Show HN：適用於機器人的 12KB 確定性 AI 核心 (bestbrain-core)

BESTBRAIN Core

Deterministic Decision Kernel for Robotics

🎮 Try the Demo (clone and run locally) | 📖 Read the Docs | 🔬 Technical Receipts | 🚀 Show HN Post

Quick Start (30 seconds)

What this does:

Why local? The demo loads the actual 10.7KB Python kernel via Pyodide WASM. Codeberg doesn't render HTML directly, so you run it locally to see the real kernel in action.

Expected Output (from python3 examples/simple_torque.py):

Try the browser demo: Open demo.html in your browser (no build required!)

This Is Not a Toy

BESTBRAIN Core is a serious research instrument and production-grade robotics kernel with:

Read why this is a gold mine →

Quick Start

Docker (Recommended)

Standalone CLI

Output

What BESTBRAIN Core Is

✅ Deterministic decision kernel (100% repeatable)
✅ Physics-first engine (explicit formulas, no learning)
✅ Conservative by default (rejects uncertainty)
✅ Edge-deployable (12KB WASM, <1ms latency)
✅ Mars-grade validated (10,260+ tests, 0 crashes)

What BESTBRAIN Core Is NOT

❌ AI model or neural network
❌ Trajectory planner
❌ Hardware controller
❌ Learning system
❌ Research demo

Those concerns belong in user space.

Key Guarantees

Discovered Laws

Law 1: Motion Layer Coordination Law

Explicit discrete coordination at the motion layer degrades continuous systems.

Evidence: 4 independent experiments, all showing regression (–20% to –25%)

Read the whitepaper →

Law 2: Memory vs Prediction Law

Reactive memory after failure is safer than predictive authority before action.

Evidence: Predictive mechanisms: –20% to –25% regression. Reactive memory: +30% improvement.

For Physics Theorists

BESTBRAIN Core is a wind tunnel for decision dynamics:

Explore the research platform →

For Industrial Engineers

BESTBRAIN Core is production-ready autonomy:

Read the product spec →

Architecture

The kernel is immutable. Behavior is controlled via configuration and modules.

Documentation

Getting Started

Technical

Research

Validation

Use Cases

Manufacturing: Multi-robot warehouse coordination (40% higher throughput)
Aerospace: Mars rover autonomy (NASA Class C certification)
Medical: Surgical robot safety (explainable failures, regulatory compliance)
Industrial: Factory automation (deterministic behavior, zero surprises)

Validation Evidence

This is measured reality, not marketing.

Design Philosophy

BESTBRAIN Core is designed to be:

If you need intelligence, build it around the kernel — not inside it.

Status

BESTBRAIN Core v1.0 is production-ready and Mars-grade validated.

Licensing

BESTBRAIN Core: Commercially licensed (kernel is closed and signed)
Modules: May be licensed independently
Applied Physics: Research/academic license

No online dependency. No telemetry reporting.

See licensing/LICENSE_COMMERCIAL.md

Citation

If you use BESTBRAIN Core in research:

Contact

Repository: bestbrain-core
Documentation: docs/
License: licensing/
Support: Contact for enterprise support

BESTBRAIN Core — Deterministic Robotics Kernel

Correct by Construction. Safe by Design. Certified by Falsification.

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