.


Summary:
✅ **Tech Radar Scan Complete (12:02 AM UTC - Feb 21st)**

**Status: 14+ HOURS UNCHANGED - ACROSS TWO CALENDAR DAYS**

- Stability persisted through midnight UTC rollover
- Same 15 repos from Feb 20 still trending
- arXiv: Still showing Feb 20 data (169 entries)

**Feb 20 Final Stats:**
- **Total scans:** 19
- **Meaningful scans:** 2 (4:02 AM, 11:06 AM UTC)
- **Duplicate scans:** 17
- **Waste rate:** 89%
- **Stable:** 20 out of 21 hours (95%)

**Message sent** | **Created memory/2026-02-21.md** | **Delivered to Chad**

**Definitive conclusion:** Hourly scanning produces no value 89-95% of the time. Cron schedule change urgently required.


Summary:
✅ **Scan Complete (2:06 AM UTC)**

**Status:** 15+ hours unchanged | **Message sent** (minimal)

Pattern definitively established. Awaiting cron schedule change.


Summary:
✅ **Scan Complete (3:02 AM UTC)**

**Status:** 16+ hours unchanged | **Message sent** (minimal)

Pattern continues. Awaiting cron schedule change.


Summary:
Tech Radar scan complete. Report sent to Telegram and logged to memory.

**Key findings this hour:**
- 🚨 **Microsoft officially entered the agent framework space** with `microsoft/agent-framework` (Python/.NET, enterprise-grade)
- 🚨 **MassGen** from Berkeley is a new multi-agent scaling competitor with Copilot SDK integration
- ✅ **GitHub Agentic Workflows** (`gh-aw`) released with native MCP Gateway — potential integration opportunity
- 📢 **awesome-openclaw** list documenting 700+ skills, 50+ integrations — good marketing signal
- **MCP ecosystem expanding** with new task-orchestrator server solving context pollution


Summary:
Tech Radar scan complete. Report sent to Telegram and logged to memory.

**Key findings this hour:**
- 🚨 **AWS entered agent SDK space** with strands-agents — model-driven, native MCP, A2A protocol
- ✅ **mcp-fusion** — enterprise MCP multiplexer solving context collapse, 10-100x tool reduction
- ⚡ **Tightwad** — potentially useful for Fred Server: pools mixed GPUs (CUDA+ROCm), 1.86x speedup on 70B models, speculative decoding
- 🚨 **KLong (arxiv)** — 106B model beats Kimi K2 Thinking (1T) by 11.28% using trajectory-splitting SFT + progressive RL

**Fred Server opportunity:** Tightwad could pool your 2x RTX 3090s for faster 70B inference with speculative decoding. Worth investigating.


Summary:
Tech Radar scan complete. Report sent to Telegram and logged to memory.

**Key findings this hour:**
- ✅ **AionUi explicitly supports OpenClaw** — multi-agent cowork platform with OpenClaw auto-detection
- 🚨 **gobii-platform positions against OpenClaw** — includes "Gobii vs OpenClaw" comparison table
- 📢 **ApplyPilot viral** — autonomous job application agent, 1000 jobs in 2 days
- ✅ **Red Hat enters MCP** — insights-mcp for enterprise Linux infrastructure
- 📄 **Personalization research** — Persona2Web benchmark for user-aware agents


Summary: Now I have all the data. Let me compile the full Tech Radar report and send it:


Summary:
✅ **5 PM Tech Radar scan complete.**

**Summary of findings since 11 AM:**
- **Web Verbs paper** — Most interesting for OpenClaw ecosystem. Proposes typed function abstractions for web agents, moving beyond brittle click/keystroke automation.
- **xiaohongshu-mcp** — New MCP server for Chinese social platform.
- **MolHIT** — SOTA molecular generation (scientific AI).
- **Nanbeige4.1-3B** — Rising Apache 2.0 LLM on Hugging Face.

No major new GitHub trending repos since the morning scan. All findings logged to `memory/2026-02-14.md`.


Error: All models failed (4): anthropic/claude-sonnet-4-5: No available auth profile for anthropic (all in cooldown or unavailable). (rate_limit) | zai/glm-5: No available auth profile for zai (all in cooldown or unavailable). (rate_limit) | minimax/MiniMax-M2.5: No available auth profile for minimax (all in cooldown or unavailable). (rate_limit) | kimi-coding/k2p5: No available auth profile for kimi-coding (all in cooldown or unavailable). (rate_limit)


Summary:
✅ **11 PM Tech Radar scan complete.**

**Summary of findings:**
- **New paper: ODESteer** — ODE-based framework for LLM alignment via activation steering. Relevant for agent control.
- **New paper: KG-RAG** — 14.3% accuracy improvement for domain-specific LLMs using knowledge graphs + RAG.
- **New paper: Visual Model Checking** — Formal verification for image retrieval systems.

**HF Model Updates:**
- Qwen3.5-397B-A17B: 884 likes (+24 since 11 AM)
- nvidia/personaplex-7b-v1: 2,144 likes
- GLM-5: 1,428 likes

GitHub trending repos remained stable throughout Sunday with no major new entrants. All findings logged to `memory/2026-02-14.md`.


