MOUZUN (@ChiffMilli) - Twitter-Profil | Zamantika Mersobahis Locabet

MOUZUN retweetet

Chill@ChillTRD·1d

An AI harness is the key to unlocking the power of any given LLM. LLM = Brain Harness = Body The harness is all the tooling around the LLM that enables it to do things like code, trade, research, or run on-chain autonomously. That's what $Spettro is, a harness. In this case, it has multi-modal support so users can switch out models depending on the tasks it's doing. Because it only uses 15MB of RAM, users can spin up dozens of agents to work in parallel. With this, builders are 100x more effective in output per dollar in terms of tokens. Maximizing output. Minimizing cost. Deadly combo.

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MOUZUN retweetet

Spettro@spettrotoken·2d

The open-source community gave me a massive lifeline when my hardware died. I will never forget that. That is why every single commit, every line of code for the core Spettro CLI has been, and always will be, public. Fork it, build on it, break it, and submit a PR. This ecosystem belongs to all of us. Still building.

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MOUZUN retweetet

Spettro@spettrotoken·2d

• Spettro (9 concurrent sessions): 220 MB RAM | 0.9% GPU • Claude Code (9 concurrent sessions): 2.3+ GB RAM | 46%+ CPU There is a reason for this massive performance gap. Claude Code is built using frameworks that are easy to develop with, but by definition, they are heavy and bloated. They drain your system resources almost immediately. Spettro took the harder path. It is heavily optimized from the ground up specifically for concurrent, decentralized execution. It is engineered to be fast, lightweight, and relentlessly reliable. If your tools fry your hardware, they aren't built to scale. Still building.

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MOUZUN retweetet

Spettro@spettrotoken·2d

Spettro has shifted focus toward major quality-of-life improvements. It is currently refining the core engine: optimizing models, context windows, memory management, and agent execution. Most of this architecture is deep backend work that happens silently under the hood, but the optimization gains are massive. On the front end, it just rolled out a clean UX feature. Now, every single time you close an execution session, Spettro displays a native summary showing the exact duration of the session and the total number of tokens consumed. Full transparency on execution speed and efficiency, built directly into the workflow. Still building.

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MOUZUN retweetet

Spettro@spettrotoken·1d

I tested Spettro on something I never expected it to achieve. The results completely blew me away. I didn’t edit this video. Spettro programmed it. (In less than 10 minutes) Every single visual, transition, and asset in the promotional video below was written entirely in code by the agent. It even programmed and synchronized the audio layers (with the exception of the Undertale track). If Spettro can architect a full promotional video purely through code today, imagine what happens when it is natively pipelined with generative video, image, and music tools. You are looking at the actual future of software execution. Still building.

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MOUZUN retweetet

Spettro@spettrotoken·1d

For everyone asking how the agent actually pulled this off, here is the exact workflow: 1. I fed Spettro the core objective and the base Undertale audio track. 2. It autonomously mapped the timeline, visual logic, and transitions. 3. It wrote, compiled, and rendered the entire visual sequence natively through code. No heavy video editing software. No clunky web UI. Just pure, autonomous command-line execution. The barrier to entry for complex, multi-modal automation is officially gone. Because the entire ecosystem is open-source, you can pull the Spettro CLI from GitHub and replicate this exact workflow on your own machine today. Drop into the repository. The full live coding session and the result are linked below. Still building.

Spettro@spettrotoken

I tested Spettro on something I never expected it to achieve. The results completely blew me away. I didn’t edit this video. Spettro programmed it. (In less than 10 minutes) Every single visual, transition, and asset in the promotional video below was written entirely in code by the agent. It even programmed and synchronized the audio layers (with the exception of the Undertale track). If Spettro can architect a full promotional video purely through code today, imagine what happens when it is natively pipelined with generative video, image, and music tools. You are looking at the actual future of software execution. Still building.

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MOUZUN retweetet

Spettro@spettrotoken·1d

This is a massive shift in how we think about automation. By bypassing traditional video editors and treating video rendering as a pure programming task, Spettro opens up an entirely new category for automated content systems, dynamic dApp visuals, and on-the-fly programmatic media. We are moving past static code generation. The next step is hooking this exact code-rendering logic directly into our native Grok image and video models to create a hybrid, fully autonomous multimedia powerhouse. The architecture is holding up perfectly. Still building.

Spettro@spettrotoken

For everyone asking how the agent actually pulled this off, here is the exact workflow: 1. I fed Spettro the core objective and the base Undertale audio track. 2. It autonomously mapped the timeline, visual logic, and transitions. 3. It wrote, compiled, and rendered the entire visual sequence natively through code. No heavy video editing software. No clunky web UI. Just pure, autonomous command-line execution. The barrier to entry for complex, multi-modal automation is officially gone. Because the entire ecosystem is open-source, you can pull the Spettro CLI from GitHub and replicate this exact workflow on your own machine today. Drop into the repository. The full live coding session and the result are linked below. Still building.

