A model seat is a typed Effect. A CLI coding agent is just another seat — same interface, same composition. That's llm4ts: Effect-native, MIT licensed, npm scope @llm4ts/*. https://t.co/xJXj3iEesU
An ADE must expose all these agents for observability, introspection, maintenance, and improvement, and must provide a comprehensive suite of tools to measure, iterate, and improve upon all parts of the agent that are under human control. #ADE#Scala#ZIO#AI#Agents #
Just shipped Parallel Workspace Sessions in llm4zio. Dispatch N AI agents in isolated git worktrees, collect results, notify the user. Built with Scala 3 + ZIO 2.
🔗 https://t.co/tqVNOD0l2D
#Scala#ZIO#AI#OpenSource#LLM#LLMs
zproj (easy tmux + worktrees) just got better:
- fork: branch off current state
- join: merge back with agent assistance
Great when you see a self-contained chunk of work that can be handled in parallel and merged back in later. 👇
https://t.co/ScEy3Kozk8
Just shipped Parallel Workspace Sessions in llm4zio. Dispatch N AI agents in isolated git worktrees, collect results, notify the user. Built with Scala 3 + ZIO 2.
🔗 https://t.co/tqVNOD0l2D
#Scala#ZIO#AI#OpenSource#LLM#LLMs
If you're not yet fully immersed in agent-assisted programming, we've got some resources to get you up to speed!
First off, agent visualization: interact with a real LLM and see how and when are tools called https://t.co/jAL13VU0Mc
Second, you heard about MCP, but how does it work? Where are the tools invoked? Dive in: https://t.co/YxQ4fQ42lh
Third: deep dives the latest trending Github AI-related repositories, delivered every week on https://t.co/wqiiJ5bwBa
Just proved out the main design of ZIO HTTP 4.0.
Highlights:
- easier & more flexible request handlers
- easier middleware context for things like auth
- more zio optionality
- pluggable backends
Scala 2.13 and Scala 3.x only. Gonna be great!
☃️ It’s almost Advent of Code time again!
🧝 Exercise your brain, practice your Scala, help the elves
🧠 We will be posting solutions and explanations daily on our website
💌 You may share your own solutions there (and discuss on Discord)
details: https://t.co/0qLfjXGAjC
Want to unlock Gemini 3 Pro in the CLI? 🚀
Here is the config you need to get it running:
1️⃣ Connect VPN to USA 🇺🇸
2️⃣ Set your Environment Variables:
export GOOGLE_GENAI_USE_VERTEXAI=true
export GOOGLE_CLOUD_LOCATION="us-central1"
export GEMINI_MODEL="gemini-3-pro-preview-11-2025"
3️⃣ Run gemini
It’s that simple. ✨
#Gemini3 #GenerativeAI #DevTips #GoogleCloud
🚀 Just launched zio-toon: Token-efficient serialization for Scala & ZIO!
✨ 30-60% smaller than JSON
✨ Type-safe with zio-schema
✨ Streaming for large datasets
✨ Perfect for LLM integrations
https://t.co/QMn0NZwjwW
#Scala#ZIO#LLM
RapiTapir offers Tapir-style, declarative, type-safe APIs for Ruby with a clean DSL, automatic OpenAPI documentation, a TypeScript client, and one-command scaffolding from an OpenAPI spec.
https://t.co/iX0YtIXnID
#ruby#sinatra#rails#gems#openapi
Few people and companies understand this:
#Scala is that rare tool that makes everything easier:
- backend
- frontend (more than most JS libs, and I've used many)
- architecture
- domain modeling
- testing
- code reasoning (underappreciated and directly related to productivity)
The Euro kinda destroyed Southern Europe's economies
The reason is that if you have big differences in wealth/income between two areas like North/West Europe and South Europe
Then with separate currencies that would automatically stabilize each other
For example: imagine Italy did not have the Euro, and there is low demand for Italian goods, so there is low demand for the Italian currency, that means the Italian currency will decrease in value compared to other currencies, that makes Italy CHEAPER for non-Italian people and companies
That in turn can make Italian products/services cheaper and lower prices (for foreign companies/ppl) increases demand (eg increased demand for cheap products or tourism)
That in turn increases the demand for Italian currency long term and it stabilizes
None of that can happen with the Euro
Instead what happens is that Italy stays relatively expensive (they can't change their currency cuz it's Euro) and Germany stays relatively cheap (they benefit staying cheap)
Without the Euro, German products/services would be way more expensive internationally, and Italian would be cheap internationally
So North/West Europe benefits from South Europe suffering cause of the Euro, kinda
It's not the whole story why Southern Europe suffers economically but part of it
That's maybe also why EU sends so much money to Southern Europe to keep them in the EU cause they know the Euro is a bad deal for them but they don't want them to leave
P.S. I like the Euro but things like this are real but never discussed