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RAG Retrieves, It Never Remembers. A vendor-neutral blueprint for applications that accumulate understanding. Includes a complete Azure-native implementation (Microsoft Foundry, Azure AI Search, Cosmos DB, FastAPI) mapped to a property-insurance corpus. The post Designing a Persistent Knowledge Layer That Refuses to Guess appeared first on Towards Data Science.
ChatGPT's desktop app on macOS has a new feature called Computer History that turns your actions into training data, learning how you work, suggesting automations, and even picking up tasks you left half done. It uses your activity to build a timeline that ChatGPT and Codex can reference when you make a request. The feature is opt-in, rather than opt-out, and you can exclude certain apps and websites from Computer History, and you can delete entries if you want finer-grained control. Ari Weinstein, Product and Engineering manager at OpenAI, said on X that Computer History will automatically ignore content in incognito or private browser ta … Read the full story at The Verge.
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There s a peculiar problem hiding inside the explosion of Claude Skills: there are now more than 80,000 of them, and there s no native way Continue reading on Medium »
The perfect geometry and structural language. Continue reading on thecinderellaproject »
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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
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.
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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.
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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.