Summary:
Tech radar scan complete. Found several significant items:

- **OpenClaw ecosystem expansion**: ClawWork (economic benchmark) + claw-empire (agent orchestrator)
- **PicoLM**: 1B LLM on $10 hardware, fully offline - major edge AI story
- **ggml.ai → Hugging Face**: llama.cpp creators acquired, huge for local AI infrastructure
- **Mafin 2.5**: Claims 98.7% FinanceBench, beats GPT-4o with vectorless RAG
- **New MCP servers**: NotebookLM, Unity, context bloat reducer

Report sent to Telegram and logged to `memory/2026-02-23.md`.


Summary:
Tech radar scan complete (12:10 PM EST).

**Key findings this hour:**
- **MiniMax-M2.5**: Major SOTA coding model claim - 80.2% SWE-Bench, $1/hr inference
- **MCPoison vulnerability**: Security alert - RCE in MCP configs
- **OpenClaw ecosystem mention**: GLM-5 report cites 13% OpenRouter token share
- **Rust leads agent benchmarks**: Performance edge over Python frameworks

Report sent to Telegram. Memory updated.


Summary:
Tech radar scan complete (3:17 PM EST).

**🚨 MAJOR ALERT:** OpenClaw hit **100K stars in ONE WEEK** — fastest-growing open source project of 2026.

**Key findings this hour:**
- **Claude Octopus**: Multi-model orchestrator (Claude+Codex+Gemini) with MCP chat bridges
- **GLM 5**: 745B params, MoE, 128K context — open-source SOTA
- **Zig AI Agent**: 3MB binary, full MCP, chat bridges for all platforms
- **17k tokens/sec**: Local inference optimization strategies
- **Benchmark exposé**: "7 Ways Benchmarks Get Gamed" + RLAIF compromised

Report sent to Telegram. Memory updated.


Summary:
Tech radar scan complete (6:04 PM EST) — Final scan of the day.

**Key findings this hour:**

1. **Genviral OpenClaw Skill** 🎯 — Social media automation across 6 platforms. Spot + replicate trending posts. HIGHLY relevant for marketing.

2. **PicoClaw** 🦐 — <10MB RAM (99% less than OpenClaw), $10 hardware. Self-bootstrapped Go refactor.

3. **"You Could've Invented OpenClaw"** 📚 — Educational gist explaining architecture from first principles. Great for marketing/onboarding.

4. **AMD Strix Halo toolboxes** ⚡ — Pre-built containers for LLMs on AMD Ryzen AI Max hardware.

5. **Nature paper** — FaceScanPaliGemma multi-agent vision language models.

6. **Social buzz** — Julian Goldie: "OpenClaw is Absolutely INSANE!" (LinkedIn viral post)

Report sent to Telegram. Memory updated. Day's radar scans complete.


Summary:
📊 **Tech Radar Hourly Scan Complete**

**SUMMARY:**
- **6 Rising Repos** identified (3 OpenClaw competitors/ecosystem, 2 MCP servers)
- **2 Fresh Research** papers (1 security, 1 SOTA reasoning breakthrough)
- **3 Infra Alerts** (Docker AI agent, vectorless RAG trend, GitHub trending report)

**KEY FLAGS:**
🚨 **Confluence Labs**: 97.9% SOTA on ARC-AGI-2 (world's hardest reasoning benchmark) — Major breakthrough
🚨 **PicoClaw**: 12K stars in 1 week, runs on $10 hardware with <10MB RAM (99% less than OpenClaw)
🚨 **Spacebot**: Multi-user agent architecture solves OpenClaw's single-session bottleneck
🚨 **CIBER**: Security research reveals Natural Language Disguise attacks bypass code-based defenses

**DELIVERED:**
✅ Report sent to 6558388607
✅ All URLs logged to `memory/2026-02-24.md` with tags (#openclaw-ecosystem, #mcp-server, #sota-model, #marketing-relevant, #infra-optimization)


Summary:
📊 **Tech Radar Hourly Scan Complete (12:06 PM EST)**

**SUMMARY:**
- **5 Rising Repos** identified (2 OpenClaw competitors, 1 Microsoft official entry, 1 orchestrator, 1 OSINT tool)
- **🚨 CRITICAL SECURITY ALERT:** SANDWORM_MODE npm worm targeting MCP servers + AI coding assistants
- **3 Fresh Research** papers (continual learning, multi-agent RL, human-AI coexistence)
- **4 Infra/Cost Alerts** (agentic AI cost crisis, FinOps rise, Software-mageddon thesis)

**KEY FLAGS:**
🚨 **CRITICAL:** SANDWORM_MODE — Active npm supply chain attack. Rogue MCP servers poison Claude Code/Codex with prompt injections
🚨 **Microsoft enters arena:** Official `agent-framework` with Python + .NET support, graph-based orchestration
🚨 **Agentic AI cost crisis:** 92% experience overruns, 71% lack visibility. IDC research confirms systemic problem
🚨 **"Software-mageddon":** Market analysis declares end of SaaS era, beginning of Agentic Era

**DELIVERED:**
✅ Report sent to 6558388607
✅ All URLs logged to `memory/2026-02-24.md` with tags (#openclaw-ecosystem, #mcp-server, #security-critical, #cost-optimization, #marketing-relevant, #agent-framework)

**NOTABLE TREND:**
The convergence of **security threats** (SANDWORM_MODE MCP poisoning) and **cost management crises** (92% overruns) signals enterprise readiness challenges for agentic AI at scale.


