Hyperlambda Blog - AI Security, AST Compilation, and Deterministic Execution
Technical writing on deterministic AI execution, AST compilation, runtime whitelisting, and secure agent architecture.
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.
How to Create a CRUD AI Agent in Magic Cloud Step by Step
A practical step-by-step tutorial showing how to create an SQLite database, add example rows, generate a CRUD API with Hyperlambda, build a landing page, and embed a public AI agent in Magic Cloud.
Getting Started With Magic
A hands-on tutorial showing how to get started with Magic, install the Expert System, and build your first AI agent step by step.
What Is Hyperlambda and How Does It Work
A practical introduction to Hyperlambda, how its node-based execution model works, and why it matters for backend automation and AI-generated software.
How I use whitelist to execute partially untrusted Hyperlambda safely
A practical tutorial showing how I use Hyperlambda whitelist to restrict vocabulary, isolate execution scope, and safely run partially untrusted code.
Engineering a Custom LLM for Hyperlambda
A technical deep dive into fine-tuning an LLM for Hyperlambda, a deterministic executable DSL, and solving catastrophic forgetting caused by token-volume imbalance.