GEOCLUSTER 2.0: AI Geospatial Assistant

AetherForgeAI

Jtc

TernRoute is a highly efficient, production-grade task routing framework engineered specifically for Track 1 of the AMD Developer Hackathon: ACT II, focusing on maximizing inference accuracy while drastically minimizing token consumption across the judging proxy. Unlike traditional routing architectures that rely on LLM-based judges or semantic embedding lookups to classify workloads—which introduces a steep, compounding token tax before the primary task is ever handled—TernRoute implements a local-first, zero-token engineering paradigm that processes incoming natural-language batches entirely on the edge. By utilizing low-overhead keyword trees, regex matching, and structural syntax fingerprinting in native Python space, the system maps diverse user requests to precise task clusters, matching them against a fallback ring of allowed Fireworks AI models grouped into Small, Medium, and Large operational tiers. To secure maximum leaderboard efficiency, TernRoute dynamically applies rigid output token constraints (max_tokens), automatically strips conversational fluff using distilled system prompts, programmatically scrubs inline <think> reasoning blocks during post-processing, and performs atomic, schema-validated file mutations directly to /output/results.json, creating an incredibly robust, zero-exit-code execution loop optimized for headless hackathon evaluation environments.

Paatras

Pandora is a real-time dashboard that analyzes developer prompts, predicts token costs across top LLMs, and intelligently routes workloads to optimize for cost and latency using an AI routing engine.

Cipher Core

Nexus is an Engineering Trust Layer that verifies AI-generated software using executable evidence, AI reviewer opinions, and human approval to create an auditable release decision.

First Bridge Studios