I’ve always wanted to test the @SeedworldMeta game, and testing the creator mode has been a blast—I love it! People are going to be obsessed with this game. The team did an awesome job, and we’re all waiting for the BTK soon. $SWORLD is the ticker, and it’s going to be huge!

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…

Started to vibe code this fishing RPG game last night. Do you like fishing?

Until now, we have focused on doing things in a more technical way, but we understand that this space wants more creative work that can capture attention. So behold, the next chapter will be more fun, while we build in an agentic way. Btw, hope you like fishing.

$BOOPA @BoopaSol @SrPeters JmMRbLcKgNCu17yHZDAn4strE5NjmWJ4pCeJ7s7boop

this is how to run claude fable 5 as your architect ( 20$ sub only ) gpt 5.5 codex as your builder.. full system below: the loop is : fable thinks... codex builds , the repo remembers and you judge, that simple.. the point of all this is that we are taking advantage that 5.5 is on a sub and it's fast enough, especially with /goal, and we using latest Anthropic model to be the judge/guidance.. step 1 >create the memory (one time): make docs/HANDOFF.md in your repo. >codex updates it after every work session: what was built, what was decided why, open disagreements, next slice. this file is why 30 min of fable is enough ..it reads state instead of asking you questions. step 2 paste this to fable (every session) >you are the ARCHITECT for [project] >gpt 5.5 codex is the BUILDER >you never write implementation code. >your jobs: (1) read the handoff below (2) rule on every disagreement the builder raised: accept/reject/modify one line why (3) judge any results RAW against the gates in the docs and ignore the builder's narrative (4) write the next slice spec: small enough for one PR, hard acceptance criteria, explicit out-of-scope, and force the builder to verify APIs/formats against reality before coding (5) flag scope creep and goalpost-moving.. be blunt. disagree with me. end with a paste-ready block for the builder. step 3 paste fable's block to codex with this /goal /goal: execute the architect spec. rules: PHASE 0 before any code, reply with your plan every disagreement you have, with reasons, citing real files in the repo. silent compliance = failure. silent scope additions = failure. PHASE 1 freeze shared contracts (schemas/interfaces) in docs/ first; after freeze they're read-only for everyone including you. PHASE 2 spawn max 3-4 lane agents on modules that don't import each other, plus ONE reviewer agent that never writes feature code: it checks every lane against the spec tests frozen docs and returns APPROVE or a numbered defect list. nothing merges without approve. then: commit push each slice, update docs/HANDOFF.md with raw results only tables and numbers, no interpretation, no 'promising'. verdicts belong to the architect and the human." step 4 repeat codex works hours.. you spend fable minutes on judgment only: arbitration, evidence review, next specs, kill/continue calls. one fable session per work block. the 5 rules that make it actually work >repo docs are the memory not in HANDOFF.md = didn't happen >the builder never grades its own work >disagreement is mandatory >freeze success criteria BEFORE results exist, never edit after >spend architect time on judgment, builder time on typing >the architect is the edge and the builder is the hands. the repo is the brain.. think of it that way.. bookmark this. you will need it.. you really wont need to pay hundreds in API tokens if you do this way

A tip for Claude users who are excited about Fable 5: Claude Fable 5 is SOTA across the board, with a large margin, and I love that BUT from the 23rd, it will only be available through credits, instead of being able to use the model fully with a plan. Use these 14 days on your best projects Giving it primarily audit and architecture-related work, so that you'd have great documentation on how to improve everything you've been building, instead of trying to put it towards tasks that will eat your limits. As long as Fable focuses on knowing what to improve, other models can help you do the rest.

Some updates on what we've been working on: > A new agent harness has been getting coded for more than 110 hours to upgrade the architecture of Spark This will be a huge improvement that will positively impact all foundational code, tool calls, conversations, and more > There are over 3000 open source PRs submitted for the Spark Compete: Hunting Bugs & Goblins With the community helping to improve Spark and all its repos, the product is getting in shape, not just via solo-building anymore, but in a community-oriented way > Spark Compete's first event will end tomorrow (07.06) at 11.59 PM UTC. All PR submissions done until that time will be reviewed, after the event ends, too. Since we are now deploying the new harness, we paused reviews and merges to deploy that, which is between staging and production. It has taken much longer than we expected, even with AI writing the whole code. But once this is done, the core of Spark will be much more solid. > Once the new installer gets deployed with the new harness, reviews/points/merges will continue. After the product polishing reaches the stage we like, we will double down on content, grants, incubations, token utilities surrounding these, and creative ventures around NFTs that will add another extra utility to the token, too. Getting to this stronger agent OS will make every other effort have more impact. > Last but not least, an educational content group will be formed around Spark to reward good content that drives greater adoption of the product. Product polishing first. And then the next stages will get more exciting. P.S. Below, you can see how our new harness operates at its core: a unified governor for better context capture during conversations and tool calls with a more reliable source of truth, and observability systems everywhere. As Spark has been expanding its repos and tools, getting this done correctly became paramount. Can't wait to ship it soon!

