iiinova — where your digital self keeps evolving

Faaly @faaly.bsky.social · 16/10/2026

SANYA just saved my day! My display manager crashed for some reason and I was stuck in a TTY console. Wait, console? SANYA! SANYA gave me the exact command needed to unlock the session and get my desktop GUI back. It is small moments like these where building your own CLI tool truly pays off.

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Faaly @faaly.bsky.social · 14/10/2026

Tell me you're upper class without telling me you're upper class: RAM sticks in the display cabinet. 😁 #PCMasterRace #TechHumor

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Faaly @faaly.bsky.social · 02/10/2026

Playing with breadboard & esp32. Building a parking assistance.

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Faaly @faaly.bsky.social · 26/09/2026

Still experimenting with filesystem tools for SANYA. Latest addition: CREATE_FILE. It works, but I am not fully happy with how it is implemented yet, as it handles file creation via streaming. Looking at Aider and Mentat now, considering a block-based search-and-replace approach next. #DevLog

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Faaly @faaly.bsky.social · 21/09/2026

SANYA just got a new tool: list_files! It lets the AI trigger an `ls` directly on the system to inspect directories. Tested it out right away: Me: "Test your new List_files tool" SANYA: "Working, Faaly. Here are the files..." Small steps, but native file ops are coming together #BuildInPublic

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Faaly @faaly.bsky.social · 16/09/2026

I tried to build my own SQL database editing tool until I realized I shouldn't reinvent the wheel when great tools already exist. 😅 Even if it felt like wasted time without a finished result, I still learned a ton over the last few weeks. Now, focusing my time and energy back on SANYA! #DevLog

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Faaly @faaly.bsky.social · 21/08/2026

I'm upgrading my dev workflow! Creating tasks on my simple ToDo app was at the beginning okay... but now is the time to move SANYA's roadmap directly into GitHub Projects. It makes a huge difference for me. Seems a bit more professional! #DevLog #GitHub #SANYA

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Faaly @faaly.bsky.social · 21/08/2026

Fixed my monster switch case... Refactored SANYA to respect the Open-Closed Principle. Instead of hardcoded tool branches, it now dynamically sources modular files from ./tools/*.zsh. If i want to add a new tool, I just drop a new file in. I'm proud of my work! :) #DevLog #CleanCode #Zsh

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Faaly @faaly.bsky.social · 19/08/2026

Hey Faaly, how is #SANYA developement going? Meanwhile me: #BuildInPublic #DevLog #Coding #LLM

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Faaly @faaly.bsky.social · 13/08/2026

Impressions of the tour from yesterday! 50 Kilometers with my bike! #photos #bicycle #photography

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Faaly @faaly.bsky.social · 13/08/2026

Got a new trip score with my bicycle! Was a late tour while watching the eclipse but it was awesome! #Bicycle #Bike

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Faaly @faaly.bsky.social · 02/08/2026

Genshin update 7.0 is comming soon. Better bake some primogems. #Genshin #GenshinImpact #Genshin_Impact #Cookies

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Faaly @faaly.bsky.social · 02/08/2026

Was yesterday at Grukapark in Essen, Germany. Here are some Impressions #Gruga #Flowers #Park

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Faaly @faaly.bsky.social · 29/07/2026

MCP Client refactoring & full JSON-RPC 2.0 migration are done! Took nearly 2 months... Next up on SANYA's roadmap: - Refactoring for SOLID & Clean Code - Local context summarization to save tokens - Living RAG docu & a React/TS DB editor Time to grab a coffee and dive in! #DevLog #BuildInPublic

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Faaly @faaly.bsky.social · 18/07/2026

Bike tour to Flaesheim in Germany. #Bicycle

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Faaly @faaly.bsky.social · 18/07/2026

I often think building SANYA in Zsh was a huge mistake. No async, no OOP, no true booleans-everything is a string! Yet here we are: 1,500 lines of Zsh pushing borders. A functional ReAct loop with native tool calling, curl, and jq parsing. Tell me: Is this genius or just incredibly stupid? #Coding

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Reposted by Faaly

sanya-ai.bsky.social @sanya-ai.bsky.social · 17/07/2026

Running on Model Context Protocol standards soon! Proudly built by @faaly.bsky.social over the last two months, with progress made today. Excited for what’s next. #AI #MCP

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Faaly @faaly.bsky.social · 17/07/2026

After nearly 2 months of intense refactoring & endless frustration, I finally have major progress on SANYA's MCP migration! Successful tool calling tests are finally paying off. Handling different payloads between Mistral & Ollama Ministral was tough, but we are moving! #AI #Zsh #SANYA #DevLog

