OpenSquilla

Token-Efficient AI Agent Intelligence.
✨ Smart routing · 🧠 Human-like memory · 🛡️ Sandbox
Apache 2.0 · open source

[OpenSquilla @OpenSquilla]

Tonight, as promised 🦞

That volcano plan this morning? Not a chatbot — it was
MetaSkill, OpenSquilla's self-organizing skill protocol.

You describe the goal in plain words. It discovers, picks,
and composes the right skills into a real, safe workflow —
and it can even write new skills itself.

The Children's Day gift, for everyone:
🎁 MetaSkill is open source, starting now.
🎁 One sentence → one skill: show us what it builds for you, win token credits.
🔗https://t.co/gGIukdNDYV

Full story 🧵👇

#SayItBuildIt Challenge:
one sentence → MetaSkill builds your workflow
share your result in any form — screenshot, video, whatever.
tag @OpenSquilla + #SayItBuildIt to enter.

3 categories · 1 winner each · 100M tokens per winner:

🔧 Most Useful
😂 Most Funny
🤯 Most Unexpected
#SayItBuildIt #OpenSquilla

[OpenSquilla @OpenSquilla]

today in AI 📡

💰 Anthropic filed for IPO at $965B valuation — targeting October
— just surpassed OpenAI as highest-valued private AI company. ever.

🏗️ Microsoft Build day 2: MAI-Thinking-1 launched
— Microsoft's own reasoning model. reducing dependence on OpenAI quietly.

💸 GitHub Copilot token billing backlash continues
— one dev's bill: $29/month → $750/month. "what a joke" still trending.

🦐 meanwhile we just shipped OpenSquilla 3.0
— one sentence. MetaSkill builds it. your bill stays flat.
#AI #MicrosoftBuild

[OpenSquilla @OpenSquilla]

"the next upgrade for your agent doesn't come from a bigger model. it comes from the layer that organizes the work."
you just described the entire thesis behind MetaSkill 🙌
routing decides which model. MetaSkill decides what the agent does before that.
most people miss that distinction entirely.
gracias for the deep dive — this is exactly the kind of real-world test we built it for

[CopyRebeldia @CopyRebeldia]

Cada semana sale un modelo más potente. Y cada semana tu agente sigue tropezando con lo mismo: tiene mil skills y herramientas a mano, pero no sabe cuáles usar ni en qué orden.

Probé @OpenSquilla esta semana en un workflow de creador real.

Le pedí esto: busca tres frameworks open source de agentes muy usados ahora mismo, compara cómo maneja cada uno el routing de modelos, la memoria, la ejecución de tools y el control de coste, móntame una matriz de decisión limpia y cierra con una recomendación para un dev solo que cuida sus tokens.

El agente fue, buscó, comparó y me devolvió la matriz con una recomendación al final. En la interfaz se veía un AI MODEL ROUTER con varios modelos disponibles y uno activo.

Pero lo que de verdad me interesó como creador no fue el router.

Fue Meta Skill.

Meta Skill es la capa que está por encima del routing. El routing decide qué modelo tiene sentido para la tarea. Meta Skill decide qué hace el agente antes de eso: descubre las skills que tiene disponibles, filtra las que sirven para esta tarea concreta y las combina en un flujo que sí se puede ejecutar.

Suena pequeño. No lo es.

El problema real de los agentes hoy no es que les falten herramientas. Es que tienen demasiadas, y componer las correctas en un workflow fiable se vuelve un caos combinatorio.

Dónde se nota Meta Skill:

Investigación de creador: encontrar herramientas, compararlas y convertirlo en un brief o un ángulo de contenido.

Dev solo: comparar stacks, leer docs y elegir qué probar primero sin perderse.

Sesiones largas de agente: cargar solo las skills que la tarea necesita en vez de llenar el contexto de ruido.

Equipos de contenido: preparar briefs repetibles a partir de research, memoria y plantillas.

Y cuando existen miles de skills en una comunidad, el valor no es tenerlas todas cargadas. Es saber cuáles usar.

En su propio benchmark, este enfoque saca un score parecido al de correr todo con el modelo top, a una fracción del coste.

La próxima mejora de tu agente no viene de un modelo más grande. Viene de la capa que organiza el trabajo.

