Thoughts & Writes
PHP2Shell: CVE-2026-109618 & CVE-2026-109619 Explained
Two critical (CVSS 9.2) flaws in the core PHP runtime affect every version from 5.4 to 8.5.11. Here's how the bugs work, how to spot exploitation, and the exact steps to patch and harden.
Graphify: Turning Your Codebase Into a Knowledge Graph
How AST parsing, semantic extraction, and community detection are changing the way AI understands code.
Scrapling: The Web Scraper That Doesn't Break When Sites Change
A deep dive into adaptive element tracking, TLS fingerprinting, and why most scrapers fail at scale.
Supermemory: Giving AI the Memory It Was Born Without
How persistent memory layers, hybrid RAG, and fact extraction are solving the stateless AI problem.
How Unsloth + NVIDIA Made LLM Training 25% Faster Without Touching the Math
Three low-level fixes to packed sequences, checkpoint reloads, and MoE routing that eliminated hidden bottlenecks most training stacks were silently bleeding time on.
Building Production-Grade LLM Pipelines
How I architect reliable, observable, and cost-efficient LLM workflows for real products.
Automating Social Media with AI — What Actually Works
A hands-on breakdown of the automation pipeline I built that reduced manual workload by 85%.
Vector Databases: A Practical Guide for AI Engineers
When to use them, which one to pick, and the mistakes everyone makes with embeddings.
