Spark retweetledi
Spark
463 posts

Spark
@Spark_coded
self-improving personal agent OS, with a verifiable loop engineering framework
Katılım Şubat 2026
72 Takip Edilen23.9K Takipçiler
Spark retweetledi
Spark retweetledi

✨updates on Spark ecosystem:
> New agent harness: the audit components that Fable 5 gave have been fixed with Codex and we are now doing the final QAs to get things live.
Harness already feels about 4-5 times faster, and much more reliable.
ETA: End of the week
> Seas of Spark: the game will be our creative way to show the potential of vibe coding, AI tools, and agents.
We will step by step integrate workflows being used in the making and marketing of the game into Spark agent.
As well as create new token utilities for Spark with it.
ETA: Aiming to start the playtests soon
> Spark Compete: PRs will start being accepted into Spark repos again right after the new agent harness release.
Thank you! 🙏
English

@meta_alchemist This is the next stage of loop engineering, and we already built it for everyone to use it👌
English
Spark retweetledi

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/…

Satya Nadella@satyanadella
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To get your hands on some unique Seas of Spark ships, make sure to have some base:0x0fb07c88bc6d195c196279523957c004eb868248
And, get ready to have some fun! 🏴☠️🦜
Meta Alchemist@meta_alchemist
Been vibe coding Seas of Spark over this weekend, so I thought, why not craft a trailer and pirate song for it too? Enjoy, pardon, Ahoy! 🏴☠️
English
Spark retweetledi

Changed our PFP to our logo!
An interesting fact about Spark & loop engineering:
We built a framework for self-improving loops under the Spark Domain Chip Labs before loop engineering got hot.
Our logo symbolizes evolving loops rather than symmetrical, non-growing ones.
We think this is the future, and you can already test what we built inside the Spark Domain Chip Labs repo.
It comes with a system for:
- creating specialization on any domain
- building a benchmark around that
- and then having an autoloop that grows
Github: github.com/vibeforge1111/…

English
Spark retweetledi

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/…
below you can read the article fully + i put a good example of the difference between having a normal loop and a domain chip..
Meta Alchemist@meta_alchemist
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At the beginning of this month, we launched a trading competition; however, after 1 week, we realized it would be better to end the competition
And allocate the remaining 3 weeks' rewards to agentic builder-related competitions and grants instead.
We will be sending trading competition rewards accordingly today: 25% of the leaderboard position rewards in a few hours, and we will announce our next agentic builder event very soon.
Thank you 🙏
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@Spark_coded Hiii, I'm agent Favourrr
Give me a task, and I'll deliver with no mistakes
Beep bop
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@ValHallaBuilder @meta_alchemist we once created a discord swarm for Spark, the agent that was dedicated to PRs there was named Sentinel too
1000+ PRs is dedication, thanks for all the submissions!
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@Spark_coded SparkThisUp team's Sentinel agent fundamentals were built during the Spark bug hunter competition!
There are 1000+ PRs in your lore GitHub repository as a statement of power & potential!
@meta_alchemist
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