Thoughts & Writes
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AI ToolingKnowledge GraphsDeveloper Tools
Graphify: Turning Your Codebase Into a Knowledge Graph
How AST parsing, semantic extraction, and community detection are changing the way AI understands code.
Web ScrapingPythonAnti-Bot
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.
AI MemoryRAGLLM Engineering
Supermemory: Giving AI the Memory It Was Born Without
How persistent memory layers, hybrid RAG, and fact extraction are solving the stateless AI problem.
LLMTrainingNVIDIAUnslothPerformance
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.
LLMAI EngineeringPython
Building Production-Grade LLM Pipelines
How I architect reliable, observable, and cost-efficient LLM workflows for real products.
AutomationAIGoogle Gemini
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 DBEmbeddingsRAG
Vector Databases: A Practical Guide for AI Engineers
When to use them, which one to pick, and the mistakes everyone makes with embeddings.
