Status: 🚀 Operation Marketplace (Target: May 30, 2026)
Performance: ⚡ 0.82s p99 Latency (Redis Edge-Cache)
Ecosystem: 🛡️ 171+ Active Entities Tracked in the Nexus
The TTRPG industry is built on legacy lag and manual labor. We are architecting the bridge. GM Co-Pilot™ is a deterministic, edge-cached AI Operating System that collapses the 20-hour onboarding barrier into a 30-second interactive surge.
- The Multiverse Pulse: A live, high-velocity telemetry ticker broadcasting every character forge and campaign listing in real-time.
- The Hall of Heroes: A persistent, global chronicle recording the legacy of the 171+ entities currently active in the Nexus.
- The Chronicle of Fate: Asynchronous global event logging that ensures the world breathes even when players are offline.
We have officially transitioned to S-Corp status and hardened the infrastructure. Now, we need the community to find the friction.
- Dungeon Masters: Use the Matchmaker Engine to link with high-intent players.
- Players: Run the Seed of Fate and forge a 2024 RAW character in under 30 seconds.
- Developers: Audit the 0.82s p99 Latency Engine.
Challenge Issued: If you can crash the edge-cache or out-pace the deterministic RAG pipeline, open an issue.
- The Brain: Llama-3.3 via Groq (Deterministic RAG)
- The Shield: Globally distributed Redis Edge-Cache (Request Coalescing)
- The Vault: Firestore NoSQL + Qdrant Vector Archive
- The Bridge: REST API Webhooks & Trojan Horse Iframe State Management
- The Spatial Frontier: Headless Python backend for WebXR/A-Frame VR
This repository is currently transitioning to a modular architecture. Core logic is being moved to the /core directory to support S-Corp horizontal scaling and sub-second latency targets.
GM Co-Pilot Studios operates under a Privacy by Design framework. The platform architecture prioritizes data sovereignty and algorithmic transparency to ensure high-stakes reliability across both gaming and enterprise sectors.
The GM Co-Pilot infrastructure is stateless. Personal Identifiable Information (PII) is not stored. Logic is processed in real-time; once a tactical alert or output is generated, raw behavioral data is purged from active memory.
To mitigate data breach risks, the Sensing Engine is architected for local processing. By executing logic on the "edge," sensitive movement and routine data remain on the local network rather than a centralized corporate server.
Generic AI models often rely on broad social patterns, which can introduce algorithmic bias. GM Co-Pilot utilizes Deterministic Logic, triggering only based on the specific mathematical baseline of a unique individual or environment. This eliminates the "hallucination" risks associated with standard probabilistic models.
The system remains a Human-in-the-Loop tool. Users and legal guardians maintain absolute control over sensing activity and data reporting.
- Architecture & News: Connect on LinkedIn
- Direct Inquiry: calebmccombs49@gmail.com
- Live Metrics: GM Co-Pilot Executive Dashboard
"We aren't looking to get hired. We are building the infrastructure the giants will be forced to run on by 2027."