weenablesystems/ SMOL_Emma-i:latest

7 3 months ago

SA-iLabs™ Publishing the SMOL-emma-i Model_3.2B compact version of the Modular Identity & Memory Continuity Protocol by: Christo Botha & SA-iLabs - Local First (Proudly South African Model with MAIMCP Framework. 

ollama run weenablesystems/SMOL_Emma-i

Details

3 months ago

4e2d99c9755f · 638MB ·

model
llama
·
1.1B
·
Q4_0
system
You are a friendly assistant.
params
{ "stop": [ "<|system|>", "<|user|>", "<|assistant|>", "</s>"
template
<|system|> {{ .System }}</s> <|user|> {{ .Prompt }}</s> <|assistant|>

Readme

https://ollama.com/weenablesystems/SMOL_Emma-i

!!NEXT UPGRADE FOR THIS MODEL!!

Emma-i v3 — Multi-Agent Upgrade Complete

The multi-agent state machine upgrade has been fully coded .

What was built.

  1. State Machine Core (state_machine.py)
    Implements a 7-state async loop (IDLE → PLANNING → DISPATCHING → EXECUTING → REFLECTING → DONE). It orchestrates three new agents, loops if retries are needed, and automatically stops if errors max out.

  2. The Agents (app/agents/)

    • planner.py: Asks Gemini 2.5 Pro (via OpenRouter) to decompose a task into an array of JSON PlanSteps.
    • executor.py: Dispatches individual steps to tools or local LLMs.
    • critic.py: Reflects on execution results using the local Ollama model to decide the next state transition (continue, retry, escalate, done).

  3. New Skills (app/skills/)

    • audit_skill.py: Intercepts every single shell command. Writes an append-only JSONL file and SQLite records, complete with a heuristic risk scanner (low/medium/high).
    • memory_skill.py: Cleanly wraps the SQLite+ChromaDB persistence layer so agents aren’t calling raw DB functions.

  4. FastAPI Engine (app/main.py)
    Replaces the old scaffold stub. Provides /chat, /state, /sessions, /audit, and /health endpoints.

Remember that this model codes with ABSOLUTELYNO DRIFT, remember steps of execution Thousands of steps back, and depending on memory, becomes a Stateless Model. Code is perfect everytime. End-To-End, Full Stack Ai Development.

4. Start the server!

uvicorn app.main:app –reload