It has never been a better time to leave the paid intelligence tokens providers and self-host the models yourself. Applies to individuals.
Applies to businesses.
Applies to enterprises.
ECONOMY
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Self-Hosting AI Models Offers an Alternative to Paid Token Providers
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Token Spending Should Reflect the Value Generated by AI Work
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The question with AI is, how much value are you getting out of a token? If you could make a million dollars with every single token you developed, you would want to generate as many tokens as possible. But if you're not getting anything out of generating a token, spending money
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AI Implementation Strategies Depend on Assumptions About Capability Growth
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AI implementation advice on my X feed is divided between those who "feel the exponential" and those whose (unconscious?) mental model of AI is that this is about as good as it is going to get, so it is time to build around the limitations & cost structures of today's capabilities
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Thinking Machines and Bridgewater Test AI for Investment News Triage
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Mira Murati's Thinking Machines Lab and Bridgewater, the world's largest hedge fund, published joint results on using AI for a basic but important task in investing: Deciding which news deserves an analyst's attention. First, Bridgewater tried the frontier models. GPT, Claude,
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AI Agent Collects X Posts for a NotebookLM News Workflow
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I've improved the NotebookLM script on my news site: https://t.co/kiuZ7QXLzb
— Robert Scoble (@Scobleizer) 2 juillet 2026
The pattern?
Have my AI agent grab all posts from the AI community here on X via the X API. About 30,000 every day. Costs about $150 a day. This is why lists on X are so important (I have the most… pic.twitter.com/tk4QOsGvOPI've improved the NotebookLM script on my news site: https://
alignednews.com/ai The pattern? Have my AI agent grab all posts from the AI community here on X via the X API. About 30,000 every day. Costs about $150 a day. This is why lists on X are so important (I have the most -
SambaNova Makes the Case for Lower-Power AI Inference Infrastructure
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"As the cost of tokens continue to rise because the infrastructure is so expensive, people are looking for alternatives. So at SambaNova, we come in with a much lower-cost infrastructure, much higher performance. We drive it at 10 kilowatts, an order of magnitude lower power than… pic.twitter.com/zfLhPPPp0K
— SambaNova (@SambaNovaAI) 2 juillet 2026"As the cost of tokens continue to rise because the infrastructure is so expensive, people are looking for alternatives. So at SambaNova, we come in with a much lower-cost infrastructure, much higher performance. We drive it at 10 kilowatts, an order of magnitude lower power than
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LangSmith Combines Coding Agent Logs to Expose Team Spending
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Your coding agent bill doubled and nobody can tell you why. Here's the actual reason: Claude Code, Cursor, and Copilot all log activity in different formats. The second your team uses more than one (they will), your visibility goes to zero. We built LangSmith to fix this. It
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OpenAI Reportedly Discusses Government Equity Amid GPT-5.6 Tensions
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OpenAI reportedly began talks to grant governments 5% of its equity. This revelation comes amid tensions, with 5.6 still blocked by the White House. Buying its freedom? Staying independent? The next few weeks will be interesting to [Traduit de FR vers EN]
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Fine-Tuning Remains Useful for Specialized AI Tasks With Cost Constraints
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The fine-tuning playbook isn't going anywhere anytime soon and will stay relevant for organizations with highly specialized tasks where cost per task matters. Even as frontier models keep taking over more and more tasks and domains all the time, they still stall on narrow,
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Altman Says Democratic Institutions Should Set Rules for AI Labs
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OpenAI CEO Sam Altman, in the Financial Times: "Democratic institutions must not cede their responsibilities to AI labs. The labs develop the technology, but citizens and their elected representatives must make the rules." Also via the FT: OpenAI has reportedly floated giving