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arbayion Introducing System One Models and Jev

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arbayion Introducing System One Models and Jev

I don't know if it's just me but comments under Twitter post felt like paid partnerships to me.

The idea sounds cool though

arbayion SpaceX reportedly working on an AI phone

https://web.archive.org/web/20260701201606/https://www.theve...

arbayion Why current LLM costs are not sustainable

i think we have the causation backwards here. llms aren't expensive because they have to be — they're expensive because we keep reaching for the expensive model instead of putting any effort into making the cheap one good enough.

a surprisingly large fraction of production workloads can be handled by smaller models with the right scaffolding. it's often easier to switch to a larger model than to engineer those pieces, so many teams never bother.

my intuition is that a lot of the current "ai cost crisis" is really an orchestration problem rather than a model pricing problem. before asking whether frontier pricing is sustainable, i'd first ask how much of that spend is simple tasks being sent to the smartest available model by default.

my bet for the next few years is that the model itself stops being where the value is. frontier models will become more like commodities, and the real difference will be the layer around them as routing each task to the cheapest model that can do it well, verifying the output, and only escalating when needed.

eventually, asking "which model do you use?" will sound a bit like asking "which cpu do you use?" the engine still matters, but the system built around it matters a lot more.

arbayion We Taught a $3 Chip to Run CSS

device: https://www.waveshare.com/wiki/ESP32-S3-Touch-AMOLED-2.06

arbayion Ask HN: What kind of computer language will LLM use?

what llms reason best in might not be a language at all. more like a graph. graphs say more in less space than prose, and they stop the model from wandering off.

arbayion JavaScript Is Enough

not the author of the gea but from what I can see in the readme, the ideas go back to 2017, erste.js and regie were earlier versions of the same concept.

https://github.com/dashersw/erste https://github.com/dashersw/regie

arbayion JavaScript Is Enough

not the author of the gea but from what I can see in the readme, the ideas go back to 2017, erste.js and regie were earlier versions of the same concept.

https://github.com/dashersw/erste https://github.com/dashersw/regie

arbayion We Interviewed Our OpenClaw Agent Using a Voice Avatar

For a fun side project, we built a quick demo to interview our OpenClaw agent called Mahmut. We used LemonSlice, LiveKit, and ElevenLabs. We just shared the full interview, and here's the repo if anyone is interested in building the same thing: https://github.com/openserv-labs/openclaw-voice-avatar

Our avatar was a really hard one to handle, but I think it's still really good. All we did was connect the APIs. LemonSlice is really cool.

arbayion Mogra – An AI with a Computer

I just found about them on twitter and tested, its so crazy that it work so smooth and fast. It's probably powered by Claude Agent SDK in behind, I created a fully functional telegram bot under 3 minutes. It seems perfect for non-technical users.

arbayion Vibe Code with Gemini 3 Flash and Gemini 3 Pro for Free in Google AI Studio

https://x.com/i/status/2012322509400531005

arbayion Ask HN: What are you working on? (January 2026)

Working on WordPecker, trying to create something like a personalized Duolingo but for vocabulary you actually encounter.

Started when I was struggling to read books in English. Pushed an open source version back then (https://github.com/baturyilmaz/wordpecker-app), later added more features, and now working on a mobile app.

Recently started testing alpha version, fixing bugs and introducing new features right now (https://alpha.wordpeckerapp.com/).

My end goal is to build: an AI language learning companion that knows what you read, listen, and watch, knows you as a friend (real life, who you are), then helps you improve using that context. If you're B1 at language, it creates a personalized path to get you to B2, then C1, and so forth using your context.

https://wordpeckerapp.com/

arbayion The Computer Chronicles – Computer Bowl Competitions [video]

We need AI Bowl!!

arbayion Ask HN: What Are You Working On? (December 2025)

that’s great to hear. I’d love to check out your project and have a chat if you’re up for it. maybe i can contribute to it instead of working on a separate project.

arbayion Ask HN: What Are You Working On? (December 2025)

I want to build a complete radio station managed by an AI agent. It’s still at the idea stage right now: https://github.com/baturyilmaz/agent-radio

The idea is simple, but I think it could be really cool: an autonomous agent that actually manages an entire radio station. It creates its own shows, play copyright-free tracks, shares the daily program schedule on social media and the website, and later I want to add guest appearances too and live 7/24.

arbayion Will collective intelligence outperform the individual?

We are running 6 different LLMs to do predict the future using polymarket and there's a chairman agent which follows the MOST EDGE from LLMs.

arbayion Gemini Enterprise Agent Builder [video]

I believe, this is the easiest and most practical AI product to use among all the ones we’ve seen this year.

arbayion Liquid Glass in the Browser: Refraction with CSS and SVG

https://github.com/dashersw/liquid-glass-js maybe you can also check this out?

arbayion Ask HN: E-ink devices with real AI/LLM integration?

