How does NeuroNest compare to Windsurf?

NeuroNest and Windsurf serve different use cases. NeuroNest provides 300+ specialized agents across 22+ divisions, offline-capable local inference via Ollama or llama.cpp, a 13-layer security model with prompt injection protection and file-level access control, and multi-agent execution topologies (Sequential, Star, Hierarchy, Mesh, Hybrid). It is designed for developers and teams that need autonomous agent workflows, source code privacy, or deep domain expertise from specialist agents rather than general-purpose AI assistance.

Does NeuroNest work offline?

Yes. With Ollama or llama.cpp configured as the local inference provider, NeuroNest operates completely offline. No internet connection is required once the application is installed and activated. All 300+ agents are available in fully offline mode.

Yes. NeuroNest Community edition is free forever and includes all features: 300+ AI agents, support for all 11 AI providers, the full 13-layer security model, local inference, Agent Recipes, the live code graph, and every platform feature. No credit card required.

What makes NeuroNest different from other AI coding tools?

NeuroNest is built as an agent swarm from the ground up — not an editor with AI added on. The 300+ specialist agents (Security, QA, DevOps, ML, Frontend, Backend, Database, Architecture, and more) are each instruction-tuned for their domain. The 13-layer security model screens every agent action, detects prompt injection, and enforces file-level edit locks. The ZERA orchestrator coordinates multiple specialist agents simultaneously using topology patterns that go far beyond single-agent chat.

NeuroNest is an agent-first IDE built on Electron for production development teams. It orchestrates 300+ specialized AI agents across 22+ divisions with a 9-stage AI pipeline, 13-layer security model, live code knowledge graph, local-first inference, and 50+ AI-powered features. No cloud dependency required.

How much does NeuroNest cost?

The Community edition is free forever and includes all 300+ AI agents, swarm orchestration, 11 AI providers, knowledge graph, 13-layer security model, all channels, skills and templates, recipes, session sharing, and local auth. Professional is $29/month and Enterprise offers custom pricing.

What operating systems does NeuroNest support?

NeuroNest currently runs on macOS 13 or later (Apple Silicon and Intel). It works fully offline with local-first inference so your data never leaves your workstation.

What makes NeuroNest different from other AI coding tools?

NeuroNest is purpose-built — not a VS Code fork. It ships with 300+ specialized agents across 22+ divisions, a 9-stage AI pipeline with ZERA Optimizer, a 13-layer security model, a 13-layer defense-in-depth security model, a live code graph, 11 AI providers (local and cloud), and 50+ production-grade features including Recipes, Subagents, OS Mode, P2P Session Sharing, Voice-to-Code, Adversary Reviewer, and more. Data never leaves your workstation.

What are the 13 agent departments in NeuroNest?

Engineering (16+), Design (8+), Marketing (8+), Product (6+), Project Management (6+), Testing (8+), Support (6+), Infrastructure (10+), Security (10+), DevOps (10+), Research (6+), Sales (8+), Finance (6+), Healthcare (6+), Game Development (8+), Academic (6+), GIS (4+), Spatial Computing (4+), Paid Media (6+), Data Science (8+), Software Delivery (8+), Optimization (4+), and more. Total: 300+ specialized agents across 22+ divisions.

What AI providers does NeuroNest support?

NeuroNest supports 11 AI providers. Cloud providers (API key auth): OpenAI, Anthropic, Google Gemini, DeepSeek, Grok (xAI), Mistral, NVIDIA NIM, Groq. Local providers (no auth required): Ollama, llama.cpp, OpenMythos. You can route sensitive operations to local providers so data never leaves your machine.

Is NeuroNest open source?

NeuroNest is source-available, not open source. The source code is published on GitHub at github.com/NETGVai/NeuroNest under the Business Source License 1.1 (BUSL-1.1), which allows you to read, audit, and build with the code subject to the license's usage terms. The Community edition is free forever.

What are the 5 execution topologies in NeuroNest?

Sequential (agents work in a linear chain — design then implement then test), Star (a hub agent dispatches work to independent spoke agents), Hierarchy (a manager agent coordinates a pool of specialist workers), Mesh (agents communicate peer-to-peer with no central coordinator), and Hybrid (adaptive combination chosen automatically by the orchestrator at runtime).

How does the 13-layer security model work?

