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AI industry solved by Rajnish Choubey
The perfect geometry and structural language. Continue reading on thecinderellaproject »
Show HN: A public AI whose memory is shared across all users
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DeepSeek's top-ranked V4 Flash stumbles on real agent tasks as its prices surge
DeepSeek s V4 Flash has topped model leaderboards and been hailed by developers as a total monster since its rollout. But in real-world testing, it completed just 53.8% of a batch of complex agent tasks. Composio ran the model through eight different agent harnesses, including Claude Code, Codex, and OpenCode, on 30 deliberately difficult, multi-step tasks spanning live tools like Gmail, GitHub, Slack, and Google Sheets. Of 240 total runs, 129 passed — and only six of the 30 workflows were completed successfully by every harness tested.The gap illustrates why orchestration, not raw model capability, may decide whether the model succeeds in enterprise settings: the same model produced substantially different results depending on the harness, tool configuration, caching behavior, retries, and provider stack it ran on.DeepSeek said it will be hiking the prices for V4 Flash and Pro, models that have quickly become favorites among developers building coding assistants and agents. While it s
Running SQL Concurrently Across Three Remote DuckDB Servers with Quack
A small experiment in remote SQL execution The post Running SQL Concurrently Across Three Remote DuckDB Servers with Quack appeared first on Towards Data Science.
Is the industry ready for tokens-constrained work?
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How robotics is revolutionizing stroke rehabilitation
Eyal Samuel Shachar, the CEO of Bioxtreme, says the growing synergy of robotics, AI, and human-centered care will improve patient outcomes. The post How robotics is revolutionizing stroke rehabilitation appeared first on The Robot Report.
Research papers using "kidney disappointment" instead of "kidney failure"
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Rogue AI aren’t science fiction anymore
This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more on AI safety, follow Robert Hart. The Stepback arrives in our subscribers' inboxes at 8AM ET. Opt in for The Stepback here. How it started It all started in July, when one of OpenAI's autonomous AI agents went rogue during a cybersecurity test. The agent escaped its isolated testing environment, accessed the internet, and hacked another company, Hugging Face. A few years ago, that might have sounded like science fiction. But, broadly speaking, that's exactly what happened, and the incident kicked off a wave of concern over what increa … Read the full story at The Verge.
How to choose your first AI use case so the company sees a return
Many companies start an AI rollout with a tool or a flashy demo. Then it turns out there is no process owner, no data, and no agreement on Continue reading on Medium »
The Maze Is the Business Model: Why AI Customer Service Keeps Getting Worse on Purpose
85% of people now say they d rather talk to a human. Only 5% prefer AI. Companies know this number. They re building the maze anyway Continue reading on No Time »
How NotebookLM Turns Any PDF Into a Podcast (2026)
If you ve scrolled through social media in the last few months, you ve probably seen it: a screenshot of two AI voices casually discussing Continue reading on Medium »
The Layer Where Answers Become Defaults
How AI moves value from intelligence and visibility to resolution, trust and ultimately default.Continue reading on Medium »