AIstronauts: Space Agents on a mission

Start

Triple-redundant AI for space, using voting to ensure reliable LLM ops despite  hardware failures.

TriRedLM

Abra3

Aaditya Rangarajan

Asif Iqbal

ankith_boggaram

rajeshthangaraj

Amol Soans

Core Architecture
The system is built on three primary layers:

Distributed Intelligence Layer

Implements triple redundancy using three independent LLM nodes
Each node runs a quantized, space-optimized language model
Independent RAG (Retrieval Augmented Generation) modules per node
Isolated memory and processing resources
Individual vector databases for context retrieval

Knowledge Management Layer

Consensus Layer
Advanced NLP-based response similarity analysis
Majority voting with semantic understanding
Automatic anomaly detection and filtering
Graceful degradation under node failures

Key Innovations

Semantic Consensus Protocol
Novel approach to comparing LLM outputs
Handles natural language variance
Maintains reliability under partial failures
Lightweight but capable inference engine

Distributed RAG Implementation

Synchronized vector databases
Consistent knowledge access
Redundant information retrieval

Failure Recovery

Automatic node health monitoring
Self-healing capabilities
Graceful performance degradation
Zero-downtime recovery

Implementation Details
Docker-based containerization for isolation
gRPC for high-performance inter-node communication
FAISS for efficient vector similarity search
Sentence-BERT for response embedding
Custom consensus protocols for LLM output validation

The system is specifically designed to operate in space environments where traditional AI systems would fail due to radiation effects, resource constraints, or hardware failures. It provides mission-critical reliability while maintaining the advanced capabilities of modern LLMs.

TriRED LM is a  AI system that enables reliable decision-making in space missions through distributed consensus . Using a triple-redundant architecture, it provides  AI guidance even when components fail due to cosmic radiation or hardware issues.

"TriRedLM team on AIstronauts: Space Agents on a mission Hackathon"

Team Idea

Submission