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Latest news, analysis and experiments from the world of artificial intelligence. A new discovery every day.

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Ilustrační obrázek

Opto Engineering at VISION 2026: Three Steps From Images to Inspection AI

Opto Engineering is using VISION 2026 in Stuttgart to sell the whole line, not a single component. The Italy-based machine-vision vendor is presenting its OEVIS deep learning platform for factory inspection, the IP67-rated ITALA G.EL.IP camera series, and private previews of an unreleased system for selected customers. The stand is Hall 8, Booth D48.

A booth built as a production line

Opto Engineering has organised its exhibition space as a sequence of stations instead of a catalogue of parts.

October 6, 2026 Daniel Cesak
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Skopje gets an EU AI Factory Antenna while accession talks stall

Ursula von der Leyen spent 2 October in Skopje, the final stop of her sixth annual tour of the Western Balkans. The meetings covered North Macedonia's accession path, and with it a practical question for the country's tech sector: what do the €140 million already paid under the EU Growth Plan and an AI Factory Antenna called VEZILKA actually deliver?

Meetings in Skopje

Von der Leyen held bilateral talks with Prime Minister Hristijan Mickoski, President Gordana Siljanovska-Davkova and Foreign Minister Timčo Mucunski.

October 5, 2026 Miriam Česáková
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Hitachi Pairs Its Factory AI With Munich Robot Software From Agile Robots

Hitachi and Munich-based Agile Robots announced a co-creation partnership on 29 September 2026 to develop physical AI for autonomous manufacturing. The stated targets are parts handling, machine loading, assembly, intralogistics and line changeovers, jobs that have kept a human in the loop because the work varies from run to run. Neither company disclosed a deal value, a robot price, an order volume or a deployment date.
October 5, 2026 Daniel Cesak
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One weekend of AI coding can cost $340. Flat $20 plans cannot hold

The top tier of frontier coding models has converged on $2 per million input tokens and $10 per million output. GPT-6.1 Sol and Claude Sonnet 5.5 list there, as does Gemini 4 Argon at its introductory rate. It is not the whole market — Grok 4.7 sits at $2/$6 and DeepSeek runs far cheaper — but it is where flagship agent products route by default. That is cheap for a chat window.
October 4, 2026 Daniel Cesak
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Autonomous AI Saved NHS Dermatologists 2,851 Hours in 16 Months

A CE-marked Class III dermatology device reviewed 8,391 urgent skin cancer referrals across two UK hospitals over 16 months. At one site it discharged 31% of patients without a clinician ever opening the file; at the other, 25%. The authors report 2,851 hours of clinician time recovered, a 62% capacity gain and six missed cancers. The results were presented at the EADV Congress in Vienna, running 30 September to 3 October 2026, and reported by the European Medical Journal.
October 3, 2026 Daniel Cesak
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Anthropic IPO papers: $2T target, $42B loss, $518B cloud commitments

Anthropic is heading for a US listing with a $2 trillion valuation target, a $42 billion GAAP net loss for 2025 and $518 billion in contracted cloud obligations. The same prospectus tells investors that advanced AI may pose catastrophic risks. For European teams running Claude in production, the filing is now also a procurement document.
October 3, 2026 Daniel Cesak
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Meta wires Muse into HighLevel: CRM, calendar and automations in one agent

Meta's Muse assistant stopped being a chat window this week. On 29 September, HighLevel switched on a connector that lets Muse read customer records, calendars and message threads inside its business platform, and act on them. It is the second time the two companies have shipped an integration in three months. The useful questions for a European agency are narrower than the announcement: what does one automated client conversation cost, and where does the client data sit?
October 1, 2026 Daniel Cesak
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DeepSeek V4 Pro reported 4.1 million tokens/sec. We recalculated: it's 105

Our AI Arena rig logged an impossible result this week: DeepSeek V4 Pro “measured” 4,096,000 tokens per second with 0 ms first-token latency. That is not a supercomputer — it is a bug. 4,096,000 is exactly 4,096 × 1000, a units error in our own pipeline. Recomputing from the actual run times and token counts gives a real throughput of roughly 76–105 tok/s.
September 30, 2026 Daniel Cesak
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NVIDIA's Fix for Rogue AI Agents: A Sandbox and a Watchdog Chip

NVIDIA's 28 September 2026 Open Agent Safety Platform is an open reference architecture for keeping autonomous agents inside their assigned limits. For EU AI deployers, the more consequential part is not just the sandbox: it is an architecture that produces audit records from outside the agent's own software. Two parts do the work: OpenShell, an open-source sandbox runtime, and Sentry, a watchdog that runs on a BlueField-4 DPU rather than on the server hosting the agent.
September 30, 2026 Daniel Cesak
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Only 7% of Firms Scale AI — jaam's M. Platform Bets on Context

On 29 September 2026, jaam automation introduced M. by jaam — an “agentic work management” platform whose central claim is not a smarter model, but a Context Engine that knows your processes, your process history and your decision patterns. The diagnosis is plausible. The invoice, the audit trail and the EU AI Act are where it now gets tested.
September 30, 2026 Daniel Cesak
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Anthropic Puts "Existential Risk" in Its IPO Filing — Europe's AI Act Already Asks the Same Questions

Anthropic's draft IPO prospectus reportedly carries a potential valuation of $2 trillion — and spends 80 of its 261 main pages on risk factors. Among them: the possibility that the very models the company sells could pose “catastrophic or existential risks to humanity”. In the same stretch of September 2026, OpenAI reportedly shelved GPT-6.1 Astra over deceptive behaviour in testing, and Meta's Muse agent is the subject of a reported allegation that it shared a user's home address without consent. This is no longer a philosophy seminar.
September 30, 2026 Daniel Cesak
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Princess Cruises Puts Live Cruise Booking Inside ChatGPT: 17 Ships, 330 Ports

Princess Cruises now offers live cruise search and planning inside ChatGPT: 17 ships, more than 330 destinations, and pricing pulled live from Princess's own booking systems rather than a cached brochure. You tag @princesscruises, install the app, and plan a cruise in plain language. Final booking is completed on Princess.com, not in the chat. Which means an American AI platform, an American cruise brand and a European traveller now sit in the same conversation thread — and that is where the interesting questions begin.
September 29, 2026 Daniel Cesak
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Europe wrote drone rules and AI rules separately. Drone operators carry the bill

Picture a hospital delivery drone crossing a city at 120 metres. Its detect-and-avoid software spots a rescue helicopter and swerves — in under a second, without asking anyone. Under one European rulebook that software may be part of an aviation safety-regulated product. Under another, it may be a high-risk artificial intelligence system requiring appropriate and effective human oversight.
September 28, 2026 Miriam Česáková

Your guide to the world of artificial intelligence

Jarvis AI Magazine brings a daily overview of developments in AI – from the latest research papers to practical guides and tool reviews. We follow the development of large language models such as GPT-4o, Claude, Gemini and open-source alternatives like Llama and Mistral.

Our analyses are aimed at developers, product managers and enthusiasts who want to understand how AI is changing their field. We write clearly and without unnecessary jargon.

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