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Autonomy is no longer just about robotic motor skills. It encompasses machine awareness, dynamic decision-making, multi-vehicle coordination, and spatial precision at a large scale. The post Why perception is the key to scaling industrial autonomy appeared first on The Robot Report .
Shopify says AI isn’t cannibalizing search traffic the way it has for publishers. Instead, AI-driven traffic and orders to Shopify stores tripled year over year in Q2.
AIPER Scuba V3 drops to $799.99 in a Lightning Deal, a huge 43% off RRP and the joint-best price we've ever tracked.
Hark claims that its browser use agent is faster and cheaper than competition.
Hark , the secretive AI startup founded earlier this year by serial entrepreneur and roboticist Brett Adcock, today announced Handoff , a "computer use agent" (CUA) that it says is among the top-performing in the world at navigating the open web on a user's behalf — ordering dinner on DoorDash, booking flights on United and Delta, or messaging job candidates on LinkedIn — all autonomously, end-to-end. Sign-ups open to the public today at hark.com , with availability planned for later this month as part of the initial release of Hark's software platform. The company says Handoff recorded the top-ever score on Online-Mind2Web (OM2W) , a third-party benchmark with a human-evaluated leaderboard for web agents, posting a 97.7 against 92.8 for OpenAI's GPT 5.4, 84.1 for Anthropic's Claude Opus 4.8, and 69 for Google's Gemini 2.5 Pro. Hark also says it can serve the model at less than one-tenth the token price of competing frontier models — $0.18 per million input tokens and $2.37 per million output tokens, versus $5 and $30 for GPT 5.5 — with per-turn model latency of 0.8 seconds. For each request, Handoff spins up a dedicated virtual computer with its own browser, file system, and terminal, and users can connect existing accounts so the agent can log in and act with their saved addresses, payment methods, and history. Hark's research uncovered that despite people spending 75% of their screentime every day in a browser, fewer than 1 in 1000 websites have publicly accessible APIs, making it challenging for AI agents to take over the workload. In a roughly four-minute produced announcement video posted on YouTube and social media, Adcock — seated in a bare warehouse space that doubles as a metaphor for the company's build-out — speaks a request aloud to Hark ("let's liven this place up a bit… let's do some roses, maybe some cherry blossoms") and Handoff is shown navigating a florist's website to place the order, while Adcock narrates that unlike a typical chatbot, Handoff "is always working, it's looping," and says he now uses it for "all of my recruiting efforts end to end." In Hark's announcement blog post , more demos are shown in realtime and 5x speed. But big some open questions about Handoff remain, especially for potential enterprise customers and users. High-scoring benchmarks...but against last generation's models Notably, the benchmark comparisons Hark provided to VentureBeat for its Handoff AI agent are against GPT 5.5, GPT 5.4, Opus 4.8, and Gemini 2.5 Pro — the prior generation of frontier models. The current leaders, OpenAI's GPT-5.6 and Anthropic's Opus 5, are absent, as are strong open-source computer-use contenders like DeepSeek V4, Kimi K3, and Qwen3.8-Max. These newer models haven't published Online-Mind2Web results, and no third party has posted them to the benchmark's public leaderboard — meaning Hark's "top-ever" claim cannot currently be checked against the strongest available systems. The omission is notable because the newest frontier models have posted their largest gains precisely in computer use: on OSWorld 2.0 , a related benchmark covering full computer control, Anthropic's Opus 5 scores roughly 70.6% versus 55.7% for the Opus 4.8 model Hark chose as its comparison point. The latency comparison comes with similar caveats: the 6.8-second and 6-second per-turn figures Hark cites for GPT 5.5 and Opus 4.8 were measured by Hark, in Hark's own harness, with the competing models set to their highest — and slowest — reasoning level. No independent latency measurements exist for comparison. Asked by VentureBeat whether Hark plans to publish comparisons against those newer models, the company did not specify. Even within Hark's own chosen comparisons, the "best" framing has an asterisk: on WebTailBench v2, one of the three benchmarks in Hark's own results table, GPT 5.5 scores 72.3 to Handoff's 68.6. Two of the three benchmarks (WebTailBench and an unnamed internal evaluation) were also