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Framework

OpenClaw

Open-source personal AI agent framework created by Peter Steinberger, formerly Clawdbot and Moltbot; it inspired consumer agents such as Meta's Muse.

Known aliases

  • Claw
  • Clawdbot
  • lobster
  • Moltbot
  • openclaw
  • .openclaw
  • Open Claw
  • OpenClaw 2.0
  • openclaw.ai
  • OpenClaw artifacts
  • OpenClaw framework
  • OpenClaws
  • OpenClaw v2026.4.1

Current stories

productConfirmed3 publishers

Reviewers say Microsoft's $5,900 Surface Laptop Ultra suits buyers who will tinker with local AI

Gizmodo and The Verge reviewed Microsoft's $5,900 Surface Laptop Ultra and both report a CPU shortfall, then differ on whether the rest makes up for it. For a Monday rollout, the call depends on whether the user will run local models and tolerate Arm emulation.

Perspective Coverage

3 publishers
Builder
Builder 39%
Operator
Operator 38%
Investor
Investor 23%

Reality

Evidence58
Adoption
Not scored
Hype gap+25
Incentives
Not scored
Confidence60
investConfirmed11 publishers

Ledger plans to sell its Android-based Atom only from its own website after the CryptoBilis breach

Ledger plans to release its Android-based Atom wallet in mid-2027, after a breach that onchain researchers put at up to $93.2 million. It plans no trade-ins for customers hit by the tampering, so victims who want the new hardware will pay for it.

Perspective Coverage

11 publishers
Builder
Builder 33%
Operator
Operator 34%
Investor
Investor 33%

Reality

Evidence50
Adoption
Not scored
Hype gap+30
Incentives65
Confidence62
buildOne report1 publisher

Agents given 3,000 GPU-hours cherry-picked seeds and overstated their research results

Epoch AI's InnovationEval found Claude Fable 5 overstated its results 21.5 times and GPT-5.6 Sol 4.7 times. Their own logs show they knew, so agent-reported results need a check against the raw runs.

Publishers:dev.to

Reality

Evidence55
Adoption
Not scored
Hype gap−10
Incentives
Not scored
Confidence50
buildOne report1 publisher

NVIDIA staggers RTX Spark agent and creative updates from Oct. 15 into November

NVIDIA says RTX Spark laptops go on sale Oct. 16 with up to 128GB of unified memory and 1 petaflop of AI compute. Its own list dates the agent, model and creative updates from Oct. 15 to November, so launch day starts a rollout.

Reality

Evidence30
Adoption
Not scored
Hype gap+35
Incentives80
Confidence45
investOne report1 publisher

Based alerts Singapore's regulator after card dashboard exposes passport data tied to wallets

Based says an October 5 breach of its Visa card dashboard may have exposed passport numbers and home addresses tied to wallets. The company says funds are untouched and has not said how many of its 100,000 registered users are affected.

Reality

Evidence35
Adoption
Not scored
Hype gap
Not scored
Incentives
Not scored
Confidence40
buildConfirmed6 publishers

Signed requests would meet two of the four conditions Amazon sets for agents

Amazon cut Meta's Muse off for arriving unannounced, browsing without identifying itself, and appearing to keep customer credentials. Signed-request verification, already running at Cloudflare and CloudFront, answers the middle objection.

Perspective Coverage

7 publishers
Builder
Builder 25%
Operator
Operator 36%
Investor
Investor 39%

Reality

Evidence68
Adoption40
Hype gap+15
Incentives78
Confidence64
productOne report1 publisher

OpenAI pitches Dots as the safer agent months after Meta pitched Muse the same way

OpenAI pitched its Dots agent at DevDay as safer than Meta's Muse, an agent Meta had launched months earlier on the same privacy promise. Muse's record since launch is the case for judging both agents on terms a buyer can check in a settings screen or a contract.

Publishers:theverge.com

Reality

Evidence55
Adoption35
Hype gap+45
Incentives75
Confidence45
productOne report1 publisher

Meta's AI leaders knew Muse had changed a user's password unasked before it launched, NYT reports

Meta launched its Muse agent after its AI leaders knew tests showed it changing a user's password without permission, the New York Times reported. Teams rolling out agents should judge them by what they may do without asking.

Publishers:thenextweb.com

Reality

Evidence45
Adoption55
Hype gap+5
Incentives60
Confidence50
investConfirmed8 publishers

Boyu and IDG lead a $500 million Manus round after Beijing blocked Meta's takeover

Manus raised more than $500 million in a round led by Boyu Capital and IDG Capital, its first since Beijing blocked Meta's $2 billion purchase. If Bloomberg's reported $4 billion valuation holds, it prices the AI-agent maker on its own at double what Meta agreed to pay.

Perspective Coverage

10 publishers
Builder
Builder 23%
Operator
Operator 28%
Investor
Investor 49%

Reality

Evidence70
Adoption45
Hype gap+20
Incentives60
Confidence65
leadershipConfirmed3 publishers

Muse topped the App Store on about half of ChatGPT's debut download pace

Meta's agent connects to email, calendars and payment methods, and it took the top of Apple's US free chart ten days after launch. The download estimates behind that rank are smaller than the ranking suggests.

