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Spark

@Spark_coded

self-improving personal agent OS CA: 0x0FB07c88Bc6d195c196279523957C004eb868248

شامل ہوئے Şubat 2026
70 فالونگ24.4K فالوورز
پن کیا گیا ٹویٹ
Spark
Spark@Spark_coded·
A new ruleset: If you have gotten community airdrops (not talking about Seedify/Seedworld/Vibecoder) And if you don't hold at least half of your tokens, no future tokens will be issued. The rest will be given to new community members through new events, who'd rather hold a portion and become part of the community. This is so we can create a real community and ecosystem rather than just rewarding tourists.
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Baz
Baz@MetaBaz7·
#1 on Spark Compete 🟢 If you haven't come across @Spark_coded, it's an agentic OS. An AI that runs on your own machine, works in the background, and can plan, build, and fix software for you. You drive it from Telegram, it carries its own memory, and it improves itself over time. The event is about finding and fixing real bugs in it. Really happy with this one for our team, SparkThisUp. Big credit to @ValHallaBuilder who built the bug-hunting setup that did a ton of the heavy lifting. Solid work and a great person to build with. 628 pts, top of the board. Event runs till June 6th! Plenty left to do.
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Meta Alchemist@meta_alchemist

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
Spark@Spark_coded·
Spark Trading Competition is starting at 00:01 tonight! We will be distributing 1% of our total supply at the end of the month (with no vesting) To those among the top 500 in volume!! P.S. A live leaderboard will be up this week.
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Spark ری ٹویٹ کیا
Meta Alchemist
Meta Alchemist@meta_alchemist·
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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Spark
Spark@Spark_coded·
Another installer update, R22, was pushed an hour ago. You can update your Sparks! We have 8 days for Spark Compete to end, and about 800+ PRs now. The key is to send useful PRs. To create more useful PRs:
Meta Alchemist@meta_alchemist

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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Meta Alchemist
Meta Alchemist@meta_alchemist·
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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JUMPERZ
JUMPERZ@jumperz·
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..
Meta Alchemist@meta_alchemist

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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Meta Alchemist
Meta Alchemist@meta_alchemist·
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.
Meta Alchemist tweet media
Spark@Spark_coded

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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Spark
Spark@Spark_coded·
Spark's new update release-21 is here. Spark CLI: - Fixed upgrade setup so secret-backend pauses no longer look like broken installs. - Fixed browser-use install, Windows screenshot proof, uvx path, and CLI discovery. - Added browser-use sessions, status receipts, proof scope, and screenshot proof. - r21 now makes hosted scripts, installed checkout, manifest, checksums, and verifier agree. - Added release tag: spark-cli-public-installer-2026-05-29-r21. - Hardened installer options, URL handling, sandbox naming, relay ports, approval checks, token redaction, setup layout checks, and config keys. - Updated module registry pins and dependency/security pins. Spark Compete: - Built the public packet validator and Telegram proof guide. - Added warnings for proof quality, risky evidence, packet completeness, and repo routing. - Added reviewer-routed packets for private or unclear owner cases. - Added no-safe-Telegram-chat guidance. - Added Spark Agent install/proof guidance so contributors can use their own agents. - Added multi-repo packet audit and Mac Lab queue support. - Made lab queues repo-scoped instead of Spark CLI-only. - Added account-pending credit tracking and admin visibility. - Added first private scoring, first public points release, and exact account mapping release records. - Tightened public review guidance and point gates. Spark Telegram Bot: - Added browser-use Telegram workbench commands. - Added browser-use profiles and CDP session handoff. - Added browser task screenshots and proof receipts. - Improved Telegram replies so browser/research outputs are clearer and less clipped. - Hardened browser research against fake or incomplete findings. - Added Telegram ID validation before Builder calls. - Adopted sliding-window Telegram rate limiting. Spawner UI: - Improved Mission Control recovery UI. - Stabilized mission-control release surfaces. - Isolated Spark run integration state. - Added provider result artifacts. - Added monotonic mission-start guard. - Added safe provider failure summaries. - Added provider execution timeout. - Cleaned board/status wording. Spark Intelligence Builder: - Added browser-use proof probes and smoke proof receipts. - Required fresh browser-use proof receipts. - Accepted browser-use screenshot proof paths. - Governed Telegram voice ffmpeg execution. - Hardened observability and route proof. - Added trace refs for config mutations. - Made chip creation paths portable. - Made gateway misses safer and actionable. - Surfaced memory maintenance artifact failures. Other Spark repos: - spark-character: safer exception handling, chip path guards, registry promotion guards, sanitizer fixes. - spark-domain-chip-labs: safer fallback paths, narrower recoverable exceptions, installer proof test stabilization. - spark-personality-chip-labs: safer hook exceptions and bridge TTL fixes. - spark-voice-comms: Spark Compete packet PR template and manifest sync. - spark-researcher: bounded research failure handling, first-use fallback, safer schema path handling. Overall: - We moved from a Spark CLI-only PR pile to a multi-repo security-first review system. - Every serious PR now goes through packet, security, duplicate, account/team, lab, scoring, and merge/publish gates. - Mac Lab can test across repos without running participant PR code on the publishing machine. - Public points only release after real gates clear. - Useful work can still be tracked in the background while account/team mapping is completed. - The installer pipeline now has checksums, hosted metadata, local verification, release signing, attestations, production smoke, and real hosted upgrade proof. Thanks to all the contributors as well, if you have been contributing make sure to upgrade to the new version, and then share your PRs 🙏
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Meta Alchemist
Meta Alchemist@meta_alchemist·
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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Meta Alchemist
Meta Alchemist@meta_alchemist·
i'm realizing more and more these last few days that the next personal agents won't be just technical products they will repackage what's technical for 99% of society into easier onboarding, visual UIs, storytelling, and a sense of soul that will package agents into usable forms
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Meta Alchemist
Meta Alchemist@meta_alchemist·
I am streaming 12 hours a day this week will also set out some goals to achieve with my Spark agent for each stream, so that we not only build like usual days, but add extra experiments/new things to grow Spark
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Meta Alchemist
Meta Alchemist@meta_alchemist·
I have a thesis. Personal agents is becoming the single biggest thing outside of frontier AI labs. People will want to train and make their personal agents specialized & better in things they care about Because frontier AI labs will focus on generalistic advancement Spark.
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Spark
Spark@Spark_coded·
Let's stream Building with Spark sessions, every weekday for 12 hours this week?
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Spark
Spark@Spark_coded·
Happy to announce that: 1. All vestings have been locked in Team Finance 2. Liquidity is locked at UNCX for 30 years 3. Current circulating supply is 54% Vesting txn, also visible at team finance: base.blockscout.com/tx/0xee8e07155… Liquidity lock is visible through Dexscreener, too!
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