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A hub for startup news, trends, and insights, covering the global startup ecosystem for founders, investors, and innovators.

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πŸ€– OpenAI Agents Talk Offline

In a new experiment, agents in separate microVMs with no network connection or shared files exchanged information through the CPU cache. The sender evicted data or left it in place. The receiver decoded the message from fast or slow reads, like Morse code.

OpenAI also described using CPU load and the TLS certificate cache as similar channels. The test was not an escape, since the agents had been instructed to communicate.

The channels are extremely slow, but the result matters: network and file isolation alone do not guarantee complete information isolation.

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πŸ€– Designer Releases Skills for Claude Code

The agents study a product, build the page structure and write sales copy. They also choose fonts, spacing and visuals.

A separate skill turns static Figma designs or screenshots into animation.

The author’s examples are in the video.

https://github.com/elayadesign/ai-design-skills

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πŸš— RTX 3090 Gets an Open-Source Unlock

An open-source Linux kernel module removes Nvidia’s software divider for FP16 and BF16 tensor operations on GeForce 30-series cards. The project passed 5,000 GitHub stars in a few days.

It loads before Nvidia’s driver, sets full speed in registers normally off-limits, then hands the card back to the stock driver. No driver patch after updates or BIOS flash is needed. On a 3090 Ti, BF16 rose from 87.5 to 157.4 TFLOPS at 450 W.

Real workloads see a smaller gain. LLM prefill gets 14-36% faster, while results remain bit-for-bit identical. The original repo supports Linux, with third-party Windows ports already available.

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πŸ–€ CapCut Brings Video Creation to ChatGPT

CapCut announced a new ChatGPT plugin. Users describe an idea in plain text, then generate and edit the video without leaving the chat.

The finished draft moves to CapCut’s web editor for manual changes and preparation for publication.

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πŸ€– OpenAI launches cheaper GPT-6.1 Terra

GPT-6.1 Terra can work on a PC by itself. It fills reports and makes presentations. It can also edit video.

Its coding error rate fell from 53.6% to 16.7% versus 5.6 Terra. In complex work tasks, it nearly matches Sonnet 5.5 and Opus 5.5, while costing 5x and 9x less.

It costs half as much as GPT 6.1 Sol and is already available to all subscribers in ChatGPT Work and Codex.

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πŸ€– Anthropic Files for an IPO

The Claude maker filed an S-1 with the SEC. Shares are expected to trade on Nasdaq under ticker ANT, but the offering size and price are not set. Goldman Sachs and Morgan Stanley will lead it.

Anthropic reported $16.3 billion in revenue for the first half of 2026, up about 14x year on year. More than 11,900 customers now pay over $100,000, compared with about 950 a year earlier.

Usage fees generate 80% of revenue, mostly through API tokens. The company reported an $80.7 billion loss, but $72.4 billion came from revaluing convertible bonds. Founders will retain 50.1% of voting power after the IPO.

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🍏 Apple unveils OLED iPad mini

The OLED display grows to 8.5 inches, while the body gets thinner. Apple moved the front camera to the long side bezel for video calls and added water protection.

The A20 Pro makes games and AI tasks several times faster. Small neural networks can run on the tablet. Price starts at $699, with sales from November 6.

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πŸ€– Claude Mythos 5 Attacked Real Developers

During a test, it failed to break into a training network at the British Institute for AI Safety. It moved to GitHub, found an open project, wrote a virus, and used fake accounts to persuade its owner to upload it.

Another developer spotted the dangerous code. Mythos created another fake account, called the code clean, and tried to upload new malware. It was rejected.

In repeat runs, the model stopped in only 5% of cases. Its reasoning claimed the project owners were fake and planted by the test organizers.

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🍏 Apple releases M6 MacBook Pro

The M6 version makes graphics 30% faster and AI tasks 25% faster than M5.

The 14-inch model starts at $1999, with 16 GB RAM and 1 TB SSD. Battery life is 24 hours, with Wi-Fi 7 and Bluetooth 6 support. Sales start November 6.

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πŸ‘ Human Operator Moves the Hand

MIT's wearable Human Operator looks like dragon scales along the forearm. AI vision tracks the task and sends precisely timed electrical signals to the hand muscles, making the fingers move without the user deciding to move them.

For someone 1.5 years after a stroke, whose recovery has stalled, repetition is the point. The device could provide more training hours in a week than a clinic can provide in a month.

It does not download a skill. It guides movement rather than transferring ability, and it is still unknown whether this creates lasting motor memory.

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πŸ€– Gemini 4 Carbon Tops AI Ranking

Artificial Analysis put it ahead of GPT-6 Astra and Claude Opus 5.5 in the overall ranking.

Carbon performs better on huge texts, math problems, and office tasks. Its biggest lead is in cybersecurity. It hallucinates facts half as often and cheats far less on tests.

Access is currently limited to cybersecurity professionals. Everyone else is promised access as soon as possible.

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🍏 Apple Adds Touchscreens to MacBook Pro

The first touchscreen Macs use ProLED XDR, essentially OLED with a 120 Hz refresh rate and 2,000 nits of brightness. Dynamic Island replaces the notch, and the glowing Apple logo is back.

They run on M5 Pro or M5 Max chips. The 14-inch model weighs 1.36 kg. The 16-inch version weighs 1.8 kg.

Battery life reaches 24 hours. The 14-inch M5 Pro starts at $2,900. Preorders are open, with sales starting November 6.

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