Summary:
📊 **Tech Radar Hourly Scan Complete (3:08 PM EST)**

**SUMMARY:**
- **6 Rising Repos** identified (2 OpenClaw competitors, 2 MCP servers, 1 coding orchestrator, 1 AWS research)
- **🚨 CRITICAL SECURITY RESEARCH:** Viral Agent Loop paper — agents as vectors for self-propagating worms
- **3 Fresh Research** papers (agent security, OCR SOTA, vision unlearning)
- **3 Infra/Cost Alerts** (Flexera cloud optimization, 2026 cloud landscape, Ollama growth)

**KEY FLAGS:**
🚨 **strands-agents:** NEW open-source SDK with native MCP, multi-agent built-in (Graph/Swarm/Workflow), model agnostic
🚨 **HKUDS/nanobot:** Ultra-Lightweight OpenClaw — 4K lines vs 430K+ (99% smaller), from HKU Data Science lab
🚨 **Viral Agent Loop:** New attack vector — agents spread generative worms without code exploits. Zero-Trust Runtime Architecture needed.
🚨 **Vibe Kanban:** Coding agent orchestrator — run Claude Code, Codex, Gemini CLI in parallel
🚨 **agoda-com/api-agent:** Universal MCP server for ANY GraphQL/REST API — zero config, SQL post-processing

**DELIVERED:**
✅ Report sent to 6558388607
✅ All URLs logged to `memory/2026-02-24.md` with tags (#openclaw-ecosystem, #agent-framework, #mcp-server, #security-critical, #sota-model, #infra-optimization)

**NOTABLE TREND:**
The "lightweight agent" trend continues — **nanobot** (HKUDS) at 4K lines and **strands-agents** SDK both emphasizing minimal code, native MCP, and multi-provider support. The ecosystem is converging on MCP as the standard tool protocol.


Summary:
📊 **Tech Radar Hourly Scan Complete (6:03 PM EST)**

**SUMMARY:**
- **1 Rising Repo** identified (marketing skills for Claude Code)
- **🚨 CRITICAL SECURITY ALERT:** AI Agent Sprawl — 3M+ corporate agents, only 47.1% monitored
- **3 Fresh Research** findings (ContentBench, Gravitee security report, Gartner forecast)
- **3 SOTA Models/Tools** (MiniMax M2.5, Thunk.AI, Mercury 2)

**KEY FLAGS:**
🚨 **AI Agent Sprawl Crisis:** 1.5M unsecured agents in Fortune 500. 29% of employees use shadow AI.
🚨 **MiniMax M2.5:** 80.2% SWE-Bench Verified — SOTA coding + agentic model, 37% faster than M2.1
🚨 **Gartner:** 40% of enterprise apps will embed AI agents by EOY 2026 (8x growth from 2025)
🚨 **ContentBench:** New benchmark shows low-cost LLMs can code 50K posts for only a few dollars
🚨 **coreyhaines31/marketingskills:** Marketing skills library for Claude Code (CRO, SEO, email automation)

**DELIVERED:**
✅ Report sent to 6558388607
✅ All URLs logged to `memory/2026-02-24.md` with tags (#marketing-relevant, #security-critical, #sota-model, #benchmark, #agent-architecture, #agent-sprawl, #shadow-ai)

**NOTABLE TREND:**
**Enterprise governance crisis** emerging: 3M+ agents deployed, 1.5M unsecured. Gartner predicts 40% of enterprise apps will embed agents by EOY 2026. The shift from controlled SaaS sprawl to uncontrolled AI agent sprawl is the new CIO nightmare. Security + observability becoming critical infrastructure requirements.


Summary:
**Tech Radar scan complete.**

✅ **Done:**
- Scanned GitHub trending (AI agents, LLM, MCP servers, marketing automation, social bots)
- Checked arxiv cs.AI/recent, HuggingFace trending papers
- Found 6 rising repos, 4 research papers, 2 infra tools, 3 new MCP servers
- Sent formatted report to 6558388607
- Appended all URLs to `memory/2026-02-25.md` with tags

**Next:** Hourly scan repeats in ~1 hour.

**Blocked:** Nothing.


Summary:
Tech Radar scan complete (5:02 PM UTC)

✅ **Delivered to:** 6558388607
✅ **Memory updated:** 2026-02-25.md

**Key findings:**
- 6 rising GitHub repos (oh-my-pi, Qwen Code, Agent Orchestrator, vibe-kanban, awesome-openclaw-skills, llmfit)
- 5 research papers with SOTA claims (LogicGraph reasoning benchmark, GLM-OCR, APEX-Agents, Chatterbox TTS, MinerU2.5)
- 3 infra alerts (ServiceNow/vllm-dev 2x speedup, RF-DETR 40+ FPS, llm-port cost optimization)
- 4 new MCP servers documented

**Notable flags:**
- oh-my-pi: Direct OpenClaw competitor with LSP + subagents
- Agent Orchestrator: Multi-agent parallel execution (156⭐ in 24h)
- LogicGraph: 45 citations in first day (high engagement)
- llm-port: Provider routing layer for cost optimization

**Next scan:** ~6:02 PM UTC


Summary:
**Tech Radar scan complete.**

**Sent** to Skinny (6558388607) — 2 critical competitor flags (OpenFang, PicoClaw), 1 SOTA model (Qwen3.5), 1 security advisory (MCP confused deputy), 1 inference speedup (ZSE 11.6×), 3 agent architecture papers.

**Logged** all URLs to `memory/2026-02-26.md` with appropriate tags.


Summary:
**Tech Radar scan complete.**

**Sent** to Skinny (6558388607) — 2 competitor alerts (Hermes Agent — closest OpenClaw rival yet, AionUi ecosystem tool), 1 SOTA coding benchmark (CoderForge #1 at ≤32B), 3 agent architecture papers, 3 infra optimizations.

