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@linuzeth

👨‍💻 Core Contributor at @ClearpoolFin ⏮️ prev @Kwenta_IO @aelinprotocol - 🏆 2 Times Pan-American Simon Champion

Valhalla, NY Katılım Ocak 2022
427 Takip Edilen84 Takipçiler
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Aakash Gupta
Aakash Gupta@aakashgupta·
Cursor is raising at a $50 billion valuation on the claim that its “in-house models generate more code than almost any other LLMs in the world.” Less than 24 hours after launching Composer 2, a developer found the model ID in the API response: kimi-k2p5-rl-0317-s515-fast. That’s Moonshot AI’s Kimi K2.5 with reinforcement learning appended. A developer named Fynn was testing Cursor’s OpenAI-compatible base URL when the identifier leaked through the response headers. Moonshot’s head of pretraining, Yulun Du, confirmed on X that the tokenizer is identical to Kimi’s and questioned Cursor’s license compliance. Two other Moonshot employees posted confirmations. All three posts have since been deleted. This is the second time. When Cursor launched Composer 1 in October 2025, users across multiple countries reported the model spontaneously switching its inner monologue to Chinese mid-session. Kenneth Auchenberg, a partner at Alley Corp, posted a screenshot calling it a smoking gun. KR-Asia and 36Kr confirmed both Cursor and Windsurf were running fine-tuned Chinese open-weight models underneath. Cursor never disclosed what Composer 1 was built on. They shipped Composer 1.5 in February and moved on. The pattern: take a Chinese open-weight model, run RL on coding tasks, ship it as a proprietary breakthrough, publish a cost-performance chart comparing yourself against Opus 4.6 and GPT-5.4 without disclosing that your base model was free, then raise another round. That chart from the Composer 2 announcement deserves its own paragraph. Cursor plotted Composer 2 against frontier models on a price-vs-quality axis to argue they’d hit a superior tradeoff. What the chart doesn’t show is that Anthropic and OpenAI trained their models from scratch. Cursor took an open-weight model that Moonshot spent hundreds of millions developing, ran RL on top, and presented the output as evidence of in-house research. That’s margin arbitrage on someone else’s R&D dressed up as a benchmark slide. The license makes this more than an attribution oversight. Kimi K2.5 ships under a Modified MIT License with one clause designed for exactly this scenario: if your product exceeds $20 million in monthly revenue, you must prominently display “Kimi K2.5” on the user interface. Cursor’s ARR crossed $2 billion in February. That’s roughly $167 million per month, 8x the threshold. The clause covers derivative works explicitly. Cursor is valued at $29.3 billion and raising at $50 billion. Moonshot’s last reported valuation was $4.3 billion. The company worth 12x more took the smaller company’s model and shipped it as proprietary technology to justify a valuation built on the frontier lab narrative. Three Composer releases in five months. Composer 1 caught speaking Chinese. Composer 2 caught with a Kimi model ID in the API. A P0 incident this year. And a benchmark chart that compares an RL fine-tune against models requiring billions in training compute without disclosing the base was free. The question for investors in the $50 billion round: what exactly are you buying? A VS Code fork with strong distribution, or a frontier research lab? The model ID in the API answers that. If Moonshot doesn’t enforce this license against a company generating $2 billion annually from a derivative of their model, the attribution clause becomes decoration for every future open-weight release. Every AI lab watching this is running the same math: why open-source your model if companies with better distribution can strip attribution, call it proprietary, and raise at 12x your valuation? kimi-k2p5-rl-0317-s515-fast is the most expensive model ID leak in the history of AI licensing.
Harveen Singh Chadha@HarveenChadha

