Arther-hup / forge-context-engine

# StudioForge Nexus
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## 🧭 Overview
**StudioForge Nexus** is a next-generation, project-level workflow orchestration layer purpose-built for teams and solo creators who build inside **Roblox Studio** while collaborating with **Claude Code** as their AI development partner. Where the original StudioForge laid the foundation for context-aware, repeatable AI-assisted development, Nexus elevates the entire experience into a cohesive mesh — a loom where prompts, project memory, validation gates, and rollback checkpoints are woven into a single continuous thread of productivity.
Think of Nexus not as a tool, but as a *conductor's podium*. It doesn't play the instruments — Claude Code and Roblox Studio already do that beautifully. Instead, it keeps them in tempo, ensures every section enters on cue, and guarantees the symphony concludes with something worth shipping. This README is your program guide.
Nexus is aimed at the modern Roblox developer who values structure over chaos, reproducibility over one-off magic tricks, and clarity over cryptic error logs. If you have ever wished your AI assistant remembered the *why* behind a refactor six sessions ago, Nexus was written for you.
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## ✨ Why Nexus Exists
The landscape of AI-assisted game development in 2026 is astonishingly powerful — and equally astonishingly fragmented. A developer might prompt Claude Code for a module, paste the output into Studio, tweak it manually, forget what the original intent was, and repeat. Over a week, that cycle leaves behind a trail of orphaned scripts, duplicated logic, and context that evaporates the moment a terminal closes.
Nexus answers a deceptively simple question: *what if context never evaporated?*
By pairing a persistent project memory layer with a deterministic validation pipeline, Nexus transforms ad-hoc prompting into a repeatable engineering discipline. Each change request flows through named stages. Each stage leaves an artifact. Each artifact can be replayed, audited, or reverted. The result is a development rhythm that feels less like gambling and more like gardening — deliberate, cumulative, and satisfying.
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## 🎯 Core Philosophy
- **Context is a first-class citizen.** Prompts are ephemeral; project context is durable. Nexus treats memory as an asset to be curated, not a side effect to be tolerated.
- **Orchestration beats improvisation.** A well-defined pipeline removes decision fatigue and makes outcomes predictable across sessions, teammates, and even time zones.
- **Validation is non-negotiable.** Every generated artifact passes through automated checks before it ever touches the live place file.
- **Repeatability is a feature.** If a workflow cannot be run twice with comparable results, it is not yet a workflow.
- **Humans stay in the driver's seat.** Nexus automates the tedious; it never automates the creative judgment that makes a game feel alive.
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## 🚀 Feature Highlights
### 🧠 Persistent Context Engine
Nexus maintains a living memory grap