Hyperlambda Blog - AI Security, AST Compilation, and Deterministic Execution
Technical writing on deterministic AI execution, AST compilation, runtime whitelisting, and secure agent architecture.
Same Backend, 3.4% of the Cost: Building on Magic with Qoder Instead of Fable
We rebuilt the same task management backend on Magic using Alibaba's Qoder instead of Claude Fable. Estimated cost saving: roughly 96.6 percent.
How to Run AI Agents on Your Existing Supabase Database (Without Migrating Anything)
Keep Supabase. Add agents. How to connect AI agents to your existing Supabase Postgres safely, using Magic as the agent layer — no migration required.
Magic Cloud: The Self-Hosted Supabase Alternative Built for AI Agents
Magic Cloud is an MIT-licensed, self-hosted Supabase alternative with execution-time RBAC — a backend AI agents can safely build on and operate.
How Magic Cuts Backend Build Cost by ~80% in Agentic Workflows
A practical look at how Magic reduces backend build cost and engineering time in agentic workflows by collapsing hosting, authentication, and CRUD generation into a single prompt.
Magic Now Supports MCP Server Integration for AI Agents
Magic now ships with an MCP module that automatically exposes module HTTP endpoints, turning your cloudlet into a bridge between AI clients such as Claude Cowork or Codex and real company systems.
How Dream Prompt Compression Keeps Long AI Sessions Fast and Focused
How Magic compacts rolling chat history into durable working memory, reduces token growth, and preserves continuity for long tool-heavy AI sessions.
How Hyperlambda Can Cut AI Agent Costs by 75 to 90 Percent
Why AI agents get expensive when frontier models are used as deterministic data pumps, and how Hyperlambda plus Magic Cloud can radically change the economics.
Magic Cloud Now Supports GPT-5.5
Magic Cloud now supports GPT-5.5, giving developers stronger coding, better tool use, and more capable AI agents inside the same secure runtime model.
Claude Code Tried to Break Magic Cloud and Mostly Ended Up Confirming Its Security
I asked Claude Code to perform a full manual security and code quality review of Magic Cloud. What made me uncomfortable at first ended up confirming something important about the architecture.
From SQL Database to AI Agent in Minutes
A practical guide for DBAs on turning existing SQL databases into CRUD endpoints and AI agent capabilities without rebuilding the backend from scratch.
Agentic AI Without Permission Boundaries Is Just Malware With UX
Why I believe agentic AI without explicit permission boundaries is not innovation but overprivileged automation wrapped in a friendly interface.
The Claude Code Source Leak Was Not a Hack but a Release Engineering Failure
An analysis of the Claude Code source leak as a release engineering failure, what the leaked code says about Anthropic's engineering quality, and whether AI-generated software may sit in a legal gray zone closer to public domain than proprietary copyright.