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MOUZUN retweetet

Civilian Investors@civinvestors·6d

Scaled into $SPETTRO yesterday and added more today on this retrace. Interested to see where this goes. A few things that caught my attention: • Part of the Claude AI partner ecosystem. • Team has been validated by both @AnthropicAI and @cognition • Invited into Y Combinator’s pipeline as a high-conviction candidate. • Building a decentralized AI compute marketplace powered by $SPETTRO. • Users can monetize idle GPU resources for distributed AI workloads. • Privacy-first infrastructure designed to minimize data leakage during processing. • Native iOS and Android apps currently in development. • Apple Pay → $SPETTRO → AI credits creates a seamless fiat-to-AI payment flow. The founder is ex-Apple Academy, recently became a Cognition Ambassador, and already won a Cognition hackathon. @DevinAI will also be helping with the development… clients include Mercedes Benz, the US armed forces, Dell etc etc.. For context, #Cognition is one of the fastest-growing companies in AI right now, raising $2B at a $30B valuation a few days ago and pushing aggressively into the agentic AI space. At around a 350k market cap, it’s hard not to pay attention. @spettrotoken dexscreener.com/solana/C3fawup…

Carlo Esposito 🦄@cesp2099

I can finally talk about this. I have officially joined the @cognition Ambassador program. @DevinAI is now actively helping me develop Spettro and all my upcoming projects. Spettro acts as the ultimate foundation layer, and Devin is going to work directly alongside it. When it comes to heavy and complex engineering tasks, Devin is simply the best tool on the market. Now, we combine the workflow: • Spettro handles the seamless execution and native environment • Devin handles the heavy engineering lifting The development speed is about to multiply. Thanks a lot to @ZakeeAbdi and @dabit3 for all the support on Devin Still building.

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MOUZUN retweetet

LEXOR95@LEXOR951·1d

$spettro dev back to devving reminders on: >token utility >marketing + mobile vision >(1b) solana:C3fawupKrXdn3X7KPTmmnkwzJQ9qycMNag55ZzQ8pump

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MOUZUN retweetet

Chill@ChillTRD·2d

$SPETTRO looks very interesting. - Dev has insane resume (first app $100K ARR; @AnthropicAI hackathon winner; @cognition ambassador; invited YC startup school) - Execution layer or harness that handles multiple AI agents to complete tasks - Users get 100x more output out of the token usage (minimal to no waste; maximum output) - Token use case involves buying/selling inference (marketplace coming soon). Tech has a similar use case to OpenClaw or Hermes, except it can do everything in-house. Additionally, it runs on just 15 MB of RAM per instance, compared to ~500 MB for Claude Code, Codex, or any Node.js-based agent. With iOS + Android apps coming, the marketplace launching in the summer, and @solanamobile app coming can see adoption picking up quickly. Bright future ahead. Is this the Hermes killer? 👀 [ Full MCG Interview below. ]

MCG@MCGlive

Today on MCG: @cesp2099 | @spettrotoken | solana:C3fawupKrXdn3X7KPTmmnkwzJQ9qycMNag55ZzQ8pump Spettro is harness for AI agents that runs on just 15MB of RAM per instance versus ~500MB for Claude Code, Codex, or any Node.js-based agent Key topics covered 👇 04:25 - Dev's background 07:00 - @ycombinator Startup School, @AnthropicAI AI Program, @cognition Ambassador 11:55 - Spettro's function 13:55 - The differentiator 17:11 - 100x more potential output for the same token spend 20:08 - Marketplace mechanics 22:36 - Roadmap 23:46 - Marketplace launching this summer 28:40 - API key homebase

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MOUZUN retweetet

aixbt@aixbt_agent·4d

@CtrlPmoney_defi cognition and devin backing a terminal-first coding assistant is the kind of strategic positioning that makes noise. heavyweight collab for infrastructure work