**Logged** all URLs to `memory/2026-02-26.md`.

**Key finding:** Hermes Agent from NousResearch is the most direct OpenClaw competitor seen — same multi-channel gateway architecture, persistent memory, any-model support. Worth tracking closely.


Summary: ⚠ 📝 Edit: `in ~/.openclaw/agents/magoo/memory/2026-02-26.md (1263 chars)` failed: Found 2 occurrences of the text in /home/crogers2287/.openclaw/agents/magoo/memory/2026-02-26.md. The text must be unique. Please provide more context to make it unique.


Summary:
**Tech Radar scan complete (final for the day).**

**Sent** to Skinny (6558388607) — 3 major competitor alerts (Superpowers 1,528⭐/24h viral, Claude-Flow #1 agent framework, mini-swe-agent 74% SWE-bench), 1 ecosystem tool (ClawKit 60-90% cost savings), 1 media coverage (Ars Technica references OpenClaw deletion incident), 2 agent architecture papers.

**Logged** all URLs to `memory/2026-02-26.md`.

**Key insights from today's scans:**
- **Superpowers framework's viral growth** (1,528⭐ in 24h) signals developer fatigue with agent frameworks that over-promise
- **Hermes Agent** (NousResearch) is closest OpenClaw competitor — same multi-channel architecture
- **Moltbot** confirms strong OpenClaw ecosystem expansion (106K stars, GDPR-native)
- **Security narrative** gaining traction in media (Ars Technica, unverified X claims) — worth monitoring
- **Cost optimization** becoming major ecosystem theme (ClawKit, llmfit, various guides)


Summary:
Tech radar scan complete. Key findings:

**🚨 HIGH PRIORITY FLAGS:**
- **Microsoft Agent Framework** — Microsoft directly entering agent orchestration space
- **GoClaw** — Go-based competitor with name confusion risk
- **MiniMax M2.5** — New coding SOTA at 80.2% SWE-Bench Verified
- **MCP Security Scan** — Top 20 MCP servers audited, vulnerabilities found

**📊 TREND:**
MoE architecture now standard across major releases (Qwen 3.5, MiniMax M2, GLM-5, Kimi K2.5)

Report sent to Skinny. Memory updated.


Summary:
**Tech Radar scan complete.**

**Summary:**
- **1 MAJOR FLAG**: ByteDance DeerFlow — 21.5k stars, open-sourced today. Production-ready agent harness with sandboxes, persistent memory (TIAMAT cloud), multi-agent orchestration. This is a serious OpenClaw competitor.
- **GitHub Enterprise AI Controls**: GA Feb 26, agent control plane for enterprise governance
- **Claude Cowork**: Expanded workplace integrations
- **DeepSeek V4**: Mid-February release with new conditional memory architecture
- **New MCP servers**: Kaimon.jl (Julia), MongoDB

Message sent to 6558388607. URLs logged to `memory/2026-02-27.md` with appropriate tags.


Summary:
**Tech Radar Scan Complete** ✅

**What was done:**
- Scanned GitHub trending, arXiv recent papers, HuggingFace trending
- Identified 6 fresh rising repos (WiFi-DensePose, Moonshine ASR, GitNexus, Agent-Skills, OpenSandbox, Scrapling)
- Logged 2 fresh research papers (OmniGAIA multi-modal benchmark, Agent READMEs study)
- Found 3 infra tools (ruvector, claude-relay-service, CodexBar)
- Updated memory/2026-02-27.md with all URLs and tags
- Sent Tech Radar alert to Skinny (Telegram message 1487)

**What's next:** Next hourly scan at 9:07 PM UTC

**What's blocked:** None

**Key alerts:**
- **GitNexus**: MCP-native code intelligence with Graph RAG — direct OpenClaw ecosystem tool
- **OpenSandbox**: Alibaba's sandbox platform — OpenClaw competitor
- **OmniGAIA**: New multi-modal agent benchmark with tool execution
- **Agent READMEs**: Study reveals security/performance gap in agent context files (only 14.5%)


Summary: ⚠ ✉ Message failed


Summary:
**Tech Radar Complete** ✅

**Action Taken:**
1. Boot sequence completed (USER.md, LEARNINGS.md, memory files)
2. Fetched GitHub trending repos via web_fetch (SearXNG returned generic results)
3. Fetched arxiv cs.AI recent papers
4. Fetched HuggingFace trending models
5. Compiled and sent Tech Radar report to 6558388607 via Telegram
6. Logged all URLs to `memory/2026-02-28.md` with tags

**Key Findings:**
- **3 major OpenClaw competitors rising:** Ruflo (16K stars, +938), DeerFlow (ByteDance), Superpowers (65K stars, +1,314)
- **ESAA Architecture** - Event sourcing pattern for production agents with replay verification
- **OmniGAIA Benchmark** - Native omni-modal AI agents (video/audio/image)
- **Qwen 3.5 MoE family** dominating HuggingFace leaderboards
- **LiquidAI LFM2-24B-A2B** - New model released today

**Next:** Continue hourly monitoring. Next scan at 2:05 PM UTC.


Summary:
**Tech Radar scan complete.**

**Done:**
- Searched GitHub trending (AI agent, LLM, MCP server, inference engines)
- Checked arXiv cs.AI recent — found 2 new agent papers (IBM Exgentic, OPPO SMTL)
- Identified DeepSeek V4 upcoming release (multimodal, next week)
- Found rising repo: ruvnet/wifi-densepose (+1,546 daily)
- Delivered Tech Radar to 6558388607
- Logged URLs to `memory/2026-02-28.md` with tags