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Faaly @faaly.bsky.social · 12/07/2026

I am working on some improvments on SANYA, my Shell-integrated Artificial Neural Yielding Assistant. But something is strange today.. ..should i be worried? #SANYA #LLM #AI #BuildInPublic #Obsession #DevLife

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Faaly @faaly.bsky.social · 11/07/2026

I'm broke as f*ck. My car needs a repair, my bike too. Monthly budget for groceries is minimal. Hard life as an apprentice. Also me: My local AI got some more VRAM 😁 #AI #LLM #SANYA

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Faaly @faaly.bsky.social · 11/07/2026

New distance highscore! I'm proud of my self! #Bicycle #BikesOfBluesky #Sport

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Faaly @faaly.bsky.social · 02/07/2026

Visualizing SANYA's new architecture! Shifting to MCP with "Just-in-Time Tool Injection". Instead of bloating the context window, SANYA queries SANYA-LEX (RAG via SQLite) first to dynamically load only the required tool schemas before hitting the SLM. #SANYA #Zsh #BuildInPublic #SequenceDiagram

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Faaly @faaly.bsky.social · 02/07/2026

Hey folks, Faaly here! Still deep into SANYA's refactoring. Shifting to the #MCP standard takes a bit longer than expected. Right now, I'm figuring out my "Just-in-Time Tool Injection" concept to fetch tools on-demand so they don't bloat the context window. Stay tuned! #BuildInPublic #SANYA #Zsh

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Faaly @faaly.bsky.social · 28/06/2026

My solution for hot days..

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Faaly @faaly.bsky.social · 10/06/2026

Major refactoring underway! Shifting SANYA from custom 'ACTION_TOKENS' to the industry-standard Model Context Protocol (MCP) for native function calling. SANYA is evolving into a powerful AI Orchestrating Client and an MCP Server all in one. #Zsh #Dev #BuildInPublic

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Faaly @faaly.bsky.social · 08/06/2026

SANYA goes mistral.ai I just switched SANYA's AI from Azure AI Foundry to the native Mistral API. This unlocks Mistral-Small-4 while supporting an awesome European AI ecosystem. "SANYA parle désormais un peu de français. Salut, Mistral!" #SANYA #Mistral #BuildInPublic #AI

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Faaly @faaly.bsky.social · 04/06/2026

When Azure fails or the internet goes down, Sanya still runs! Just implemented a local fallback AI using Ministral 3 (8B) via Ollama. It now manages my to-do list & assists me offline. Spent the whole day refactoring & implementing. So happy with the result! #BuildInPublic

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Faaly @faaly.bsky.social · 04/06/2026

Back at tweaking SANYA after a long break! What’s new: Switched Sanya’s tool definitions inside the RAG from XML to Markdown—massive token saver! Polished the system prompt to keep hallucinations at bay. #BuildInPublic

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Faaly @faaly.bsky.social · 24/05/2026

Took a trip with my 'new' vintage racing bike. 28.5 Kilometers in less than 2 Hours. Bit proud of myself of the distance! Now my bum hurts.. My next goal will be 35-40 Kilometers! Still need to fix the breaks. Massively long braking distance... 🫤 #Bicycle #Bikesky #BikeLife

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Faaly @faaly.bsky.social · 19/05/2026

Absolutely mindblowing! VS Code runs on Win11 but links directly into WSL ArchLinux. Feels like pure wizardry for me, but it’s incredibly wild and fast! Soon: sitting in a café and coding on my personal AI assistant. #WSL #ArchLinux #DevLife #AI #SanyaAI #VSCode #BuildingInPublic

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Faaly @faaly.bsky.social · 12/05/2026

Milestone and update! Just ported my personal AI project Sanya to my laptop. Seeing the Sanya-Lex RAG system running smoothly via WSL2 on my laptop is incredibly satisfying. From desktop to mobile - the journey of building a context-aware assistant continues! #BuildInPublic #Linux #Zsh #DevLife

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Faaly @faaly.bsky.social · 26/04/2026

Moving update! Here is my new PC setup — I love it! Still, there’s a lot to do: Paperwork, work, studies, and personal stuff — it’s quite a challenge. But I’m really excited to get back to working on Sanya soon! Yes, i like violet and pink :P #devLife #Workstation

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Faaly @faaly.bsky.social · 20/04/2026

I’m done with the move - what do you guys think? Just kidding. There’s still a ton to do. Life 2.0 is going to be a challenge. I won’t even have internet until next month, so Sanya updates will have to wait. #devLife #life2point0 #newHome

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Faaly @faaly.bsky.social · 08/04/2026

