It’s there in DeepAgent desktop – will be coming to ChatLLM as well
SOFTWARE
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Inference Efficiency Drives AI Production Profitability and ROI
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As AI moves from prototypes to production, inference efficiency becomes the ultimate driver of profitability. Open benchmarks like InferenceMax provide a shared standard to measure performance, TCO, and ROI, validating NVIDIA’s full-stack approach of co-designed hardware and
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Guide to Customizing ChatGPT
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ChatGPT forgets threads, but 'saved memory' doesn’t. Write your user manual once, and every conversation follows it. Examples worth borrowing:
• "Provide one solution only, no options unless requested."
• "If the answer would be shallow or misleading, say so."
• "Debug like a senior engineer: include unit tests." -
Alphabet Showcases Four Major AI-Driven Innovations Including Genie 3
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Genie 3 is one of 4(!) Alphabet innovations featured, including FireSat (satellites that use AI to better detect wildfires), CiviForm (open-source software that consolidates public program applications into one platform) & @Waymo (autonomous vehicles). Congrats to all the teams!
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AI Infrastructure Investment Opportunities for Builders
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I want to invest in more AI infra companies. If you’re building something exciting, comment below. If interesting, I’ll DM you. Pls, infra only. No app layer etc.
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AI Shift: From Scale to Intent-Driven UX
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the smartest shift right now is this:
AI is moving from brute-force scale → causal, local, context-aware architecture. tiny reasoning models, on-device inference, and intent-driven design are rewriting how we use tech. UX is dissolving. no buttons. no menus. just intent. -
Google Launches Gemini Enterprise with AI Agents
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BREAKING 🚨: Google introduced Gemini Enterprise with Agents, Connectors and Agent Builder!
— 🚨 AI News | TestingCatalog (@testingcatalog) 9 octobre 2025
“It allows you to chat with your company’s documents, data and apps as well as build and deploy AI agents, all grounded in your information and context.“ https://t.co/9Q8U1uKEpd pic.twitter.com/tRZr3JxHH9BREAKING : Google introduced Gemini Enterprise with Agents, Connectors and Agent Builder! “It allows you to chat with your company’s documents, data and apps as well as build and deploy AI agents, all grounded in your information and context.“
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Hugging Face Hub Launches Custom Apps, GGUF Editing, Xet Integration
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The Hugging Face Hub team is on a tear recently: > You can create custom apps with domains on spaces
> Edit GGUF metadata on the Fly
> 100% of the Hub is powered by Xet – faster, efficient
> Responses API support for ALL Inference Providers
> MCP-UI support for HF MCP Server
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