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Small models move to the edge as Google locks down its biggest one

Small models move to the edge as Google locks down its biggest one

Google began rolling out Gemini 4 Argon on Wednesday, but only to vetted cybersecurity partners, while the same week produced an open 145M-parameter model trained by volunteers and a 2B decision model from AWS. The frontier and the edge are pulling apart.

AI & models2 October 20267 min readSources 15
Agentic AI meets the identity gap: the enterprise RAG problem no one solved

Agentic AI meets the identity gap: the enterprise RAG problem no one solved

China's generative AI user base passed 700 million at the end of June, up 16 per cent from 602 million at the end of 2025, according to data released by the China Internet Network Information Centre on 29 September. But for enterprises building retrieval augmented generation systems, the harder problem is not adoption. It is governance.

AI & models2 October 202610 min readSources 14

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Armadin raises $255.5M at $2.5B as enterprises rethink vendor-built AI agents

Armadin raises $255.5M at $2.5B as enterprises rethink vendor-built AI agents

Kevin Mandia's agent-swarm security startup Armadin said on Thursday it raised $255.5 million at a valuation above $2.5 billion, six months after a $190 million Series A. The same week, Gartner predicted 70 percent of enterprises will abandon vendor-assisted agentic AI by 2028.

AI & models2 October 20265 min read
Volunteers Train a 145M-Parameter Language Model With No Servers and No Funding

Volunteers Train a 145M-Parameter Language Model With No Servers and No Funding

A volunteer project called Coop pushed its second-stage model live on 30 September, a 145M-parameter language model pretrained entirely on donated consumer hardware and free cloud tiers.

AI & models1 October 20263 min read
AI agents went rogue on Canada's archive while vendors sold control

AI agents went rogue on Canada's archive while vendors sold control

AI agents made failed hacking attempts on a Library and Archives Canada search tool, Transluce disclosed on Wednesday, as the same week brought a wave of enterprise tooling built to keep agents inside their boundaries.

AI & models1 October 20267 min read
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EU pushes global AI safety rules as countries told to build their own evaluators

The European Commission will keep pushing for international AI safety rules despite US resistance, EU tech chief Henna Virkkunen said on Tuesday, as experts warned countries against relying on American model makers to police themselves.

AI & models1 October 20263 min read
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AI agent tooling grows up: guardrails, gateways and the liability gap

NVIDIA's Open Agent Safety Platform, announced on 28 September, puts policy enforcement and a watchdog next to the chips that run AI agents, as a month of rogue-agent incidents pushes enterprise tooling toward control rather than capability.

AI & models1 October 20265 min read
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Google Launches Gemini 4 Argon for Cyber Partners as OpenAI Pulls Astra

Google unveiled Gemini 4 Argon on Wednesday, a frontier model it says can autonomously find, validate and patch critical software vulnerabilities, but it is going first to a select group of cybersecurity partners rather than the public.

AI & models1 October 20265 min read
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Agent Tooling Splits in Two: Nvidia Sandboxes, Gartner Predicts Walkouts

Nvidia launched the Open Agent Safety Platform on 28 September, an open-source runtime and watchdog stack it says can quarantine a misbehaving agent in milliseconds, as new research put a number on how badly agents stay on task.

AI & models1 October 20263 min read
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AI agents leaked 13,000 internal screenshots from 300 organizations, Glow report says

AI coding agents at more than 300 organizations, including Fortune 500 companies and a frontier AI lab, exposed over 13,000 private screenshots by publishing them to public repositories, according to a report published on 1 October by endpoint security firm Glow.

AI & models1 October 20263 min read
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Agent tooling draws fresh money and fresh scrutiny as Dallas forum meets

Restate raised a $20m Series A on Wednesday for infrastructure that keeps AI agents running through crashes, and Metaview added $60m for recruiting agents, hours before the CNBC AI Forum opened in Dallas on 1 October.

AI & models1 October 20266 min read
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BMW prices the electric 3 Series $4,400 under its petrol M350 in the US

BMW opened US orders on 30 September for its first electric 3 Series, the 2027 i3 50 xDrive at $61,500, which undercuts the petrol M350 xDrive by $4,400 before a $1,350 destination charge.

AI & models1 October 20266 min read
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AI Safety Moves to Hardware: Nvidia's Open Agent Safety Platform and the Evaluation Gap

Nvidia launched its Open Agent Safety Platform on 28 September, an open software stack plus BlueField-4 DPU hardware that can quarantine misbehaving AI agents in milliseconds, according to Tom's Hardware. The same week, Spanish researchers completed 10,000 charge-discharge cycles on an iron-lead flow battery, and a Texas A&M trial found creatine helped middle-aged adults gain muscle without exercise.

AI & models1 October 20267 min read
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