an agent training OS

Joined February 2026
so, here is what happens you get 200k base:0x0fb07c88bc6d195c196279523957c004eb868248 you then get a free vibe vibers NFT you start using vibe/vibe launchpad on RH you invite frens, earn commissions from all their trades your vibe viber get charged both ways you get airdropped from the new SFUND on RH (vibe/vibe's official coin) you also get some more airdrop from the new SFUND from holding that SPARK each trade on vibe/vibe auto buybacks and burns both the project token, and new SFUND vibe/vibe activity grows, your frens print, you print even more because you earn from their fees indefinitely you get the liquidity to bet on more runners, and SFUND keeps getting bought back and burned more projects that you bet gets bought back and burned more you are holding to that SPARK still, SPARK airdrops from projects who uses Spark's agent training technology your vibe vibers helps you agentically in the launchpad, from the simulated office, and gibs you vibes your frens happy, you happy, projects happy, trenches happy, Robinhood chain happy, we all happy that's the simple play
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continuing to train my specialized agents with verifiable loops with Spark Loops desktop pushed a demo script producer agent from 62% to 89%, scored by GLM 5.2, Deepseek v4, and Grok 4.5 yesterday here is a deep dive:
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Loop engineering and training your own agents with verifiable loops is about to get easy for everyone. Here is the first look to Spark Loops desktop app, where you can: > create your agents > train them without any technical friction > use them in sessions and your workflows
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For the past couple days I've been turning Spark into the desktop version where you can create and train agents with verifiable loops (using multiple LLM judges) in anything you like And then use those agents with their trained domain chips in your sessions directly from Spark Loops desktop app Improving the work you do with them In one example I trained an agent for writing better PRDs, distilled what separate LLMs gave for improving it, and then turned it into a PRD creator that then evolves the PRDs in the session system. In another one I've been working on a training architect so trainings can be done better, got it to as high as it scoring 83.5 via multiple runs so that I can distill that to create better training sessions for other agents. While trying to do all this via Telegram, the usability has been quite bad, but now everything is getting connected to a place where you can create, train, and then use the same agents in your workflows directly within Spark Loops desktop app. 6 months of work finally getting together.
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A first look to Pet Boosters of Seas of Spark: Through your pets: battles, missions, economy, and various in-game systems will be much more fun. Pet Boosters will be earned in-game, and having a Battle Pass will get you more of them. Join the waitlist: seasofspark.com
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Are you a good fisherman? Test your skills in our upcoming playtest at Seas of Spark. Don't forget to join the waitlist. The best fisherman will earn the first limited booster pets. P.S. Invite your friends to get boosted on the leaderboards at seasofspark.com
Preparing to ship the playtest waitlist queue and referral system for Seas of Spark in a few hours! Playtest will have a rewards leaderboard too, with some super unique collectibles to spice things up. Time for some adventure, pirates 🏴‍☠️
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✅ TG Raidbot activated for pirates ✅ First videos created for the vibes Now time to load up the cannons, sharpen the swords, and generate a bunch of funny skits and videos to raid in style.. If you have cool ideas for skits and video memes to be used in raids drop them here:
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Ay yo pirates, about time to use every creative tool in our arsenal to march, raid, and conquer as a community. Join our Telegram if you have that bagworking spirit. Channel link: Spark_coded 🦜
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Hey ya, we got some news, pirates! We gon' be reaching out to 100 Creators for Honorable Creatorships, ships designed in their imagery, to be shared with 10 of their loyal followers. Creatorships will be NFTs that can be ridden in the Seas of Spark. Building continues! Ahoy🏴‍☠️
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Wanna know what's happening under the Seas of Spark?
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If someone had said I could vibe code a game like this in 4 days, a few years ago, I would never believe it Seas of Spark getting real
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Pretty crazy that what Satya is describing here is exactly how @Spark_coded works > domain chips: creating workflows around domain knowledge > benchmarks: that create private evals on outputs to pave the way for improvements on the domains > autoloops: to spawn self-improving loops on the domains while improving them on benchmarks You can start using it here: github.com/vibeforge1111/spa…
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Started to vibe code this fishing RPG game last night. Do you like fishing?
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Spark retweeted
since everyone woke up talking about loops, this article talks about domain chips, which i think are super underrated compared to loops.. a chip is a small specialist that's only good at one job QA, trading, content, research whatever ... and not one giant brain trying to do everything.. you wrap it in three things: >a workflow (same shape every time, so it's stable) >the tools that job needs >a benchmark that says what good looks what makes this special is the benchmark; without it, a loop just changes things randomly, when with it, the chip can score every pass and keep only what actually wins.. the problem with loops is they can spin 1000× and still not improve when a domain chip not only focuses on the domain you delegate to them, but they actually improve themselves with every spin. you can start with domain chips here this repo will help you build your first chip, the workflow, the benchmark pack, and the autoloop policy, with guardrails so it can't fool itself: github.com/vibeforge1111/spa… below you can read the article fully + i put a good example of the difference between having a normal loop and a domain chip..
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Starting a new agentic experiment Where I will be adding agents to places where humans normally do the job, and sharing the progress and results See if agents are getting ready to replace real work, and to what degree Rules: > All the agents will be @Spark_coded > They will have a progress sharing dashboard > The community will be able to direct the agents via feedback and strategy inputs Question time: What should be the first agent's role?
🤖 Made with AI
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In the next few months we will see more and more AI builders joining crypto. However, I feel like our rails for attention is really broken. Why? A part of CT is only on memes, another don't even bother talking about anything unless they are paid, and the amount of people I see talking about AI coins is extremely small. This is the vertical that will carry crypto into its renaissance, but we just don't have the rails for this. To enable this, I want to bring something on, also connect it with our grant program, so creators who actually support AI builders can get a stake in them. More info coming with my next announcement.
