Spark

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.

Today, I'll start working on the desktop app for Spark, which will connect all the personal agent infrastructure and training systems into a single visual interface. This is a concept art that I crafted in Spark World Bible for it:

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.

Last night I've been setting up the environment to merge the PRs that have been coming from Spark Compete: Hunting BUGS & GOBLINS Want to also start streams again, so that we can double down on showing Spark as a product much more, and bring more agentic AI builders into the eco

I think it's time NFTs start to get used in agentic purposes, not just as character MD files. but in ways that will be cutting-edge and useful I want to bind Spark's recursive loops and agent self-improvement mechanics to NFTs, so people can train their agents like they train Pokémon. But here, based on real-life workflows & skills for different needs, professions, and useful stuff for humans/businesses, and package all that into their resellable NFTs. Thus, creating a new market and use case with this. What if you made a stacked agent with entrepreneurship, BD, sales, and content superintelligence, based on real benchmarks, and generated revenues as people want to use your agent? I'll be making more detailed content next, but just letting you know that I'm starting with this, and holding SPARK will be key to getting one of the limited capsules to hold your self-improving agent. And you will be able to train them directly within Telegram or your favorite LLMs via Spark's own agentic intelligence OS.