MICLEUS — Universal AI Gateway
MICLEUS
Model Interface & Customer Layer for Efficient Unified Semantics
SEMA — Semantic Engine for Multi-model Activation
Connect<br>Chat<br>Usage<br>Agorà<br>Modus<br>Guide<br>Manifest<br>Contact
Local<br>Ollama
qwen2.5 · llama · mistral
API<br>OpenAI
GPT-4o · GPT-4 mini
API<br>Anthropic
Claude Sonnet · Haiku
Free<br>Groq
Llama 3 · Mixtral · Gemma
Local endpoint (your machine)
Connect
Model: Ollama local
📚
⛶ Focus
SEMA active. NICLEUS is filtering your input before it reaches the model.
Send
Research<br>Deep<br>Structured<br>Quick
Tokens in
Tokens out
Out / In ratio
These are the real tokens exchanged with the model in this session.
NICLEUS shapes every prompt before it reaches the model — tone, depth, semantic lens.<br>Extensively tested on standard hardware and across providers:<br>token reduction ranges from 8.8% on short operational queries<br>up to 90% on complex ones.<br>Anti-jailbreak interception: 100% .<br>Full benchmark: github.com/aleinTour/nicleus
Send the same question to several models at once. NICLEUS prepares the prompt identically for all — the Vailati Filter scores the responses on signal density, honesty, and coherence. The cleanest answer wins.
Using local Ollama: start it with OLLAMA_ORIGINS=* ollama serve so your browser can reach it. Your model, your RAM, your call.
Anthropic key
Groq key
Gemini key
OpenAI key
Ollama (local) — your own RAM
📎 Attach file (.txt .md .rs .js .py)
Run Arena
NICLEUS compresses and routes every input automatically — no commands needed. Savings happen by default.
Modus is the next layer. A set of single-letter keys that shape how NICLEUS thinks before answering — tuning tone, depth, memory, and data sources. Not a requirement. A precision instrument for those who want more control.
SOMA loop commands
Intuitive SOMA
Free, associative response. Ironic or satirical when it fits. High creativity, low filter.
Brief SOMA
Short answer, no memory written to buffer. Fast, disposable, no context trail.
Analytical SOMA
Structured numbered response. 1. 2. 3. — each point on its own line. Precise, methodical.
Web SOMA · main
Fetches live data before answering. Weather via wttr.in, facts via DuckDuckGo Instant Answer.
Save SOMA
Saves the current exchange to the local JSON dataset. Manual — never automatic.
Deep research SOMA · main
Long-form response, scientific style. Extended token cap, extended timeout. For complex questions.
Quit SOMA · main
Exit the current loop. In main: saves session stats to JSON before closing.
Main loop flags
-w
Web flag main
Append to any query to activate web layer. Example: meteo roma -w
-r
Free response main
Removes token cap. Use for long technical questions that get cut short.
!file
File context main
Injects a local file into the prompt. Supports .rs .txt .toml — example: !main.rs
Continua main
Type "continua" to activate context buffer. Max 3 exchanges — then NICLEUS educates you on how to proceed.
soma
Enter SOMA main
Launches the SOMA/VAILAT symbiont loop. Give it a seed — it generates scenarios and iterates.
A plain-language guide for people who are not developers. No jargon, no setup headaches.
What MICLEUS actually does
MICLEUS lets you talk to an AI model — the same technology behind ChatGPT or Claude — with a filter called NICLEUS in front of it. NICLEUS reads what you write, understands what you mean, and sends the model a clean, focused version of your question instead of your raw words.
Faster answers. Lower cost. Nothing stored anywhere.
Connect in five steps
1Pick a model<br>On the Connect tab, choose Anthropic, OpenAI, Gemini, Groq — or your own local Ollama.
2Paste your API key<br>The field appears once you pick a provider. Don't have a key? See below.
3Click Connect<br>You land straight in the Chat tab.
4Write normally<br>Plain language, your own words. No prompt engineering required.
5Use Focus mode<br>The ⛶ button expands the chat for real work.
Your key is never saved
It lives in your browser's memory for this session only. Close the tab and it's gone. It goes nowhere except to the provider you chose.
Where to get an API key
Google Gemini — easiest start, generous free tier.
aistudio.google.com → Get API key → Create API key (key starts with AIza…)
Anthropic (Claude) — needs a small credit top-up.
console.anthropic.com → API Keys → Create Key (key starts with sk-ant-…)
Groq — very fast, free tier available.
console.groq.com → API Keys → Create Key (key starts with gsk_…)
For businesses — monadini & private corpus
NICLEUS can be extended with monadini : small self-contained modules that answer specific question types instantly, without touching the AI model at all. Already built: weather, financial markets (crypto, gold, forex), and a closed-corpus identity module.
That last one is the business case. Load your company's own documents, procedures, or policies — employees and customers ask in plain language, and the system answers only from verified material. No guessing,...