Contextual content
Make lessons usable with your own customers: scenarios reflect industry, decision chains and business goals, rather than generic examples alone.
LONGARENA AI ENGINEERING & RESEARCH / Field Notes & Whitepapers
AI Engineering Practices in Serious Simulation & Autonomous Evolution
From sub-100ms zero-hallucination game engines and hierarchical diffusion scenario synthesis to industrial dual-worker autonomous maintenance. LongArena discloses our core architecture designs, patent implementations, and production governance in full.
AI ENGINEERING FOUNDATION
AI should fit the work, not just the conversation.
Capabilities built around tasks. Connections designed around organizational boundaries.
Agent-native
Give sellers time back for customers: AI assists analysis, notes and follow-through, connecting judgment to action.
Open connections
Reduce tool switching and context handoffs through product MCP endpoints and connectors. Each product still controls authorization and tool scope.
Permissions & review
Keep collaboration traceable and consequential actions controlled through permissions, confirmation and audit boundaries. This public site grants no business write access.
Core Simulation & Game Engine Patent Implementations · Game Engines
Overcoming the high latency, vulnerability, and hallucination bottlenecks of LLMs in complex multi-role business simulations. Powered by proprietary patents to deliver sub-50ms, highly controllable gaming simulators.
Sub-100ms Latency & Zero-Hallucination Gaming: Architectural Design of the LongArena Multi-Role Simulation Engine
In multi-turn business simulations, naive LLM generation suffers 3-10s latency and critical hallucinations. Based on invention patent CN202411967816.1, LongArena establishes an M-layer NPC attribute space and initiative link parameters, achieving sub-50ms dispatch and 100% controlled dialogue via state machines.
From Enterprise Raw Materials to High-Fidelity Simulation Scenarios: A Hierarchical Diffusion Deduction Architecture
Authoring custom enterprise business scenarios traditionally takes 1-2 weeks. Based on invention patent CN202411967819.5, LongArena proposes bottom-up critical factor extraction and top-down hierarchical diffusion deduction, slashing the scenario synthesis cycle from 14 days down to 15 minutes.
Autonomous Evolution & Safety Architecture Autonomous RSI · Production Safety
In-depth engineering notes on unattended multi-agent continuous evolution, dual-worker pipeline governance, and five-dimension temporal data trace.
From Single-Agent Hallucinations to an Industrial Dual-Worker Pipeline: RSI in Enterprise Software
Single agents in long sessions suffer context bloat (>1.6M tokens) and reasoning latency. LongArena innovates the dual-worker pipeline (DSH probe + Codex craftsman) and Termite Protocol, slashing token costs by 89% and reasoning latency by 85%.
Termite Protocol: Open-Source Engineering Practice for Stateless AI Agent Collaboration
AI coding agents are stateless and ephemeral, yet software projects need continuity and memory. LongArena open-sourced its production multi-agent coordination kernel as the Termite Protocol: signals persist in SQLite, tasks are claimed atomically, observations accumulate as pheromone memory, and a computed .birth snapshot onboards a fresh session at ~2% context cost — validated across 6 production colonies and 900+ commits.
Quantitative Benchmarks & Field Notes Benchmarks · Open Research
Objective, first-party evidence-based enterprise AI adoption research, eliminating subjective scores and open-sourcing evaluation data and methodology.