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README.md

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 ---
 license: mit
+tags:
+  - multi-agent
+  - agent-orchestration
+  - swarmforge
+  - local-ai
+  - autonomous-agents
+pipeline_tag: text-generation
 ---
+
+# 🐝 SwarmForge: Zero-Cost Multi-Agent AI Orchestration Architecture
+
+**Author:** [Chitresh Gupta (Kxrn)](https://kxrn.is-a.dev/)  
+**Organization:** DuskyMoon Productions / Gupta Ventures  
+**Research Paper:** [Zenodo DOI: 10.5281/zenodo.22647525](https://doi.org/10.5281/zenodo.22647525)  
+**Staff Pick Article:** [CoderLegion Publication](https://coderlegion.com/27523/building-zero-cost-multi-agent-orchestrators-local-assistants-journey-with-swarmforge)  
+**Audio Brief:** [HackerNoon Tech Brief / Spotify Podcast](https://hackernoon.com/u/kxrngupta)  
+**GitHub Repository:** [karan5028ji/swarmforge](https://github.com/karan5028ji/swarmforge)
+
+---
+
+## 📌 Overview
+SwarmForge is an architectural framework designed for zero-cost, local-first multi-agent AI orchestration on consumer hardware. It coordinates specialized autonomous subagent daemons, deterministic task routing, and ephemeral memory contexts without reliance on expensive recurring cloud APIs.
+
+## 🚀 Key Architectural Innovations
+1. **Asynchronous Event-Driven Bus:** Light-weight pub/sub queuing for agent delegation.
+2. **Ephemeral Context & Token Pruning:** Minimizing RAM/VRAM footprint on local machines.
+3. **Local CLI Integration:** Routing tasks across local free-tier tools and execution daemons.
+
+---
+
+### 📜 Citation & Metadata
+```bibtex
+@article{gupta2026swarmforge,
+  title={SwarmForge: Architectural Foundations of Zero-Cost Multi-Agent AI Orchestration},
+  author={Gupta, Chitresh},
+  year={2026},
+  publisher={Zenodo},
+  doi={10.5281/zenodo.22647525}
+}