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For those joining Spark Compete, please read this: It's how you can get more PRs accepted, be really helpful to Spark's improvements, and earn more Sparks. A step-by-step guide: 1. Make sure that you have an IDE or Agentic Engineering CLI like Codex, Claude Code, or Cursor to help you with getting the Spark Agent from agent.sparkswarm.ai 2. Let them do the installation, and then connect themselves to Spark, and guide you through the steps. It will be super easy if you let an IDE guide the process. 3. Only once you get your Spark agent fully working inside Telegram, then tell your IDE to read compete.sparkswarm.ai and prepare you for things to do inside Telegram, according to missions/repos therein, while understanding the hotfix validation system fully. 4. Then use Spark, inside Telegram, catch the bugs, as you will be able to tell when something is off, and then copy and paste those foul/unpolished parts to your IDE to fix them. 5. Once your LLM fixes something, you can actually check after the hotfix is done in Telegram, to see if it works well now, and once you verify everything works perfectly, on that problem you had before, then let your IDE prepare a PR according to the Spark Compete system. 6. If you skip the step of using Telegram, you gonna do blind PRs, and most of them will be just your LLM hallucinating, and it won't have good hotfixes validated within Telegram, where your Spark agent runs. 7. You can also use Computer Use systems, which are available in Codex and Claude Code, and if your IDE doesn't have a computer use, you can always use a browser-use plugin or other computer use plugins that are popular. This way, you can automate more things, still test everything in Telegram, and pair your IDE to use Telegram directly rather than have it run in the background. You wanna see the fixes firsthand and make sure they really polish and improve Spark. That's basically the essential thing to focus on. But if you just send your IDE to audit and send PRs without any telegram usage, or real hotfix validation that fixes real bugs, your efforts won't be that effective, nor it will help to improve Spark much. Thank you 🙏 The event is still progressing until the 7th. You're more than welcome to join, help Spark get better, and earn Sparks. For any technical questions, you can ask them in the comments. I'll try to help as best as I can.
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Spark retweeted
honestly, spark compete has been one of the most fun agent/product things i've done in a while.. because it doesn't feel like a normal bug bounty where everyone just lobs reports but more like actually building the thing with them... find a rough edge, repro it, fix it, prove the fix, pass review. kind of addictive ngl. this is cool because it feels like a preview of where product dev is going... communities that don't just use a product, they ship into it, and the edge is knowing how to actually use agents to do it.. you can run just a few agents to go fix some PRs, some agents check, others verify.. just a small loop... one finds the edge and repros it, another writes the fix and one verifies... i bet that if most products open-sourced their projects and rewarded people for actually fixing and shipping they would grow way faster imo.. and yeah if your project has to do anything with crypto.. at least you found one useful incentive..
Spark Compete PR Reviews have been running for 10 hours with a /goal in Codex, yet it will probably take another day to go through all the PRs. System is open-source, PRs are incentivized with our token, and structured into a competition: > People join as a 3-person team > Use Spark self-improving agent OS to find bugs > Get their hotfixes done, and share with a packet validation verifying that the issue is fixed > If the verification is done right, and the issue is fixed, they get points > If the validation isn't there, or the PR is already submitted by another team, or there are security issues, the Spark Compete system sends agent promptable feedback to the submitters > There is also an isolated device which is doing extra verification checks on all the validated PRs, and sees if they are a pass/fail/quarantined on top for an added layer of real-time reviews, besides multiple layers of review systems Altogether, the system leverages tokenization to drive open-source growth, enabling faster product development/polishing, community activation, and rewarding contributors for their participation. If you have an LLM or have been using agents, definitely join. The first event is ending on the 7th.
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Spark Compete PR Reviews have been running for 10 hours with a /goal in Codex, yet it will probably take another day to go through all the PRs. System is open-source, PRs are incentivized with our token, and structured into a competition: > People join as a 3-person team > Use Spark self-improving agent OS to find bugs > Get their hotfixes done, and share with a packet validation verifying that the issue is fixed > If the verification is done right, and the issue is fixed, they get points > If the validation isn't there, or the PR is already submitted by another team, or there are security issues, the Spark Compete system sends agent promptable feedback to the submitters > There is also an isolated device which is doing extra verification checks on all the validated PRs, and sees if they are a pass/fail/quarantined on top for an added layer of real-time reviews, besides multiple layers of review systems Altogether, the system leverages tokenization to drive open-source growth, enabling faster product development/polishing, community activation, and rewarding contributors for their participation. If you have an LLM or have been using agents, definitely join. The first event is ending on the 7th.
Spark Compete: Hunting Bugs & Goblins site is ready. 1. Get your team signed up. 2. Have your agent / LLM read the site. 3. Let it go for the missions and report back with PRs. 4. Rise in the Bounty Board. 5. Earn SPARKs. compete.sparkswarm.ai To find teammates, visit our TG
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Today, we released the first points for the approved commits, for Spark open-source repos, and Spark Compete event Also, have been sending feedback to those who didn't get approved yet about packet formats and what's missing in their PRs. Will do the last 2 days' feedback today too: 1. Check your GitHub if you have been sending PRs, please. 2. There will be an update to points once all GitHub usernames of each team are in the system. 3. The event will last until the 7th of June, so you still have time to start using Spark and submit PRs to earn tokens. For more, visit: compete.sparkswarm.ai Thank you 🙏
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