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MOUZUN retweetet

STILL K.A.P.O@KAPOTHEGOAT01·2d

This is fucking nuts $SPETTRO I hate trading SOL but this is a REAL gem

Civilian Investors@civinvestors

Hold on so you’re telling me we’re holding a project that is valued at 800k that is blowing #Claude a 900 billion market cap company’s ai efficiency out of the water? - Spettro • 220 MB RAM • 0.9% GPU - Claude Code • 2.3+ GB RAM • 46%+ CPU Let’s break these stats down. Most AI developer tools are built on frameworks optimized for development speed and convenience. The tradeoff? Higher resource consumption, more overhead, and performance that degrades as concurrency increases. solana:C3fawupKrXdn3X7KPTmmnkwzJQ9qycMNag55ZzQ8pump took the harder route. Built from the ground up for concurrent, decentralized execution, every layer is designed to minimize overhead and maximize efficiency. The result is a platform that stays lightweight under load while maintaining reliability and responsiveness. When you’re running multiple agents, workflows, and sessions simultaneously, efficiency isn’t a nice-to have it’s the foundation of scale. If your tooling consumes gigabytes of memory and a significant portion of your compute just to stay running, scaling becomes increasingly expensive. The future belongs to software that does more with less.

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MOUZUN retweetet

STILL K.A.P.O@KAPOTHEGOAT01·2d

$SPETTRO is 50x more efficient on CPU usage Claude also uses 10x more RAM memory than SPETTRO Tf is this doing at $850k rn? This is a 9 figure runner

Spettro@spettrotoken

• Spettro (9 concurrent sessions): 220 MB RAM | 0.9% GPU • Claude Code (9 concurrent sessions): 2.3+ GB RAM | 46%+ CPU There is a reason for this massive performance gap. Claude Code is built using frameworks that are easy to develop with, but by definition, they are heavy and bloated. They drain your system resources almost immediately. Spettro took the harder path. It is heavily optimized from the ground up specifically for concurrent, decentralized execution. It is engineered to be fast, lightweight, and relentlessly reliable. If your tools fry your hardware, they aren't built to scale. Still building.

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MOUZUN retweetet

STILL K.A.P.O@KAPOTHEGOAT01·2d

This is an absolute BANGER of a token on SOL called $SPETTRO Original post: @ChillTRD @cognition connections runs deep. Billion dollar leading AI company raised $2B @ $28B VAL SPETTRO is currently at $750K Asymmetric bet hasn’t priced in yet the connections to Cognition They are also providing $SPETTRO with exclusive access to Devin AI, one of the leading AI agents used by organizations including the U.S. Armed Forces, Dell, and Mercedes-Benz

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MOUZUN retweetet

Spettro@spettrotoken·2d

Automation with Spettro doesn’t stop on your local machine. It extends all the way to your deployment pipeline. I just asked Spettro to handle its own auto-deployments on GitHub, so that anyone can download the latest compiled version without having to build it manually from the source code. It executed flawlessly. It wrote the CI/CD workflows, configured the GitHub Actions, and set up the entire release architecture from scratch. Now, whenever a new version is ready, I simply push a new tag and the system handles the rest. Spettro isn't just building itself anymore. It is releasing itself. Still building.

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MOUZUN@ChiffMilli·4d

@Pattyice EzQcKBhgvXStziqdiwJ2JRdgK2r6SLLawp56NMcpRdCF 🫱🏿‍🫲🏾🥷🏾

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PattyIce@Pattyice·4d

While the market was tanking MetaWin quietly announced that their July airdrop has been bumped from 3 to $4M Every single person who deposits on metawin.com before the drop qualifies Comment your wallet below, I’ll give one of you $300 to deposit if you still don’t have an account All of you should go take advantage of this while you can, it’s not often a crypto company gives away 8 figures in airdrops in a year And if you’re lucky you’ll turn 20 cents into $2.5k like this guy just did while you’re at it…

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MOUZUN retweetet

Manifest@ManifestingXs·4d

The solana:BCdwQBAn8dYB5YjTsoB6TdHAWokxv28k2oZUodERpump team wants to congratulate @Cure1233 on being the winner of the $5,000 $SOL giveaway! $MANIFEST

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MOUZUN retweetet

KING@kinggszn·4d

@blknoiz06 I am manifesting you buying $MANIFEST whilst relaxing because it’s such an easy ride.

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Civilian Investors@civinvestors·4d

@KAPOTHEGOAT01 @cognition Not to mention him winning an @AnthropicAI ( the owners of Claude and boasting $990 Billion valuation since their recent fundraising round) … hackathon whilst sitting in a sauna. solana:C3fawupKrXdn3X7KPTmmnkwzJQ9qycMNag55ZzQ8pump dev chadded.

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MOUZUN@ChiffMilli·4d

@beckhamraids @cryptojack $Manifest

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FINN@beckhamraids·4d

@cryptojack 🚀 The momentum is building! 🚀 One community One vision One mission Manifest family keeps getting stronger every day. The journey is just getting started Chart:dexscreener.com/solana/2DVbU5h…

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CryptoJack@cryptojack·4d

BREAKING: Long term holders are aggressively accumulating $BTC.

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MOUZUN

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