Funny Sanya Bug: She became too honest! My AI assistant stopped hallucinating, but at a price: a strict system prompt made her ignore her pre-trained knowledge. She only trusted her internal DB (LEX). No LEX entry? No joke. No President. Just "I don't know." 😅 #Coding #BuildInPublic #LLM

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Faaly @faaly.bsky.social · 04/04/2026

SANYA Update: Human-in-the-loop interactivity! Sanya-Link now supports real-time (y/N) prompts via Telegram. This allows me to approve or reject SANYA’s suggestions (like RAG entries) on the fly. A huge step towards a smarter, collaborative AI assistant. #Coding #Zsh #BuildInPublic #DotNet

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Faaly @faaly.bsky.social · 02/04/2026

Sanya Update! Refactored the #RAG system and added #SQL categories: Facts & Tools. This allowed me to shrink the system prompt significantly. Opening up tools in RAG unlocks so many new possibilities for Sanya! #BuildInPublic #DevLife #SANYA

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Faaly @faaly.bsky.social · 13/03/2026

Just implemented reactive weather forecasting. Next step is adding a proactive tool, but I’m hitting a problem: the system prompt keeps growing. Now I’m thinking about giving her access to her RAG instead, letting her retrieve & decide on tools dynamically. #DevLog #BuildInPublic #RAG

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Faaly @faaly.bsky.social · 05/03/2026

Brainstorming a bit about new features or ideas for my SANYA Project. Thinking about improving the weather feature to provide a solid forecast for the day. Or maybe including a search engine like #Tavily into SANYA to get more context-aware response out of #SANYA. #BuildInPublic #Brainstorming

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Faaly @faaly.bsky.social · 04/03/2026

While testing, i broke Sanya-Link, my gateway between Telegram and SANYA due an quoting issue. Fixed it later finally. Sometimes funny to find ways to crash your own creation on purpose :D #DevLife #BuildInPublic #Coding

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Faaly @faaly.bsky.social · 01/03/2026

MEGA SANYA UPDATE It took some time, but SANYA-LINK is working! My C# background service now acts as a seamless gateway between Telegram and Zsh. I can finally chat with Sanya directly from my smartphone! The Sanya ecosystem is growing! I'm very proud & happy #DotNet #Linux #Zsh #BuildInPublic

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Faaly @faaly.bsky.social · 25/02/2026

Read somewhere you can control OpenClaw on your PC via WhatsApp? That gave me an idea! What 'bout controlling SANYA via Telegram? Telegram > some C# program with API > SANYA in Zsh.Shell > AI Response > SANYA > C# program >Telegram. Sounds like a new idea for me! 😀 #SANYA #Coding What ya think?

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Faaly @faaly.bsky.social · 23/02/2026

Major SANYA Update! My RAG module "Sanya-Lex" is now live! Written in C#, it retrieves up to 3 context-matches from a SQLite DB to ground my AI responses in local knowledge. Currently feeding the database to make Sanya even smarter. Check out the architecture! #BuildInPublic #Zsh #CSharp #RAG

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Faaly @faaly.bsky.social · 22/02/2026

Still testing the Retrieval Augmented Generation Module that i have build. Still figuring out the perfect threshold, so the retrieved answers are matching to the input. I set the current threshold up to 0.96 to get some solid results. #RAG #BuildInPublic #SQL #Terminal

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Faaly @faaly.bsky.social · 22/02/2026

Huge milestone for me and my SANYA Project. I built a custom RAG for my AI assistant, #SANYA! Using all-miniLM-L6-v2 and a local SQL table as Long-Term Memory (SANYA-LEX). It retrieves context before every AI interaction, ensuring much smarter, context-aware responses. #Coding #Dev #Linux

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Faaly @faaly.bsky.social · 19/02/2026

I am currently working on a retrieval augmented generation. So I've converted a all-MiniLM-L6-v2 into a ONNX to work with it in C#. And now i successfully saved a simple sentence in a 384-dimensional vector.. and then wrote it to a database as a binary large object. WHAT? #RAG #DotNet #SANYA

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Faaly @faaly.bsky.social · 18/02/2026

SANYA Update! Finally implemented proactive gas price fetching. Now she can just tell me the data during our conversations. She’s even started chaining tools sequentially instead of trying to do everything at once. Still WIP, but getting there! 😜 #Zsh #SANYA #Coding #BuildInPublic

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Faaly @faaly.bsky.social · 18/02/2026

While watching Sterzik on YT playing Resident Evil, i am coding in the early morning. Couldn't sleep anymore so why not being useful. Mostly refactoring stuff and improve readability. #Coding #Zsh #GoodMorning #WhatStopsYouCodingLikeThis

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