I Hate AI, so I Built a Compiler

I burned through 1.5 Billion Tokens this month. Let me put that in perspective for you. That's roughly $2,000. Enough to train a small model. Enough to generate an entire library. Enough to build something that could theoretically change the world. And I shipped zero...

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Building a Graph-Vector Hybrid Memory Layer for AI Agents

I built a memory system for AI agents that distills task failures into single actionable rules — stored in ChromaDB and linked conceptually in a Neo4j graph — instead of dumping raw conversation logs. Includes rule decay, multi-tenancy, and an honest look at what's...

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OpenAPI Authentication and Authorization Best Practices

This article explains why authentication and authorization documentation is critical to API security and how inconsistent OpenAPI specifications create security, compliance, and integration risks. It covers reusable security schemes, granular OAuth scopes, token...

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Infosec professionals sour on automated pentesting tools

Perhaps bots aren't the answer to everything when it comes to finding flaws. Fully automated pentesting has been a letdown for many security teams, according to offensive security firm Cobalt, as support for the approach has fallen sharply over the past year. Cobalt’s...

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