Layer 1: Firewall Engine — regex-based sanitization, prompt injection detection (100+ rules, 12 threat categories), secrets scanning, and policy enforcement under 1 ms. Layer 2: Enhanced Firewall — hybrid regex plus LLM semantic analysis for sophisticated attacks, 4 policy presets, PII redaction for 12 data types. Layer 3: Action Analyzer — pre-execution risk scoring for every shell command and file operation using 200+ risk signatures and ensemble worst-case scoring. Layer 4: Runtime Protection — DevTools detection, debugger-flag scanning, SHA-256 file integrity verification, environment anomaly detection, keyboard shortcut blocking. Layer 5: Secure Communication — HTTPS enforcement, TOFU certificate pinning, HMAC-SHA256 request signing, 5-minute replay protection window, macOS Keychain token storage. Layer 6: Native C++ Module — SHA-256, HMAC, AES-256-GCM compiled into a Node-API addon so crypto secrets never surface in JavaScript. Layer 7: Edit Lock — directory-scoped write restrictions so agents can only modify paths they have been explicitly granted access to.

What is the ZERA Optimizer?

ZERA Optimizer is NeuroNest's prompt enhancement layer that runs at Stage 2 of the 9-stage AI pipeline — between user input and the Orchestrator Planner. It improves instruction clarity, reduces ambiguity, and structures user intent before routing to the appropriate agent department.

What are Recipes in NeuroNest?

Recipes are portable YAML workflow configurations with {{variable}} template substitution. They let you save and share multi-step agent workflows. NeuroNest ships 4 built-in recipes: Code Review, API Builder, Security Audit, and Test Generator. Custom recipes can be created and shared via deeplink.

What productivity features does NeuroNest include?

NeuroNest includes a comprehensive feature catalog: Monaco Editor (100+ languages), Inline Code Completion, Embedded Browser with pinned tabs, Extension System (CSV/Markdown/JSON/Image viewers), Multi-Session Parallel Agents, Subagents, Recipes, OS Mode (screen capture), Voice-to-Code (Whisper), P2P Session Sharing (PIN-protected), Global Search, Git Integration (AI commit messages and worktrees), Context Loading (images/URLs/sticky notes), Decision Log, Plan Archive, File-Session Links, 6 built-in Themes, App Zoom, Configuration Profiles, Prompt Cache, and an 8-step Onboarding Walkthrough.

Can I build plugins for NeuroNest?

Yes. The NeuroNest Plugin SDK (planned) will let developers build custom tools, skills, and integrations using a TypeScript-first SDK. Plugins run locally within the same security sandbox as built-in agents and declare their required capabilities in a manifest.

How do I get access to the beta?

Download NeuroNest at neuronest.cc/download and enter a PQC invite code (format: PQC-XXXXXXXX-XXXXXXXX). Invite codes are derived using post-quantum cryptography (ML-KEM-768, ML-DSA-65, or SLH-DSA-SHAKE-128s). Request a code from an existing user or the NeuroNest team.

Is NeuroNest raising investment?

Yes. NeuroNest has a Series A open. Visit neuronest.cc/investors for the full investor deck covering the problem, solution, market opportunity ($50B+ AI developer tools market), traction, roadmap, team, and the ask.

NeuroNest vs Windsurf — AI IDE Comparison 2026

Windsurf (now OpenAI-owned) brings Cascade — a deeply context-aware AI that tracks your code changes and executes multi-step flows. NeuroNest brings 300+ specialist agents, local inference, a 13-layer security model, and complete freedom from any single cloud provider.

NeuroNest Advantages Over Windsurf

Provider independence: 11 providers vs OpenAI-owned and cloud-only
Local inference: offline-capable with Ollama, llama.cpp vs cloud-only
Agent count: 300+ specialized agents vs Cascade single agent
Security model: 13-layer defense-in-depth security model vs standard model safety
Execution topologies: Sequential, Star, Hierarchy, Mesh, Hybrid vs single-agent flows
Agent Recipes: saveable multi-agent workflow templates vs no workflow system
Edit Lock System: file/directory-level agent access control
Post-Quantum Cryptography: ML-KEM-768, ML-DSA-65 vs standard TLS
Pricing: Community edition free forever

Key Difference: Swarm Intelligence vs Flow Intelligence

Cascade is excellent at tracking context across a single developer's editing session. NeuroNest scales that up: 300+ agents with distinct instruction sets coordinate through ZERA, handling all development dimensions simultaneously rather than one context-aware flow.

Download NeuroNest free at neuronest.cc/download