Latest writing on Hyperlambda

AI Agents on Your Own Database, MCP Servers, 100% Open Source

Step-by-step tutorials, feature matrices against Supabase, Firebase, n8n and Lovable, and the measured receipts behind every claim.

46,000 Lines of Angular, Gone in a Weekend

Angular to React migration with AI: Magic Cloud's 46,000-line dashboard rebuilt in 30 hours driving Claude, versus three months by hand in 2021.

Everything Supabase Doesn't Have: An AI Agent Builds a Secured CRM

Watch an AI agent build a role-secured CRM over MCP using six capabilities Supabase does not ship, plus the rows where Supabase still wins.

78% of Enterprise AI Teams Run MCP Agents Wrong. Here's Why.

MCP security best practices: why shared API keys and open tool catalogs fail in production, and what identity-backed, role-gated MCP looks like.

Magic Cloud on DigitalOcean: Backend with HTTPS in One Copy-Paste

Deploy Magic Cloud on DigitalOcean in one copy-paste: API, admin UI, database and automatic HTTPS live in 20 minutes on a $12 droplet.

A Complete CRM in One Conversation: 60 Seconds of Backend, Six Cents of Tokens

A complete role-secured CRM in one conversation: database, 20 endpoints, JWT auth, email and a KPI dashboard. Full time, cost and bug ledger.

Create an AI Agent From Your SQL Server or MySQL Database, Step by Step

Create an AI agent from your SQL Server or MySQL database step by step: scoped credentials, generated endpoints and MCP, with no migration.

Supabase for SQL Server and MySQL, On-Premise

Supabase for SQL Server and MySQL, on-premise: generated APIs, auth and RBAC on top of legacy databases, without migrating anything.

What If the Internet's Machines Could Evolve — Without a King?

Can the internet's machines evolve without a ruler? Why AI alignment cannot be installed and must be structural: whitelists, consent and federation.

The Only LLM That Grows Its Own Tools, Securely and On Demand

An LLM that grows its own tools at runtime, safely: statically verified, whitelist-sandboxed and RBAC-locked before anything executes. Video included.

Zero-Hallucination Code Generation: A Vocabulary Your AI Cannot Escape

Zero-hallucination code generation: static slot verification plus a runtime whitelist mean AI-written Hyperlambda cannot call functions that do not exist.

Same Backend, 3.4% of the Cost: Building on Magic with Qoder Instead of Fable

Same backend, 3.4 percent of the cost: rebuilding a task backend on Magic with Alibaba's Qoder instead of Claude, with the full price comparison.

Run AI Agents on Your Supabase Database Without Migrating

Run AI agents on your existing Supabase database without migrating: a scoped Postgres role, generated CRUD and MCP, with Magic as the agent layer.