Amalithlab | From Vibe to Veracity

The CoT-Vibe Philosophy

The Vibe

Intuitive, prompt-driven AI coding that captures high-level intent. It's lightning-fast and highly creative, but fundamentally lacks the formal logic, testing structure, and security guarantees required for production-grade software.

The Veracity

Our research introduces a Chain-of-Thought (CoT-Vibe) orchestration system that bridges this gap. It translates intuitive instructions into highly validated, secure, and robust systems using autonomous agent verification loops.

AETHER IDE

Experience research-driven orchestration in action. AETHER is a standalone, state-of-the-art multi-agent autonomous desktop IDE designed for robust execution, formal check cycles, and native development safety. Available as standalone installers for macOS, Windows, and Linux.

Adversarial & Collaborative Swarms: Run structured peer-debate loops via *Adversarial Swarm* mode, or turn-based consensus negotiations between equal, rotating partners (Editor ↔ Reviewer) via *Round Table Swarm* mode powered by LangGraph.
Custom Domain Markdown Harnesses: Supply your own `.md` domain specifications (e.g., custom business rules, verification checklists, or research formats) via project `.aether/domains/` folders or direct file references (`@/path/to/rules.md`).
Tailored Swarm Modes: Custom workspace presets for Software Development, Academic / Document Synthesis (papers and NSF proposals), and Workflow Automation.
Consensus Arbitration (HITL): Integrated human-in-the-loop gates that pause debate stalls to let users arbitrate, select recommendations, or edit directly.
Playwright Research Subagents: Native headless browser subagents for visual verification, web crawling, and automated online literature lookup.
Self-Correcting Verification: Multi-turn code compilation, LaTeX build checks, and unit testing integrated directly into the workspace generation pipeline.

Standalone desktop binaries available now on GitHub Releases (macOS, Windows, Linux).

class AetherSwarm {
  constructor(mode = 'document') {
    this.mode = mode;
    this.safeguards = true;
  }

  async executeTask(goal) {
    const plan = await this.architect.plan(goal);
    const verified = await this.critic.review(plan);
    return verified ? 'Veracity Achieved' : this.refine();
  }
}

Academic Foundation

Our work is rooted in rigorous academic research published by leading researchers in AI and Cybersecurity.

From Vibe to Veracity

A Chain-of-Thought Framework for AI-Driven Software Engineering and Security

Read the Paper

Open Source for All

We believe the future of AI coding belongs to everyone. AETHER is an open-source initiative, and we welcome contributions from developers, researchers, and enthusiasts worldwide.

Contribute on GitHub

The Lab Leadership

YW

Professor Yongge Wang

UNC Charlotte

BG

Balakumar Gopalakrishnan Nair

PhD Student, UNC Charlotte