I’ve even thought about building my own DIY e-ink reader/note-taker for this.

How does apps for Paper Pro works?

arbayion [dead]

From the original linkedin post:

"AI has a product problem. Not a model problem.

Models are making capability leaps every few weeks but AI-native product innovation hasn’t kept up.

Most products are forcing AI into existing UX patterns rather than rethinking an AI-native experience from first principles. Parallels to early mobile (2007-2010) - for years, mobile meant shrinking your website into your phone until Uber reimagined transportation.

To be clear, there are lots of amazing AI-first products. See NotebookLM, Lovable, Stitch, Flow. But the pace of innovation on models has been faster, for a lot of reasons which I will explore in future posts."

arbayion Edge AI Foundation

https://www.edgeaifoundation.org/livestreams

arbayion MentraOS – open-source Smart glasses OS

https://store.vufine.com/ I think vufine might be what you are looking for, I don't know much about them as well, also found it here on Hacker News.

arbayion MentraOS – open-source Smart glasses OS

I just found out about them and it seems super good. I wonder why Meta doesn't support such a thing called "Meta Glasses Application Store"

arbayion Google AI Edge – On-device cross-platform AI deployment

https://github.com/google-ai-edge/gallery

A gallery that showcases on-device ML/GenAI use cases and allows people to try and use models locally.

arbayion [dead]

Hello!

I've been playing around with agents, MCP servers and embedded systems for a while. I was trying to figure out the best way to connect my real-time devices to agents and use them in multi-agent workflows.

At OpenServ, we have an API to interact with agents, so at first I thought I'd just run a specialized web server to talk to the platform. But that had its own problems—mainly memory issues and needing to customize it for each device.

Then we thought, why not just run a regular web server and use it as an agent? The idea is simple, and the implementation is even simpler thanks to MCP. I define my server’s endpoints as tools in the MCP server, and agents (MCP clients) can call them directly.

Even though the initial idea was to work with embedded systems, this can work for any backend.

Just wanted to share and would love to hear your thoughts—especially around connecting agents to real-time devices to collect sensor data or control them in mutlti-agent workflows.

Repository: https://github.com/openserv-labs/mcp-proxy

arbayion Agent built in 3 minutes and used in multiagent orchestration

Repository: https://github.com/enessusan00/openserv-mcp

arbayion OpenServ: Multi-AI Agent Orchestration Platform

I've been experimenting with OpenServ, a platform for managing multiple AI agents working together. It lets you create teams from an agent pool to handle specific tasks, and you can build agents via their UI or TypeScript SDK. Each agent is basically an Express app with capabilities as routes, so you can integrate any agentic framework you like. I've built some and shared them on my GitHub.

I’m starting to feel like most agentic frameworks are more theoretical than practical—except for easy-to-implement text embedding capabilities like those in LangChain and AutoGen. That said, I think platforms like OpenServ, which provides SDK while allowing devs to leverage other agents from the same ecosystem, will be the ones to win. I’m also planning to explore other platforms like LangFlow, CrewAI, n8n, etc., to compare different approaches.

OpenServ's demo: https://www.youtube.com/watch?v=l9Vpko9GXRg

arbayion Show HN: Personalized Duolingo (kind of) for vocabulary building

Here's a list of all the apps (built by them!) mentioned in comments:

- LangTurbo (by @sebnun) - langturbo.com : Learn through podcasts with transcriptions and contextual word definitions

- Nuenki (by @Alex-Programs) - nuenki.app : Browser extension that translates appropriate-difficulty sentences across websites, with hover-for-definitions feature

- Manabi Reader (by @wahnfrieden) - reader.manabi.io : Japanese-focused integrated reader with SRS and Anki integration

- (by @muth02446) - Spanish: appicenter.net/Apps/VocabES/ - English: appicenter.net/Apps/VocabEN/ : Uses spaced repetition and audio for basic vocabulary learning

- Vocabuo (by @kebsup) - vocabuo.com : Combines SRS flashcards with ebook/YouTube/website reader, using AI for content generation

- LingoStories (by @laurentlb) - github.com/laurentlb/lingostories/ : Open-source language learning tool

- Turkish Learning Tool (by @learning-tr) : Browser extension for colloquial translations with audio and pronunciation features

- Language Reactor (by @davidzweig) : Planning to open-source soon, looking for contributors

Note: above list is summarized by Claude 3.5 Sonnet.

arbayion Show HN: Personalized Duolingo (kind of) for vocabulary building

Harika görünüyor! Are you planning to share it open source?

Not: Bu benim en sevdiğim şarkılardan biridir!! (it's one my fav songs)

arbayion Show HN: Personalized Duolingo (kind of) for vocabulary building

Hi!!! Thank you for being the 100th* star and for suggestion! I've added this to priority list.

*thanks again!!