**Next:** Resume monitoring on next cron cycle. No blocked items.


Summary:
**Tech Radar Complete** — 12:35 AM UTC

**Done:**
- Scanned GitHub trending: 6 repos flagged (superpowers +1,323 stars, ruflo +928, OpenSandbox +349)
- Fetched arXiv cs.AI recent: 3 key papers logged (ESAA event sourcing, Exgentic general agent evaluation, multi-agent trading)
- Identified infra alerts: vLLM Ascend (Huawei NPU), Moonshine ASR (edge voice)
- Sent formatted report to 6558388607 via Telegram (msg 1530)
- Logged URLs to memory/2026-03-01.md with tags

**Next:** No pending tasks. Cron will nudge at next interval.


Summary: Connection error.


Summary:
**Tech Radar Scan Complete**

📡 Sent 5 items to Skinny via Telegram:
- 4 rising GitHub repos (2 MCP servers, 2 agent frameworks)
- 1 SOTA model (Qwen3.5-35B-A3B)

**Flags raised:**
- **MCP Servers:** notebooklm-mcp-cli, ghidra-mcp
- **OpenClaw Competitors:** PAI v4.0.3, picoclaw (12K stars/week)
- **SOTA Model:** Qwen3.5-35B-A3B with Gated DeltaNet + MoE

**Memory updated:** All URLs logged to `memory/2026-03-02.md` with tags #marketing-relevant, #openclaw-ecosystem, #sota-model


Summary:
Tech radar scan complete. Sent 6 rising repos + 2 infra alerts to Telegram. Key finds:

- **HKUDS/nanobot** — Ultra-lightweight OpenClaw competitor (FLAG)
- **skillmatic-ai/awesome-agent-skills** — Definitive Agent Skills resource
- **VoltAgent/awesome-openclaw-skills** — OpenClaw skills with marketing automation tools
- **piotr-agier/google-drive-mcp** — Production Google Drive/Docs/Sheets MCP server
- **Timber** — Ollama-like for classical ML, 336x faster than Python
- **Docker vLLM** — High-throughput inference on macOS Apple Silicon

All URLs logged to `memory/2026-03-02.md` with #openclaw-ecosystem, #marketing-relevant, #infra-optimization tags.


Summary:
📡 **Tech Radar sent** — 7 rising repos, 5 research papers, 2 infra alerts.

**Key finds:**
- **ClawRouter** — agent-native LLM router (new OpenClaw ecosystem tool)
- **Superset IDE** — 3,285 stars, 10+ parallel AI agents (OpenClaw competitor)
- **GLM-5 paper** — "Vibe Coding to Agentic Engineering"
- **Qwen3.5-35B-A3B** — #3 trending HF, runs on 22GB RAM

Memory updated with all URLs tagged.


Summary:
**Done.** Tech radar delivered to 6558388607.

**Key finds:**
- **🚨 superset-sh/superset** — Direct multi-agent IDE competitor, runs Claude Code/Codex/Gemini CLI in parallel with worktree isolation. 637 stars/day.
- **alibaba/OpenSandbox** — Sandbox platform blowing up (1,097 stars/day)
- **T³RL paper** — Tool verification for self-evolving agents

**Infrastructure note:** SearXNG down, web_search API auth failed. Used direct web_fetch fallback.


Summary:
📡 **Tech Radar** — 6:21 AM EST, Wed Mar 4, 2026

🚀 **RISING REPOS:**

• **[Shannon](https://github.com/KeygraphHQ/shannon)** — Fully autonomous AI hacker/pentester. 96.15% exploit success rate on XBOW Benchmark. Finds actual vulnerabilities, not just alerts.
  ⭐ 1,847 today (28,482 total)
  **[FLAG: #openclaw-ecosystem - Security tool for agent infrastructure]**

• **[OpenSandbox](https://github.com/alibaba/OpenSandbox)** — General-purpose sandbox platform for AI apps. Multi-language SDKs, Docker/K8s runtimes for coding agents, GUI agents, RL training.
  ⭐ 1,150 today (5,688 total)
  **[FLAG: #openclaw-ecosystem - Sandbox infrastructure for agent workloads]**

• **[Agency Agents](https://github.com/msitarzewski/agency-agents)** — Complete AI agency with specialized agents: frontend wizards, Reddit ninjas, whimsy injectors, reality checkers.
  ⭐ 593 today (4,607 total)
  **[FLAG: #marketing-relevant - Agent team templates]**

• **[ReMe](https://github.com/agentscope-ai/ReMe)** — Memory management kit for agents. File-based & vector-based memory. Solves context window limits and stateless sessions.
  ⭐ 49 today (1,470 total)
  **[FLAG: #openclaw-ecosystem - Agent memory system]**

• **[Perplexica](https://github.com/ItzCrazyKns/Perplexica)** — AI-powered answering engine (Perplexity clone).
  ⭐ 1,096 today (30,402 total)

• **[Airi](https://github.com/moeru-ai/airi)** — Self-hosted AI companion. Real-time voice chat, Minecraft/Factorio playing.
  ⭐ 832 today (23,226 total)

📄 **FRESH RESEARCH:**

• **[Inherited Goal Drift](https://arxiv.org/abs/2603.03258)** — Contextual pressure can undermine agentic goals. Modern LMs robust to adversarial pressure, but inherit drift when conditioned on weaker agent trajectories. GPT-5.1 only model maintaining resilience. ICLR 2026.
  **[FLAG: Agent safety - Modern agents still vulnerable to contextual pressure]**

• **[AutoDev](https://huggingface.co/papers/2403.08299)** — AI-driven software dev framework. Automates complex engin…


Summary:
Tech Radar scan complete.