things are about to get interesting from here on

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linuz@linuzeth·
Got it.
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anton
anton@abacaj·
“Make the models cheap to use” “Great, they all forgot how to code” “Now 10x the price”
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Matteo Collina
Matteo Collina@matteocollina·
🎯 After years of building with Node.js, I've organized my hard-won knowledge into skills: a collection of best practices, workflows, and deep expertise my AI assistant uses to write code to my standard. No more repeating myself on every code review. 👇
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Naval
Naval@naval·
Software will proliferate just as videos, music, writing did. The market structure will shift from a “fat middle” to mega-aggregators and a long tail. It’ll be a slower process due to network effects, but many traditional vendor lock-ins will get eaten by AI.
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Guillermo Rauch
Guillermo Rauch@rauchg·
Google has shipped a CLI for Google Workspace (Drive, Gmail, Calendar, Sheets, Docs, …) Huge! Written in Rust, distributed through npm & skills.sh $ npm i -g @⁠googleworkspace/cli $ npx skills add github:googleworkspace/cli 2026 is the year of Skills & CLIs github.com/googleworkspac…
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Mike Rundle
Mike Rundle@flyosity·
--dangerously-skip-permissions
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linuz@linuzeth·
@theo Having a bad week mate?
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Couch Investor🛋️
Couch Investor🛋️@Couch_Investor·
Jack, you ran Twitter into the ground, and Elon's FIRST move was to cut ~80% of the employees. In 2021, you spent $300M on Tidal. The company owned by your friend Jay Z. In 2023, you put an absolute cap of 12,000 employees at $XYZ. In 2025, you spent ~$68M on an employee party. "i had two options: cut gradually over months or years as this shift plays out, or be honest about where we are and act on it now." You had 3 years to be honest about where you are. Instead, you spent time in the jungles of Africa, talking Bitcoin and smoking the good stuff. If the Board had any balls, you'd have been replaced already. And if you had any integrity, you'd have stepped down (especially after the Twitter fiasco). Your company grew revenue by 0.3% in 2025. As Sam Altman said, some companies are ‘AI washing’ by blaming unrelated layoffs on the technology. Keep feeding yourself the same BS. You're the only one believing it.
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jack@jack

yes we over-hired during covid because i incorrectly built 2 separate company structures (square & cash app) rather than 1, which we corrected mid 2024. but this misses all the complexity we took on through lending, banking, and BNPL. and that we’re now targeting $2M+ gross profit per person, 4x our pre-covid efficiency, which stayed flat at ~$500k from 2019 until 2024. we have and do run an efficient company... better than most.

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linuz@linuzeth·
I've recently watched a YT video of the legend @joshuamorony about the AI workflow he uses to ship an insane amount of code. I decided to create a TUI and follow his apporach. Almost ready!
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linuz@linuzeth·
@robinebers How can you go from 10x to 3x due to prompt caching?
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Robin Ebers | AI Coach for Founders
Cursor has been keeping a secret while not announced widely, they added a new AI model that performs decent, at a fraction of the cost of Claude models Kimi K2.5 can now be enabled in the Cursor settings it is dramatically cheaper, with 8–10x lower on base rates, but in real-world tests you can expect it to be 2-3x cheaper due to differences in prompt caching I love that they seem to open up more, because it makes the best AI coding tool more accessible to more people will you try it?
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linuz@linuzeth·
Watching awesome-coding and then @ThePrimeagen YT vids. The certainty is loud. Entering stage 2.
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malinvestment.jpeg
malinvestment.jpeg@malinvested·
Of course that's your contention. You're a first-time SaaS bear. You just got finished listening to some podcast, Dario on Dwarkesh, probably. Now you think it’s the end of white collar work and seat-based pricing is screwed. You're gonna be convinced of that til tomorrow when you get to “Something Big is Happening”. Then you’ll install ClawdBot on a Mac Mini, vibe code a dashboard on top of a postgres database and say we’re all just a couple ralph loops away from building a Salesforce competitor. That’s gonna last until next week when you discover context graphs, and then you're gonna be talking about how the systems of record will be disintermediated by an agentic layer and reposting OAI marketing graphics. “Well, as a matter of fact, I won't, because ultimately the application layer is just ….” The application layer is just business logic on top a CRUD database. You got that from Satya’s appearance on the BG2 pod, December 2024, right? Yeah, I saw that too. Were you gonna plagiarize the whole thing for us? Do you have any thoughts of your own on this matter? Or...is that your thing? You get into the replies of anyone posting a SaaS ticker. You watch some podcast and then pawn it off as your own idea just to impress some VCs and embarrass some anon who’s long SaaS? See the sad thing about a guy like you is in a couple years you're gonna start doing some thinking on your own and you're gonna come up with the fact that there are two certainties in life. One: don't do that. And two: you dropped thirty grand on Mac Minis and LLM API calls to come to the same conclusion you could’ve got for free by following a handful of VC accounts.
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The Dor Brothers
The Dor Brothers@thedorbrothers·
We just made a $200,000,000 AI movie in just one day. Yes, this is 100% AI.
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