run inside Hark's own harness, with pass rates computed by Hark's internal LLM judge — conditions the company controls. Hark's pricing advantage is far clearer: Anthropic's newer Opus 5 carries the same $5-per-million-input and $25-per-million-output list price as its predecessor, so Handoff's roughly tenfold cost savings would hold up even against the current frontier — assuming its benchmark performance does too. Training and file access Hark's research preview describes a sensible-sounding pipeline — supervised fine-tuning followed by asynchronous reinforcement learning using the GRPO algorithm, according to materials shared with VentureBeat prior to today's announcement — but the company acknowledges it has only done post-training so far, with pre-training "planned for later this year." That means Handoff is built on top of a base model Hark did not train. Asked which base model it is, and what mix of proprietary and open data Handoff was trained on, Hark hasn't yet specified. Another big question mark for enterprise users: who can access the dedicated virtual computers and the files created on them? A Hark spokesperson said "security and privacy is a primary focus, but this is a technical preview," adding the company will share more when the product reaches market at the end of the summer. Adcock's history leading up to Hark Hark is Adcock's fourth company. He previously co-founded the talent marketplace Vettery ( sold in 2018 for roughly $100 million ), the air-taxi maker Archer Aviation, and the humanoid robotics unicorn Figure AI. Hark raised a $700 million Series A round in May 2026 at a $6 billion valuation — led by Parkway Venture Capital, with participation from Nvidia, AMD, Intel Capital, Qualcomm Ventures, Salesforce Ventures, and ARK Invest. Adcock seeded the company with $100 million of his own money and remains founder and CEO of both Figure and Hark simultaneously, a spokesperson confirmed. Asked how the two companies interact, the spokesperson said Hark models "are being trained on the Figure robots," but that Adcock has no plans to combine them. Adcock's promotional style has drawn skeptics. In April 2025, Fortune correspondent Jason Del Rey reported that Figure's much-touted BMW partnership was far more modest than Adcock's public claims of a robot "fleet" performing "end-to-end operations": BMW spokesperson Steve Wilson said a single Figure robot was practicing picking up parts during non-production hours. But the partnership has advanced, and as of June 2026, BMW said the Figure 02 robot supported production of more than 30,000 BMW X3 vehicles during a 10 month-period, and that the next-generation Figure 03 robot was being deployed at the plant for a parts-sequencing role in logistics. On the social network X, Adcock called the story "mischaracterizations and downright lies" and threatened a defamation suit. Two months later, TechCrunch reported that Adcock skipped a promised live demo at a tech conference and sidestepped questions about the BMW deal onstage. None of that means Handoff's numbers are wrong. The agent may well be excellent, and the pricing — if it holds — would undercut every major lab.
A stray SpaceX rocket is believed to have crashed into the Moon, forming a crater
Cybersecurity researchers have discovered more than half-a-dozen services advertisements for illegal access to artificial intelligence (AI) models on underground cybercrime forums and messaging platforms. One such service, Poison Claude, claims to offer access to Anthropic's large language models (LLMs), including Opus 4.8, Opus 4.7, Opus 4.6, and Sonnet 4.6. "Advertisements for Poison Claude
Joe Kent says that he and other anti–Donald Trump MAGA figures have formed a new movement. They want Tucker Carlson to run for the presidency in 2028.
Assistant will disappear, leaving only Gemini for voice control in the coming weeks.
Description This composite of seven images from the Mastcam-Z instrument aboard NASA’s Perseverance Mars rover shows Earth, visible as a small bright dot moving from upper left to lower right, passing behind the Martian moon Phobos on July 2, 2026, 1,907th Martian day, or sol, of the mission. The black background is the result of […]
Earth and the Martian moon Phobos dance together in a series of images recently acquired by NASA’s Perseverance Mars rover. Earth appears as a point of light in the Martian sky, disappearing behind the crescent of Phobos, the larger of Mars’ two moons. This is the first time humanity has captured from the surface of […]
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“GPT-5.5's API pricing is reshaping how startups build AI products”