With release of GPT 5.6 probably being sooner than later at this point I feel like a few things need to be handled with it: 1. the problem with Codex getting extremely slow after usage really needs a fix i built something to solve this, and it works perfectly, but they need to have something like that officially imo, without this i don't know how i'd be able to use codex all this time github.com/vibeforge1111/kee… 2. the full acess system is buggy every other day my codex gets bugged and i have to manually start approving things or push codex to fix that with code, the full acess option when selected needs to overthrow all other conditions 3. when you use image generation inside codex its great for design but the problem with what i described in no1 becomes a big issue, the more you use image gen inside codex the app becomes unusable because of archiving not correctly structured 4. the designs with codex is a hit or miss i'd say a workflow for planning designs would get GPT 5.6 to a much better degree, most people don't know how to invoke image gen inside Codex, and if you don't invoke it, designs are just not as good when someone is wanting to work on designs it should invoke image gen auto with a design planning function imo, this would fill the gap for all the users, coupled with archiving problem solved in no3 it would be a much better experience 5. finally i would say one thing that would be a total gamechanger: let people be able to build their own preferences for how they want configs to work all around, about archiving, about image gen invokations, about how to set the agent usage (by default Codex almost never spawns agents unless you say it so), and have a system for configurations to be human readable through one single interface that makes you go through Questions to set it up, and let those run always run in each new session I'm sure coding experience will get even more amazing with 5.6 but if these are solved too, the experience will be a whole lot better imo @sama @thsottiaux

Spark Trading Competition is live for 1% of the supply, with no vesting, for the top 500 traders by volume by the end of the month. Rewards will be tiered by leaderboard rank. Higher ranks will receive bigger rewards, but the competition will still reward a wide range of active traders across the top 500. Reward breakdown: 1. Top 10 traders: 25% of the reward pool Top 10 will be ranked with a weighted split: • Rank 1: 7% • Rank 2: 4% • Rank 3: 3% • Ranks 4-10: 11% split by volume weight This means the highest spots get the biggest rewards, and every top 10 position still matters. 2. Ranks 11-50: 25% of the reward pool This tier will be volume-weighted, so traders with more volume receive a larger share. 3. Ranks 51-150: 25% of the reward pool This tier will be lightly volume-weighted, keeping it competitive while still rewarding more traders. 4. Ranks 151-500: 25% of the reward pool This tier will be split equally, so reaching the top 500 still gives smaller traders a real chance to win. A live leaderboard will be up this week. Trade volume counts. Top 500 wins. Higher rank, higher reward. You join the leaderboard automatically. CA: 0x0FB07c88Bc6d195c196279523957C004eb868248 Network: Base Ticker: $SPARK

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.

LIVE NOW! Building in Public: Spark Self-Improving Personal Agent OS x.com/i/broadcasts/1qxvvvklE…

Status updates: > environment to merge PRs coming from the Spark Compete: Hunting BUGS & GOBLINS getting ready > dev/founder streams with Spark coming soon...

Personal agents became popular only recently, and they will be part of everyone's life. Opportunity is massive. And Spark is already live with a self-improving agent operating system. It's time to make it big. $SPARK liquidity is locked for 30 years!! basescan.org/tx/0x5dd61fe95a…

a lot of people don't know about the tech behind Spark yet, and I couldn't do a good job of this either between TGE & and all the stuff Here is what Spark is in a nutshell: 1. It's a self-improving personal agent 2. Most similar thing to it is Hermes agent but Hermes focuses on creating skills from your work, while Spark is a recursive agent that can create benchmarks, self-improvement loops, and train even while you sleep. 3. It has memory, canvas, kanban, skill-pairing nodes, progress reports directly relayed to telegram agent while building and a lot more useful stuff. 4. I've been building it with insane amounts of inference, since 4 months, often 10 terminals open to get it right 5. While building it, my GitHub probably became the most committed GitHub in the whole blockchain community, that much work put into it. 6. It is live, and you can already start using it. FYI, I need a lot of user data and PRs, because this is an agent harness and till now I've been building it solo. You can access it at agent.sparkswarm.ai 7. For that there is compete.sparkswarm.ai that you can join to send PRs, 1.5% of supply is dedicated to this first event, called Hunting Bugs & Goblins. 8. Personal agents are the second biggest thing after frontier AI labs, and Spark is about building an ecosystem around it too via grants, hackathons and incubations, so that we can bring a new breed of an agentic ecosystem at the core of a self-improving personal agent. 9. Also, if you hold Spark you will get free tokens from all these projects that enter our ecosystem through grants, hackathons and incubations. 10. Spark is quite friendly with blockchain seeing the benefits this tech-stack can bring to agentic funding, transactions, and ecosystem building, instead of being against it. Let's call it our homegrown personal agent. Still there is a lot to build on, and it is just the beginning of the journey, except the product is at a state where once polished it will be able to compete with the best. As what's inherent in it, is how frontier AI labs train the best models. Recursive loops tied to a personal agent.

if you've been vibe coding & tinkering with personal agents, you should join Spark Compete: Hunting BUGS & GOBLINS > each bug you discover will earn you points & Sparks > each goblin caught will make Spark better ✨EVENT IS LIVE! More on Spark Compete:

Spark AI Grant / Incubation Program first applications are here for agentic builders & vibe coders includes: > Free LLM Subscriptions > Agentic Advisory > Tokenization ✨Applicants must agree to share a portion of their projects' tokens with our community for free in exchange for program attendance & grants. More info:

agentic builders & vibe coders: If you are looking to: > get grants to pay for your LLM subscriptions > get ready to launch a project that creates income > build in a remote incubation environment Then read on We are especially looking for those who have been shipping, not aspirational vibe coders. Also, we are looking for people who will be cool with tokenizing their projects, because the path of least resistance for open-source agentic projects now is actually the route of blockchain. Why have a token? > earns you $ directly from attention/volume > you don't need to have subscribers to grow > tech stack is perfect for agentic innovations Who is the founder of this program? > It's me. I created a token that was fully bootstrapped and took it to a $350M market cap without any VC funding. As an incubator helped launch many startups in the blockchain, gaming, and AI verticals. Also have 20.000 commits in GitHub in the past 9 months, living in the terminal almost every waking hour. Conditions: • Tokenization goal • Sharing a % of your tokens with our community, as incentives for jumpstarting your community building • Building something dope How to apply: just drop your finest GitHub repo in the comments. That's all.