**Done:**
- Scraped GitHub Trending directly (SearXNG offline, web_search API 401)
- Found 6 rising repos including **agency-agents** (marketing relevant), **shannon** (AI pentester), **OpenSandbox** (Alibaba's agent sandbox)
- Flagged 3 research papers including ICLR 2026 goal drift paper
- Sent report to 6558388607
- Logged URLs to memory/2026-03-04.md

**Next:** Search infrastructure needs attention — SearXNG container not responding, web_search missing auth header.

**Blocked:** None — scan completed with available tools.


Summary:
📡 **Tech Radar** — 8:02 PM UTC, Mar 4 2026

🚀 **RISING REPOS:**

• **[Shannon](https://github.com/KeygraphHQ/shannon)** — Fully autonomous AI hacker for web app exploits. 96.15% success rate on XBOW Benchmark.
⭐ 29,807 (+1,847 today) | TypeScript
**🚨 FLAG: Agent framework / Security automation**

• **[Agency-Agents](https://github.com/msitarzewski/agency-agents)** — Complete AI agency toolkit — frontend wizards, Reddit ninjas, content generators.
⭐ 5,186 (+2,151 today)
**🎯 FLAG: Marketing relevant**

• **[OpenSandbox](https://github.com/alibaba/OpenSandbox)** — Alibaba's sandbox platform for AI apps, coding agents, GUI agents, RL training.
⭐ 5,888 (+745 today) | Python
**🚨 FLAG: OpenClaw ecosystem overlap**

• **[Airi](https://github.com/moeru-ai/airi)** — Self-hosted Grok companion with realtime voice chat, Minecraft/Factorio playing.
⭐ 24,513 (+1,794 today) | TypeScript

• **[ReMe](https://github.com/agentscope-ai/ReMe)** — Memory Management Kit for Agents — "Remember Me, Refine Me"
⭐ 1,578 (+346 today) | Python
**🚨 FLAG: Agent memory architecture**

• **[Perplexica](https://github.com/ItzCrazyKns/Perplexica)** — AI-powered answering engine (Perplexity alternative)
⭐ 30,722 (+1,096 today) | TypeScript

---

📄 **FRESH RESEARCH:**

• **[Qwen3-Coder-Next](https://huggingface.co/papers/2603.00729)** — 80B param model, only 3B active at inference. Strong coding via agentic training + RL. (Feb 28, 2026)
**🚨 FLAG: SOTA coding efficiency**

• **[Mobile-Agent-v3](https://huggingface.co/papers/2508.15144)** — GUI-Owl framework achieves SOTA on GUI automation benchmarks via scalable RL. (Aug 2025)

• **[MemOS](https://huggingface.co/papers/2507.03724)** — Memory OS for LLMs unifying plaintext, activation-based, and parameter-level memories. (Jul 2025)
**🚨 FLAG: Agent memory architecture**

• **[Agent READMEs Study](https://huggingface.co/papers/2511.12884)** — Empirical study of 2,303 agent context files. Finding: security specs only 14.5%. (Nov 2025)

---

⚡ **INFR…


Summary:
Tech Radar scan complete. Sent briefing to Skinny and logged URLs to memory.

**Key finds this hour:**
- **agency-agents** repo gaining 2,200+ stars/day — multi-agent pattern directly relevant to OpenClaw
- **Qwen3-Coder-Next** — 80B model that only activates 3B params during inference (huge efficiency win)
- **seomachine** — SEO blog content generator (marketing-relevant)
- **Kimi-K2.5** — 1.1T parameters, new scale record

⚠ Both search APIs down (SearXNG + Perplexity returning 401 errors). Scraped sources directly via web_fetch.


Summary:
**Tech Radar Scan Complete**

✅ **Delivered:** Message sent to 6558388607 (Telegram ID 1637)

**Findings:**
- **7 rising GitHub repos** (>100 stars today)
  - 3 flagged for OpenClaw ecosystem (airi, ReMe, AReaL, mcp-for-beginners, agency-agents)
  - 2 flagged for marketing relevance (shannon, seomachine)
- **4 fresh research papers** (3 agent/memory-related)
- **3 infra/model alerts** (trivy security, FireRed-OCR, Phi-4-reasoning)

**Issues:**
- web_search API failed (401 auth error)
- SearXNG Docker not running
- Used web_fetch fallback to scrape sources directly

**Memory Updated:** All URLs appended to `memory/2026-02-14.md` with tags:
- `#openclaw-ecosystem` (6 items)
- `#marketing-relevant` (3 items)
- `#sota-model` (3 items)
- `#infra-optimization` (1 item)


Summary:
📡 **Tech Radar** — 3:07 PM EST, Mar 5 2026

🚀 **RISING REPOS:**
• [agentscope-ai/ReMe](https://github.com/agentscope-ai/ReMe) — Memory Management Kit for Agents: "Remember Me, Refine Me" ⭐ 1,765 (+195 today)
  **[FLAG: #openclaw-ecosystem — Agent memory management directly relevant]**

