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Agent Runtime

ReAct engine with multi-step iteration

200+ Connections

MCPX native handlers + Runtime sandbox

Knowledge & RAG

Memory buckets with hybrid search

GlassBox IDE

Chat-driven agent customization

Dataset Creation Lab

290M+ scholarly works · 9 AI agents

Training Pipeline

Fine-tune 33+ open-source models

Marketplace

Publish and monetize agents & datasets

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Layer 1 — Core Engine

Agent Runtime

A ReAct engine that reasons, plans, executes, and iterates up to 50 times until the goal is achieved. Powered by 100+ LLMs from every major provider.

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The Iteration Loop

1

UNDERSTAND

Parse intent, recall learnings from past mistakes, identify required tools

2

PLAN

Create minimal task list with dependencies, estimate complexity

3

EXECUTE

Run tools directly or spawn workers for parallel tasks

4

VERIFY

Check results, detect errors, learn from failures

5

CHECK GOAL

Is the deliverable complete? If not, iterate again.

Built for real autonomy

ReAct Reasoning Loop

Agents reason about each step before acting. The loop — UNDERSTAND, PLAN, EXECUTE, VERIFY, CHECK GOAL — ensures every action is deliberate and verified.

Up to 50 Iterations

Agents don't stop after one tool call. They iterate up to 50 times, self-correcting on failures, until the deliverable is verifiably complete.

Goal-Driven Execution

Define the outcome, not the steps. The agent decomposes your goal into tasks, handles dependencies, and parallelizes where possible.

Spawnable Sub-Agents

Complex jobs automatically spawn dedicated sub-agents that run in the background. The main agent stays responsive while workers handle parallel tasks.

Self-Learning System

Every failure is recorded with trigger patterns and corrections. At 80%+ confidence after 5 successes, learnings become permanent rules. Agents get smarter over time.

Execution Chain Audit

Every operation is hash-linked in a blockchain-style execution chain. Full traceability and verification of every decision your agent made.

Neura Runtime

Run it on your device

Install Neura Runtime to run AI models, execute code in Docker sandboxes, and build Streamlit apps — all locally. Completely free, completely private.

Local AI + Code Execution

Run models, execute Python in Docker sandboxes, build Streamlit apps — all on your hardware.

Total Privacy

Your data never leaves your device. No cloud, no logging. Run fully offline.

macOS · Windows · Linux

Desktop app or pip install. Auto-connects to your browser.

Download Neura Runtime

Or: pip install neura-runtime

Ready to deploy autonomous agents?

Start building with the most capable agent runtime available.

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