Agentic AI

StackFix Autonomous Troubleshooting Platform

A modular multi-agent AI system that diagnoses software issues through specialised reasoning agents, confidence estimation, semantic retrieval and intelligent orchestration. Rather than asking one LLM to solve everything, StackFix delegates work to independent AI specialists that collaborate towards an accurate solution.

Vision

Why Agentic AI?

Traditional RAG systems rely on a single reasoning pipeline. StackFix explores a different engineering philosophy. Instead of one intelligent model performing every task, multiple specialised AI agents independently analyse, evaluate and coordinate towards a final recommendation. This mirrors how engineering teams actually solve complex technical problems.

Demo

Agent Walkthrough

Interactive demonstration of the StackFix AI agent workflow.

Architecture

Multi-Agent System Architecture

Agent Workflow

Reasoning Pipeline

User Query
Query Refinement
Confidence Agent
Routing Agent
Retriever
Reasoning Agent
Final Answer
Specialised Agents

Query Refinement Agent

Improves ambiguous technical questions before retrieval.

Confidence Evaluation Agent

Estimates retrieval reliability before reasoning.

Routing Agent

Selects the optimal reasoning path.

Reasoning Agent

Synthesises retrieved evidence into grounded responses.

Engineering Principles

Modularity

Observability

Confidence-Aware AI

Enterprise Deployment

Gallery

Screenshots

UI screenshots of the StackFix system.

Future Roadmap

Planner Agent

Memory Agent

Reflection Agent

Enterprise Tool Calling