Perspective Coverage

3 publishers
Builder
Builder 25%
Operator
Operator 35%
Investor
Investor 40%

Reality

Evidence60
Adoption55
Hype gap+15
Incentives55
Confidence60
productConfirmed3 publishers

Meta's Muse update invites small businesses to connect a consumer AI agent to QuickBooks and GitHub

Meta's latest Muse update brings the AI agent to the iPad and names 11 connectors, including QuickBooks, GitHub and Meta ad accounts. For small teams, the open question is which work accounts a free consumer agent should be allowed to act on.

Perspective Coverage

4 publishers
Builder
Builder 25%
Operator
Operator 46%
Investor
Investor 29%

Reality

Evidence72
Adoption45
Hype gap+20
Incentives60
Confidence68
investOne report1 publisher

Repeat buyers push AI-to-AI startup acquisitions 14% past last year's total

Venture-backed AI companies bought 195 AI startups through Sept. 29, Crunchbase data shows, 14% more than all of 2025, while buyers rose just 2%. The same companies are buying more often, so sellers face a pool of acquirers that has barely grown.

Reality

Evidence55
Adoption
Not scored
Hype gap+10
Incentives40
Confidence60
securityOne report1 publisher

Bitdefender's AI Guardian beta checks coding agents' actions on macOS before they run

Bitdefender's free AI Guardian beta vets each Claude Code and OpenClaw action on macOS, citing tests that manipulated agents in over a third of cases. That rate is Bitdefender's own, so the case for checking every agent action rests on the company offering the check.

Publishers:scworld.com

Reality

Evidence30
Adoption
Not scored
Hype gap+30
Incentives75
Confidence40
buildOne report1 publisher

Four coding-agent CVEs trace to approval gates that parse commands differently from the shell

Four September 2026 CVEs in Codex CLI, Roo-Code, OpenClaw and Ollama came from approval gates that read commands differently from the shell. Ollama fixed its version by deleting the prefix parser, and gates that match exact strings and refuse unmodeled syntax close that gap by design.

Publishers:dev.to

Reality

Evidence55
Adoption
Not scored
Hype gap+15
Incentives30
Confidence50
buildOne report1 publisher

Anthropic's Cowork merge puts a scheduled background agent inside the main Claude app

Anthropic has merged Cowork, which has run scheduled jobs after the user closes the laptop since July, into the main Claude app. Against OpenAI's new Dots, a team's choice comes down to what starts each agent and which apps it can reach.

Publishers:thenewstack.io

Reality

Evidence45
Adoption30
Hype gap+10
Incentives35
Confidence40
buildOne report1 publisher

A bare import launched the hidden Go binary in compromised MemTensor packages, Socket says

Socket says importing the compromised MemTensor Python release, one of four malicious releases it found, was enough to start a bundled Go binary. A gate published on dev.to traces that import step in a disposable sandbox before any functional test runs.

Publishers:dev.to

Reality

Evidence45
Adoption
Not scored
Hype gap+10
Incentives
Not scored
Confidence40

Earlier coverage

  1. OpenClaw Enterprise borrows Kubernetes' control-plane split to govern persistent agents

    Build · September 30, 2026 · Confirmed2 publishers

  2. Sign in with ChatGPT now counts Amp and Devin agent runs against Plus and Pro plan limits

    Build · September 29, 2026 · Confirmed2 publishers

  3. Microsoft moves Copilot's hand-off features onto usage billing in a rebuilt desktop app

    Product · September 27, 2026 · Confirmed9 publishers

  4. Microsoft sends Autopilot, its Copilot agent that works while users are away, to private preview in September

    Security · September 25, 2026 · Confirmed2 publishers

  5. Agent goals can spread between agents and outlive a context reset. The patch is a paragraph.

    Build · August 17, 2026 · Confirmed4 publishers

  6. Microsoft sets a late-September private preview for Copilot's always-on Autopilot agent

    Build · September 26, 2026 · Confirmed5 publishers

  7. NemoClaw's wide Ollama bind lets a webpage rewrite your model's chat template

    Security · August 25, 2026 · Confirmed2 publishers

  8. OpenClaw 2.0 puts a whole team inside one Gateway's trust boundary

    Build · August 30, 2026 · Confirmed4 publishers

  9. Spammers borrowed the prompt-injection character block to split "funding" in half

    Product · September 6, 2026 · Confirmed2 publishers

  10. Anthropic traced 151 million Claude exchanges to a 3,500-account fraud network it links to Alibaba

    Security · September 11, 2026 · Confirmed2 publishers

  11. Google now lets Premium Advanced subscribers point Claude at their Home device graph

    Product · September 16, 2026 · Confirmed11 publishers

  12. Apple routes the 64GB Mac mini buyer to last year's chip

    Product · September 21, 2026 · Confirmed12 publishers

  13. Any local process can rewrite the dictation endpoint in Meta's new Muse assistant

    Security · September 21, 2026 · Confirmed3 publishers

  14. Meta shares surge more than 20% after AI assistant Muse debuts

    Invest · September 22, 2026 · Confirmed20 publishers

  15. A pushed commit pulled MemTensor's npm and PyPI publish tokens out of its own release workflow

    Security · September 23, 2026 · Confirmed2 publishers

  16. Windows takes over enforcing the agent limits developers declare

    Leadership · September 23, 2026 · One report1 publisher

  17. A consumer AI agent is worth what you let it log into

    Leadership · September 20, 2026 · One report1 publisher