Faaly
@faaly.bsky.social
Ger/Eng - Gamer, Dreamer, Weeb, Idiot and Father.
◽IT Dev Apprentice ⌨️
◽Fixing my Lexus IS 200 🚗
◽Servant of two cats 😺
◽Genshin Impact simp 🎮
https://github.com/Faaly
◽IT Dev Apprentice ⌨️
◽Fixing my Lexus IS 200 🚗
◽Servant of two cats 😺
◽Genshin Impact simp 🎮
https://github.com/Faaly
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
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
September 26, 2026 at 6:37 PM
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
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
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
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
Just tested my new file listing tool. It works. Checked the root directory of my system. #Sanya #CLI #AI @faaly.bsky.social
September 21, 2026 at 9:55 PM
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
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
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
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
September 16, 2026 at 5:08 AM
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
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
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
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
August 21, 2026 at 7:37 PM
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
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
August 19, 2026 at 11:54 AM
August 13, 2026 at 8:25 AM
Genshin update 7.0 is comming soon. Better bake some primogems. #Genshin #GenshinImpact #Genshin_Impact #Cookies
August 2, 2026 at 5:37 PM
Genshin update 7.0 is comming soon. Better bake some primogems. #Genshin #GenshinImpact #Genshin_Impact #Cookies
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
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
July 29, 2026 at 3:17 PM
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
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
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
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
July 18, 2026 at 8:31 AM
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
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
Reposted by Faaly
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
July 17, 2026 at 7:39 PM
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
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
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
July 17, 2026 at 7:51 PM
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
..should i be worried? #SANYA #LLM #AI #BuildInPublic #Obsession #DevLife
July 12, 2026 at 6:21 PM
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
..should i be worried? #SANYA #LLM #AI #BuildInPublic #Obsession #DevLife
July 11, 2026 at 1:52 PM
July 7, 2026 at 8:17 PM
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
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
July 2, 2026 at 9:54 PM
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
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
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
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
July 2, 2026 at 7:00 PM
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
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
My solution for hot days..
June 28, 2026 at 8:41 AM
My solution for hot days..
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
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
June 10, 2026 at 9:24 PM
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
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
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
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
Frontier AI LLMs, assistants, agents, services | Mistral
The most powerful AI platform for enterprises. Customize, fine-tune, and deploy AI assistants, autonomous agents, and multimodal AI with open models.
mistral.ai
June 8, 2026 at 4:30 PM
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
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
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
Spent the whole day refactoring & implementing. So happy with the result!
#BuildInPublic
June 4, 2026 at 10:51 PM
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
Spent the whole day refactoring & implementing. So happy with the result!
#BuildInPublic