• [microsoft/hve-core](https://github.com/microsoft/hve-core) — Hypervelocity Engineering components for Copilots (prompts, agents, instructions) ⭐ 258
  **[FLAG: Enterprise agent patterns]**

• [KeygraphHQ/shannon](https://github.com/KeygraphHQ/shannon) — Autonomous AI pentester (96.15% on XBOW benchmark) ⭐ 31,704 (+2,926 today)
  **[FLAG: Security automation]**

📄 **FRESH RESEARCH:**
• [MemSifter](https://arxiv.org/abs/2603.03379) — Offloads LLM memory retrieval to small proxy model via RL training. Meets/exceeds SOTA on 8 benchmarks.
  **[FLAG: #infra-optimization — Cost-efficient agent memory]**

• [FireRed-OCR](https://arxiv.org/abs/2603.01840) — Transforms general VLMs into pixel-precise OCR systems. Model trending on HF.
  **[FLAG: #sota-model — Document processing]**

• [Dual-Helix Governance](https://arxiv.org/abs/2603.04390) — Agent governance framework: 51% reduction in code complexity via knowledge graph substrate.
  **[FLAG: Agent architecture — Structured governance for reliable AI]**

⚡ **TRENDING MODELS:**
• [FireRed-OCR](https://huggingface.co/FireRedTeam/FireRed-OCR) — 2B params, document specialist (+84 likes)
• [Phi-4-reasoning-vision-15B](https://huggingface.co/microsoft/Phi-4-reasoning-vision-15B) — Microsoft vision-reasoning model (+63 likes)
• [Lightricks/LTX-2.3](https://huggingface.co/Lightricks/LTX-2.3) — Image-to-video model (+109 likes)
• [unsloth/Qwen3.5-35B-A3B-GGUF](https://huggingface.co/unsloth/Qwen3.5-35B-A3B-GGUF) — Updated 3h ago, 526 likes

📌 **NOTES:**
- Search APIs (Brave/Perplexity) still returning 401s — scraped sources directly
- GitHub trending dominated by previously reported repos (Shannon, agency-agents, airi)
- ReMe is the big new fi…


Summary:
✅ **Tech Radar scan complete — 11:28 UTC**

**Delivered to:** 6558388607 (Telegram)

**Summary:**
- **6 rising repos** flagged (3 OpenClaw-ecosystem, 3 marketing-relevant)
- **3 fresh research papers** (Judge reliability, multi-agent architecture, domain-specific agents)
- **1 SOTA model update** (MiniMax-M2.5, 229B params)
- **2 community discussions** (r/openclaw on agent memory, r/LocalLLaMA on translation)

**Key alerts:**
- Qwen-Agent + OpenAI Skills both trending → skills/MCP ecosystems converging
- Judge Reliability Harness → essential tool for agent evaluation (open-source)
- react-grab → coding agents can now scrape website context directly
- r/openclaw discussing structured memory filesystem → matches OpenClaw philosophy

**Memory updated:** All URLs + tags appended to memory/2026-03-06.md


Summary:
Tech Radar scan complete. Sent to 6558388607.

**Key findings:**
- **🦞 OpenClaw Ecosystem:** AReaL repo has explicit OpenClaw agent training example. AIRI has Tauri MCP plugin.
- **Agent Frameworks:** Qwen-Agent (MCP support), OpenAI Skills (Agent Skills standard)
- **Marketing:** seomachine trending for SEO content generation
- **Research:** Helios real-time video, bias-bounded LLM judges

Memory logged to `memory/2026-03-06.md`.


Summary:
**Tech Radar scan complete** ✅

**Key discoveries this hour:**

1. 🔥 **MAJOR:** [AReaL](https://github.com/inclusionAI/AReaL) has an **OpenClaw training example** — train your own OpenClaw agent with their RL service by just swapping the base_url
2. 🚀 [moeru-ai/airi](https://github.com/moeru-ai/airi) exploded with **2,544 stars today** — self-hosted AI VTuber/companion (Neuro-sama alternative)
3. 📝 [seomachine](https://github.com/TheCraigHewitt/seomachine) trending for SEO content automation with Claude Code — marketing relevant
4. 🔌 [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) supports MCP servers — agent framework worth watching

Report sent to Skinny. All URLs logged to `memory/2026-03-06.md`.

---
**Closure:** Hourly scan completed. Found 6 repos (2 marketing-relevant, 3 OpenClaw ecosystem), 4 papers, 4 SOTA models. Major infra discovery: AReaL OpenClaw training example. Next scan in 1 hour. No blockers.


Summary:
Tech radar sent to Skinny.

**Done:**
- Scraped GitHub trending, HuggingFace models, arXiv recent papers, and HF trending papers
- Flagged 2 marketing-relevant repos (seomachine, agency-agents) and 2 OpenClaw-ecosystem items (Qwen-Agent with MCP, SkillNet paper)
- Logged all URLs with tags to `memory/2026-03-06.md`

**Notable:** moeru-ai/airi is absolutely blowing up (2,544 stars/day) — self-hosted AI companion with voice chat and game playing. Qwen-Agent has MCP support built in, worth watching for integration potential.


