AI Platform 7 Jun 2025
Production AI Stack: Next.js, Supabase & Vercel Guide
A practical AI platform stack for real products-Next.js, Supabase, RAG, agents, security, observability, and scalable infrastructure.
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Blog
AI Agents Evals Open Source
Agents Rarely Cheat. Humans Rarely Check.
I checked ~2,300 merged PRs written by coding agents. Confirmed test-gaming: zero. PRs merged with no human involved at all: up to 1 in 5. The problem is not dishonest agents. It is missing referees.
Matt Owens
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Security 7 Jun 2025
AI Platform Security: Enterprise Multi-Tenant Guide
A complete guide to AI platform security-threat models, LLM risks, RAG safety, multi-tenant isolation, and controls that hold up in production.
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RAG 7 Jun 2025
RAG Best Practices: Chunking, Hybrid Search, Reranking
Production RAG best practices — chunking strategies, hybrid search with reranking, multi-tenant isolation, and retrieval evaluation patterns for multi-tenant SaaS.
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Astro 12 May 2025
WordPress to Astro Migration: Modern Block Components
How to migrate WordPress sites to Astro with performance-focused architecture, modern tooling, and safer content pipelines. Step-by-step migration guide.
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Security 20 Mar 2025
Penetration Testing AI Platforms: Tools & Methodology
How AI penetration testing works-LLM attacks, RAG leakage paths, agent misuse, and a full methodology for testing AI systems.
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Security 24 Feb 2025
LLM Security: Complete Guide for 2026
A deep dive into LLM-specific threats-prompt injection, data leakage, tool abuse, and the defenses every AI platform needs.
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Multi-Tenant 10 Feb 2025
Multi-Tenant SaaS Architecture: Complete Security Guide
How to design secure multi-tenant SaaS-RLS, tenant isolation, schema patterns, and scalable data boundaries for AI-enabled platforms.
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Modernization 15 Jan 2025
Rails Modernization: Legacy Monoliths to AI Platforms
Step-by-step Rails modernization guide: boost performance, strengthen security, and prepare legacy monoliths for AI integration. Expert strategies included.
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