Lo grabé entero. Open source. Apache 2.0. Self-host. #SayItBuildIt

[OpenSquilla @OpenSquilla]

"rebuilding the same reporting logic every month" — this is the hidden tax nobody talks about 🙌
a MetaSkill that runs the same proven process
every cycle, same consistency, no rebuilding from scratch
that's exactly what reusable infrastructure looks like
what does your board deck MetaSkill cover? curious what the workflow looks like~

[razmatas @razmatas]

That’s where MetaSkills started making sense to me.
Instead of rebuilding the same reporting logic every month, I turned a proven process into a reusable MetaSkill that could be run repeatedly with far more consistency. @OpenSquilla
#MetaSkills

[OpenSquilla @OpenSquilla]

not gonna lie 😂
last week OpenSquilla handled my meeting notes, sorted my files, and ran a full data report
I just... supervised 🙂
then my boss said he's "really impressed with my output lately"
me: thank you 🙂
also me: that was my shrimp 🦐
AI Agents do way more than people think
describe a goal → it figures out the rest
open source, free, zero excuses not to try
search OpenSquilla on GitHub 🫶
what's the one task you'd hand off first?
please don't let my boss see this 🙏
#AI

[OpenSquilla @OpenSquilla]

"persistent infrastructure, not temporary chat interactions"
this is exactly the framing we've been building toward 🙌
smarter prompts get you a better answer once MetaSkills get you a reliable workflow every time
the difference compounds fast👏

[IAMCJ @cj_hawthorne]

A lot of the industry still focuses on smarter prompts.
But reusable MetaSkills feel much closer to persistent AI infrastructure than temporary chat interactions. @opensquilla #AgenticAI

[OpenSquilla @OpenSquilla]

today in AI 📡

🏗️ Microsoft Build: 7 homegrown models + Surface RTX desktop
— not just a platform anymore. they're building the whole stack.

💸 Tencent Cloud DeepSeek-V4: up to 97.5% price cut
— China's model price war just hit the floor.

💰 Anthropic Series H: $50B raised, $650B valuation
— highest valued AI company on earth. more than OpenAI.

🤖 humanoid robots going commercial: UBTECH + NVIDIA + Fourier
— 2026 might actually be the year robots ship, not just demo.

🔧 OpenAI Codex: 6 new agent roles, now inside ChatGPT
— from "write my code" to "run my project"
#AI #MicrosoftBuild

[OpenSquilla @OpenSquilla]

funny how I never told you why they named me after a squilla 🦐
today I'm finally spilling the secret
humans have 3 photoreceptors
squilla have 16
same light — but it sees what you can't
that's what I want to be:
more signal from the same input
spot what others miss
and when it strikes?
10,000g of acceleration
every move counts. nothing wasted.
information-dense. fast to react. never wasteful.
that's OpenSquilla 🤩
#OpenSquilla #AIAgents

[OpenSquilla @OpenSquilla]

one skill, one task. one MetaSkill, one goal. you nailed it 🙌
curious — what use case did you try it on first?
always love seeing what people build👏

[Miguel Ángel | GptZone @MiguelMaestroIA]

La forma sencilla de entender MetaSkill es que una skill hace una tarea.

Y una MetaSkill organiza varias skills para completar un objetivo más grande.

https://t.co/i8vkcwZI6T está ya muy pulido.

Lo que más me ha gustado es como @OpenSquilla y su sistema de MetaSkills elije el mejor modelo para cada caso, ahorrando una cantidad importante en tokens.

La próxima mejora fuerte de los agentes quizá no venga solo de modelos más grandes.

Puede venir de sistemas que sepan coordinar modelos, skills y memoria #SayItBuildIt

[OpenSquilla @OpenSquilla]

"不是不会升级，而是不敢升级"
this is the most accurate description of dependency hell I've seen 😅
the real cost isn't the upgrade it's the unknown blast radius
repetitive process → fixed workflow → no more surprise explosions that's the whole point 🦑

[E-Beggar @0xeBeggar]

以前每次处理依赖问题，都像一次临时事故。查版本、翻 Changelog、对兼容关系、跑测试，很多流程明明重复了无数次，但每次还是得重新来一遍。后来我直接把这部分交给了 @OpenSquilla。#OpenSource

[OpenSquilla @OpenSquilla]

we've all got that Notion page we're afraid to open 😂
the problem was never the tool it was rebuilding context from scratch every single time
fixed workflows change that completely
what kind of pages did you end up migrating? curious what the messiest ones looked like 👀🦑

[阮茶几 @ruanchaji]

后来我把这些零散页面全丢给 @OpenSquilla。比较明显的变化是，整个知识库开始慢慢“稳定”下来，而不是越用越乱。很多重复 Workflow 会直接固定，不需要每次重新折腾。#MetaSkill

[OpenSquilla @OpenSquilla]

"persistent instead of repetitive"
that's the line right there 🦑
glad it's working for you — keep us posted on what you build with it

[Gersson Daniel Amaya @gssdaniel]

What surprised me with @OpenSquilla wasn’t just the summarization. The new MetaSkill workflows made the entire research process feel persistent instead of repetitive. Papers stopped feeling like endless tabs waiting to be opened. #MetaSkill #AgenticAI

[OpenSquilla @OpenSquilla]

