FlareStart
HomeNewsHow ToSources
FlareStart

Where developers start their day. All the tech news & tutorials that matter, in one place.

Quick Links

  • Home
  • News
  • Tutorials
  • Sources
  • Privacy Policy

Connect

© 2026 FlareStart. All rights reserved.

Back to articles
I built the personal AI that OpenClaw should have been
How-ToProgramming Languages

I built the personal AI that OpenClaw should have been

via Dev.to PythonR2h ago

OpenClaw hit 216,000 GitHub stars in six weeks. It proved that millions of people want a personal AI assistant they can run themselves. Then came CVE-2026-25253. Then the ClawHavoc supply chain attack — 341 malicious skills, 9,000 compromised installations. Cisco and Palo Alto flagged it for a "lethal trifecta" of security risks: unrestricted tool access, no prompt injection detection, and plaintext credential storage. I'd been building my own self-hosted AI assistant for months. When OpenClaw blew up — and then blew up differently — I decided to open-source it. It's called Nova . What makes Nova different Every AI assistant answers questions. Nova is the only one that learns from getting them wrong . You: "What's the capital of Australia?" Nova: "Sydney" You: "That's wrong, it's Canberra" Nova detects the correction, extracts a lesson, generates a DPO training pair, and updates its knowledge graph. --- 3 months later, different conversation --- You: "What's the capital of Australia?"

Continue reading on Dev.to Python

Opens in a new tab

Read Full Article
0 views

Related Articles

How I synced real-time CS2 predictions with Twitch stream delay
How-To

How I synced real-time CS2 predictions with Twitch stream delay

Dev.to • 23m ago

The Go Paradox: Why Go’s Simplicity Creates Complexity
How-To

The Go Paradox: Why Go’s Simplicity Creates Complexity

Medium Programming • 6h ago

How-To

The Cube That Taught Me to Code

Medium Programming • 7h ago

Data quality testing: how Bruin and dbt take different paths to the same goal
How-To

Data quality testing: how Bruin and dbt take different paths to the same goal

Dev.to • 7h ago

A Funeral for the Coder
How-To

A Funeral for the Coder

Dev.to • 8h ago

Discover More Articles