Aditya Karnam · World Model Infrastructure Lab
Thoughts / World Model Infrastructure Lab
Every post, in one place.
15 posts on agents, memory, local inference, and the infrastructure layer behind AI systems.All Posts
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18.07.2026
India's Next AI Unicorns Won't Just Build Models — They'll Build the Agent Infrastructure Layer
Emergent's $1.5B round, HCLTech's ₹3,500 crore data centers, and Karnataka's policy point at one gap: India's missing agent infrastructure layer.Read post08.07.2026
I Ran Local LLM Evals on an Apple Silicon Mac
I set up Ollama, vLLM Metal, and SGLang on an Apple M5 Pro MacBook Pro, ran a local-serving benchmark and response-quality eval suite across the runtimes, then followed up with a Qwen 3.5 Ollama model sweep from 0.8B to 9B.Read post01.07.2026
subagent-fleet: Local AI Compute Control Plane for Coding Agents
I built subagent-fleet to route Claude Code-style subagents across local Ollama machines, with LiteLLM generation, health checks, model warmup, and a live dashboard.Read post11.04.2026
AI Blog Generator: I Built an n8n Bot That Wrote 139 Posts
I built an n8n workflow pulling from 7 RSS feeds, used Google Gemini to write MDX posts, and auto-published 139 blog posts to GitHub. Here's what Google Search Console showed.Read post05.04.2026
embenx Guide: The Ultimate Python Library for Vector Search
Learn how embenx provides a unified API for 15+ vector backends like FAISS and pgvector, featuring temporal memory for 71% better retrieval performance.Read post15.09.2025
The Hidden Problem With MLX: Why Your Apple Silicon LLM Isn't Reproducible
Discover why large language models on Apple Silicon produce different outputs for identical inputs, and what this means for ML…Read post11.09.2025
How I Accidentally Built an Overkill ML Lab That Rivals AWS (And Why I'm Not Sorry)
Or: What happens when you give a software engineer a 64GB Mac Mini and too much free time The Rabbit Hole Begins It started innocently…Read post04.09.2025
Unlock Your True Purpose: Ancient Wisdom for a Meaningful Life (Stop Postponing Yourself!)
Discover how ancient Stoic wisdom can help you create meaning, embrace virtue, and stop postponing your authentic life. Learn from Viktor Frankl, Seneca, and Marcus Aurelius.Read post25.08.2025
How to Diagnose a Bad Prompt (with Free Grader Tool)
Learn to identify and fix poorly performing AI prompts with our comprehensive guide and free grader tool. Transform weak prompts into high-performing instructions that get 10x better results.Read post25.08.2025
Prompt Grader vs. Prompt Libraries: When to Use Each
Discover when to use prompt graders versus prompt libraries for optimal AI results. Compare approaches, see real examples, and learn which tool fits your specific use case.Read post25.04.2025
Manual Sharding in PostgreSQL: A Step-by-Step Implementation Guide
Learn how to implement manual sharding in native PostgreSQL using Foreign Data Wrappers. This tutorial walks through creating distributed…Read post12.04.2025
The Hike to Hanuman!
Every social media feed is filled with people conquering mountains. Someone is scaling Everest, another person is posting perfect yoga poses…Read post11.04.2025
Friday Coffee OR BEER!
Hey folks! Welcome to another edition of our Friday ritual where we decide between caffeine or hops (let's be real, sometimes both are…Read post04.04.2025
The Motivation: From Suffering to Spiritual Awakening
We all face moments when everything seems to be falling apart. When deadlines pile up, projects fail, relationships strain, and the path…Read post01.04.2025