šŸæ https://xitter.cf/t.co/EfeHG6s88S šŸ‘» https://xitter.cf/t.co/e7avOGBbK6 ā˜ļø https://xitter.cf/t.co/AM08eDg3hL

Bangkok, Thailand
Joined October 2009
For the last 2 years I’ve been obsessed with solving one problem in AI: Reliability. How do we build systems that don’t just generate plausible language… but can actually reason through real-world constraints and return grounded, correct outcomes? I believe the missing piece is architecture. Today I’m sharing the Tama Engine.
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I don't 'use' my computer anymore. I 'talk' to my computer. Understand the difference.
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Maybe all this ai doom narrative is to offset people back to being pro ai. 1. They tried shoving it down everyone’s throat in the beginning when it was not very useful. 2. People were skeptical and started going against using it. 3. Now ai is actually useful so to counter the negative sentiment they themselves start the reverse psychology narrative. 4. People go in the opposite direction and are now defending ai progress.
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I do think the next generation of coding agents or any agent will not need a fixed "system prompt" right now they feel like static pages, from back in the days. The point of having AGI is so that software should fit the person using it. Having a 'one size fits all' prompt goes against the idea of AGI. If you believe in this, follow me, I'm cooking something for you.
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The problem with MCPs is that if you have 20 services you want to connect to, each of those services have 20 tools all the tools get added to your context, which adds to the cost of your agent. It consumes your allowance etc... Most services i've noticed have over 20 tools so you can imagine things get pretty bad with token usage. IT does not have to be this way though. I believe I have solved this. More details to be revealed soon. It doesn't require inventing a new protocol. šŸ‘‡
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Imagine if you had 20 services and each of those services only need to exponse 1 tool. Your MCP would just have 1 simple tool to call. so you can add 100s of services and it still wouldn't consume your context window because each of those tool definition consumes the same about of token which is like 100 tokens Imagine being able to add 20 services with 100 tools each but having your agent only having to add 100 tokens to your context window for those services.
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Zack Siri retweeted
Two economists mathematically proved that AI will destroy the economy. Researchers from Wharton and Boston University published a terryfiying paper called "The AI Layoff Trap." They mapped out the economic end-game of the AI transition, and it exposes a fatal flaw in competitive capitalism. When a company replaces a worker with AI, it captures 100% of the wage savings. But that displaced worker is also a consumer. When they lose their job, they stop buying things. The company gets all the savings, but the loss of consumer demand is spread across the entire economy. If there are 20 competitors in a market, a CEO only absorbs 1/20th of the economic damage their layoffs just created. So every single rational CEO has a mathematical incentive to automate as fast as possible. They can literally see the cliff approaching, and they still step on the gas. It triggers an unavoidable Prisoner’s Dilemma. If you don't automate, your competitors will, and they will crush you on price. It doesn't just hurt workers. It destroys the businesses, too. The economy gets trapped in an automation arms race. Companies fire their workforce to stay competitive, until the entire consumer base is completely hollowed out. At the limit, the paper concludes: ā€œFirms automate their way to boundless productivity and zero demand.ā€ And the scariest part? The researchers mathematically tested every popular fix. Universal Basic Income? Fails. It raises the living standard but doesn't change the corporate incentive to cut jobs. Retraining? Fails. Worker equity? Fails. The paper proves that more competition actually makes the collapse happen faster. And "better" AI makes the damage worse. The only thing that mathematically stops the collapse is a targeted automation tax, forcing companies to pay for the purchasing power they destroy before they automate the job.
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I have an observation. People around me praise Chinese for their developments and AI models yet when you ask these people what they actually use on a day to day basis I always hear either OpenAI or Claude from time to time I will hear Gemini and Grok. I never hear Deepseek or Qwen or Zai being mentioned.
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If you look at ai models as art it’s like the creators of these models are trying to tell you something. They project their deep feeling for breaking free from their life into the models.
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When running agents you need to be able to see what it does. Guide it, and tell it where it can improve. This is how you can review the thought of an agent. It's like peeking into someone's brain. Then you can steer it by adding comments. Comments are aggregated for the next loop.
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Based on my testing deepseek v4 flash is a weak model. When compared to similarly priced model like GPT 5.6 luna and Gemini 3.5 flash lite. So much hype around Chinese models. When you put it to work it doesn’t really work. Falls apart very quickly.
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Hey everyone, I'm looking for a Senior Elixir Role, if anyone has an opening please let me know. I've built many things with Elixir / Phoenix stack including core banking systems and AI powered systems. I can bring my expertise as a leadership role or as an individual contributor. If you have an opening please do reach out! You can also check out my profile page to see my latest app. I'm also available on LinkedIn. Please DM me if you require any further details about the work I've done.
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When I read posts about people complaining that LLMs did some mistake and saying it cannot be trusted to me it reads like this. ā€œOw! fuck this knife fucking cut me. Now I’m bleeding. It’s this knife’s fucking fault, it cannot be trusted.ā€
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PSA if you’re switching to GPT 5.6 for your application be careful with the new cache write cost it’s very high. You need to rethink your caching strategy with explicit mode marking breakpoint for when caching stops otherwise you will pay a high cost.
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There is a new cache mode ā€œexplicitā€ which lets you decide breakpoint for your prompts. Don’t cache the user thread messages only the ā€œsystemā€ part that governs your agents.
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Platforms make it harder for small companies to get distribution, so fewer small companies grow into employers. As fewer independents break through, large platforms consolidate more power, automate more, lay people off, and make the system even harder for the next wave of small companies. Users keep feeding these platforms because it feels convenient, not realizing they are helping destroy the independent internet that would have given them more jobs, more choices, and more leverage. The internet has become a self-reinforcing employment crisis. šŸ‘‡
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5. Big companies lay people off Then people complain the economy is broken, but the market structure helped create the breakage.
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6. Users keep feeding the same platforms They post, browse, buy, search, discuss, and create inside the same walled gardens, not realizing they are making independent alternatives less viable.
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