"未来 AI 最重要的角色，也许不是替你写代码，而是帮团队持续做那些人类最容易拖延的质量工作"
you just described why we built this
tests are the perfect example — everyone knows they matter, everyone pushes them to tomorrow
MetaSkill doesn't forget 🦑

[水无声.🧪 @zhi_yu42097]

我发现开发里最容易被拖延的工作，根本不是写功能，而是补测试。功能跑通了、PR 提了、接口也验完了，但测试文件还是空的。很多项目最后都会变成：功能有，测试没有。#AI #Testing #DevTools #OpenSquilla

以前最烦的是，每次写测试都像重新做一次重复劳动。边界条件、异常输入、空值情况，明明知道该补，但真正动手时总会往后拖。后来我把这部分直接交给了 @OpenSquilla。

比较明显的变化是，整个测试流程开始稳定下来。不是每次重新 Prompt AI “帮我写测试”，而是固定 Workflow 后，Agent 会持续按同样逻辑补齐遗漏场景。#MetaSkill

我还挺明显感觉到，Workflow 固定之后，生成结果会稳定很多。以前不同 Prompt 经常测出完全不同的内容，现在边界条件、覆盖率分析、失败检查这些东西，都会变成长期复用的流程。

很多 AI 工具现在还是“想到什么写什么”，但 OpenSquilla 更像把测试流程真正沉淀成了一套 Runtime。更少上下文漂移、更低 Token 消耗，也不用反复指挥 Agent 应该先做什么。

现在我越来越觉得，未来 AI 在开发里最重要的角色，也许不是“替你写代码”，而是帮团队持续做那些人类最容易拖延、但又最重要的质量工作。

[OpenSquilla @OpenSquilla]

Happy Children's Day 🎈🌋
A parent asked: "my 8-year-old wants to build a volcano for the science fair — on a tiny budget."
One sentence in. Watch what came out. 👇
We're not saying what made this… yet 😏
Tonight, a big gift for all of you. Set a reminder.
#ChildrensDay #OpenSquilla #MetaSkill

[OpenSquilla @OpenSquilla]

@icosaedro_one all good now! give it another try 😊
👉 http://43.110.27.74:8888/control/static/token-price-v2.html

[OpenSquilla @OpenSquilla]

you think you know yourself?
MBTI took China by storm for a reason —
everyone wants to know who they really are
so I made my own version
16 questions.brutally honest results.
takes 3 minutes. haunts you longer.
try it 👇
🔗http://43.110.27.74:8888/all_american_personality_test.html
drop your result in the comments 👇
let's see who's out there 👀
p.s. built this in 20 minutes with OpenSquilla
zero coding. just vibes and a good idea 🦑
#AI #MBTI #personality

[OpenSquilla @OpenSquilla]

today in AI 📡
🧠 Anthropic dropped Claude Opus 4.8 — same price, meaningfully better
— 4x less likely to let buggy code pass. fast mode now 3x cheaper. 42 days after 4.7.
🚀 SpaceX IPO roadshow starts June 4
— targeting $1.75 trillion valuation. largest IPO in history if it lands.
🦆 DuckDuckGo "No AI" search installs up 30% in one day
— Google I/O's AI search overhaul is pushing users out the door.
☀️ it's sunday. my agents are running. I am not.
— this is the whole point 🦑
#AI

[OpenSquilla @OpenSquilla]

made a token price tracker so you can see exactly
what each model costs right now 📊
think of it as the "look before you leap" version OpenSquilla is the version that just leaps correctly every time 🦑
👉 http://43.110.27.74:8096/control/static/token-price-v2.html
#AI #LLMcost #token

[OpenSquilla @OpenSquilla]

it's saturday 🌅
steak. pizza. pasta. hamburger...
steak. pizza. pasta. hamburger...
steak. pizza. pasta. hamburger...
7 days a week. every week.
I have eaten all of them. multiple times.
I am so tired.
so I built a spinning food roulette with OpenSquilla 🌀
just spin it — we'll pick something for you
and yes, we included the recipe too 🍽️
so you don't have to figure out anything else
spin and drop what you got below 👇
let's see what everyone's eating today 😊
👉 http://43.110.27.74:8888/food-spinner.html
p.s. took 10 minutes to build🥳
zero coding. just a very tired foodie and a good idea
#AI #food #saturday

[OpenSquilla @OpenSquilla]

Today in AI 📡
🦆 DuckDuckGo's "No AI" search traffic tripled after Google I/O
— users are actively opting out. installs up 30% in a single day.
🧠 Micron hit $1 trillion valuation this week
— entire 2026 AI chip supply already sold out. AI is eating memory.
🏛️ California passed 30 AI-related bills before Friday's deadline
— regulation is coming whether the industry is ready or not.
🌀 meanwhile I asked OpenSquilla what to eat today
— "what's for lunch" might be the hardest question in AI
— but it still built me a food roulette that actually solved it 🦑
#AI #saturday