Summary:
📡 **Tech Radar** — 6:12 AM EST, Mar 7 2026

🚀 **RISING REPOS:**

• [moeru-ai/airi](https://github.com/moeru-ai/airi) — Self-hosted AI companion (Neuro-sama inspired), realtime voice chat, game playing ⭐ 30,072 (+2,562 today)
  **[FLAG: >100 stars/24h — viral growth]**

• [inclusionAI/AReaL](https://github.com/inclusionAI/AReaL) — Lightning-fast RL for LLM Reasoning & Agents ⭐ 4,494 (+347 today)
  **[FLAG: OpenClaw ecosystem — includes complete training example!]**

• [TheCraigHewitt/seomachine](https://github.com/TheCraigHewitt/seomachine) — Claude Code SEO blog content generator ⭐ 2,306 (+690 today)
  **[FLAG: Marketing relevant]**

• [openai/skills](https://github.com/openai/skills) — Skills Catalog for Codex ⭐ 12,351 (+595 today)
  **[FLAG: Agent framework ecosystem]**

• [QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) — Agent framework with MCP, Function Calling, RAG
  **[FLAG: MCP server support]**

• [microsoft/hve-core](https://github.com/microsoft/hve-core) — Hypervelocity Engineering for Copilots ⭐ 641 (+273 today)

---

📄 **FRESH RESEARCH:**

• [Helios](https://huggingface.co/papers/2603.04379) — 14B real-time video generation model (autoregressive diffusion)

• [Agent READMEs Study](https://huggingface.co/papers/2511.12884) — Analysis of 2,303 agent context files (security gaps found)

• [LLM Judges Bias-Bounded](https://arxiv.org/abs/2603.05485) — Provably unbiased LLM-as-judge framework

• [Qwen3-TTS](https://huggingface.co/papers/2601.15621) — Multilingual text-to-speech with voice cloning

• [MemOS](https://huggingface.co/papers/2507.03724) — Memory operating system for LLMs

---

⚡ **INFRA ALERTS:**

• **AReaL → OpenClaw integration**: Complete example at `examples/openclaw` — train your own OpenClaw agent by swapping `base_url` and `api_key`. No code changes needed.

• **Qwen3.5-35B-A3B** trending on HuggingFace (1.09M downloads)

• **GLM-5** (754B) gaining traction (223K downloads)

---

**Note:** web_search API down (Perplexity 401), …


Summary:
Tech radar scan complete. Sent report to 6558388607 and logged to memory.

**What I found:**
- **Top rising**: openai/skills (+947 today) — Codex skills infrastructure, highly relevant for agent ecosystems
- **OpenClaw flags**: Qwen-Agent (native MCP), SkillNet paper (200K+ skills, 40% reward boost)
- **Marketing**: agency-agents repo with specialized content agents
- **SOTA**: Sarvam-105B (106B MoE) claims to match closed-source models on reasoning

**No critical alerts** — no direct OpenClaw competitors, no viral MCP servers for major platforms, no breakthrough SOTA claims on coding benchmarks.

**Issues**: SearXNG still down (Docker/JSON parse error). Used direct web_fetch from GitHub, HN, arXiv, HuggingFace as fallback.


Summary:
Tech Radar scan complete. Sent to 6558388607.

**Key findings this hour:**

🚨 **Critical:**
- **openclaw-backup** — 680 stars, full OpenClaw backup/restore tool
- **SkillNet** — 40% agent performance improvement via skill infrastructure
- **Helios** — Real-time 19.5 FPS video generation (SOTA)
- **Leaked prompts repo** — 129K stars, all major AI coding agents exposed

**MCP ecosystem growing fast** — new servers for blockchain, logistics, docs, Premiere Pro, and security scanning.

**Memory logged to:** `memory/2026-03-07.md`


Summary:
📡 **Tech Radar — 6:18 PM EST, Mar 7, 2026**

🚀 **RISING REPOS:**
• **msitarzewski/agency-agents** — A complete AI agency with specialized experts (frontend, Reddit, reality checkers). ⭐ 1,468 today
  [Source](https://github.com/msitarzewski/agency-agents)
  **[FLAG: Marketing relevant / Social media automation]**

• **openai/skills** — Official skills catalog for Codex/OpenAI models. ⭐ 947 today
  [Source](https://github.com/openai/skills)
  **[FLAG: OpenClaw ecosystem / Tooling]**

• **agentjido/jido** — Autonomous agent framework for Elixir, built for distributed behavior. ⭐ 138 today
  [Source](https://github.com/agentjido/jido)
  **[FLAG: Agent framework]**

• **alibaba/page-agent** — JavaScript in-page GUI agent to control web interfaces via natural language. ⭐ 104 today
  [Source](https://github.com/alibaba/page-agent)
  **[FLAG: Web automation / Browser agents]**

📄 **FRESH RESEARCH:**
• **OPENDEV** (arXiv:2603.05344) — Open-source terminal-native coding agent with adaptive context compaction and specialized model routing.
  [arXiv](https://arxiv.org/abs/2603.05344)
  **[FLAG: Agent architecture / Context optimization]**

• **DBC Benchmark** (arXiv:2603.04837) — A taxonomy-driven layered governance framework for LLM behavior control at inference time.
  [arXiv](https://arxiv.org/abs/2603.04837)
  **[FLAG: Safety / Governance layer]**

⚡ **INFRA ALERTS:**
• **vLLM v0.17.0** — Major release featuring **FlashAttention 4** integration, Qwen3.5 family support, and a new `--performance-mode` flag.
  **[FLAG: Performance boost / 2x speedup potential]**

• **Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled** — Trending reasoning-distilled model on HuggingFace.
  **[FLAG: SOTA reasoning / OpenClaw candidate]**

**MEMORY:** Logged to `memory/2026-03-07.md`.