Reletter
Artwork for The Production Gap

My take on the AI world

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Substack
PricingFreemiumPublishesTwice weekly
Issues42Founded3 years agoLast Issue9 days ago
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Artwork for The Production Gap

Latest Issues

Full Stack Engineering for Product Managers

A No-BS Technical Guide to Frontend, Backend, AI, and Everything in Between

👋 Hi everyone, I am Hamza. I have 18+ years of experience building large-scale machine learning ecosystems, teach at UCLA and MAVEN, and am the founder of Travers...

9 days ago
13
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Self-Improving Agents: A step closer to AGI

If your team uses Claude Code or Codex, you’re already inside a feedback loop where the AI improves based on what happened last time.

👋 Hi everyone, I am Hamza. I have 18 years of experience building large-scale machine learning ecosystem...

a month ago
4
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Claude Code token optimization - best practices

Most developers enable prompt caching and see modest savings, the ones hitting 90% reductions are doing something structurally different that almost nobody talks about.

👋 Hi everyone, I am Hamza. I have 18 years of building large scale ec...

a month ago
27
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DeepSeek V4 architecture deep dive

👋 Hi everyone, I am Hamza. I have 18 years of building large scale ecosystems and I teach at UCLA and MAVEN, and founder of Traversaal.ai.

Welcome to Edition #36 of a newsletter that 15,000+ people around the world actually look forward t...

2 months ago
19

AI Agent Harnesses Explained: Architecture, Ecosystem, and Multi-User Design

Models think. Harnesses are what give models hands, scope their memory, and decide what they're allowed to touch.

👋 Hi everyone, I am Hamza. I have 18 years of experience in building large scale Machine Learning ecosystems and I teach at...

2 months ago
199
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Authors

The writers behind this newsletter.

  • Hamza Farooq

    AI Practitioner with 18+ years of experience in building Large Scale ML Solutions. I also teach about building production grade systems on MAVEN and at UCLA

  • Aishwarya Ashok

    Building GenAI stuff | Creating thefoundersfoyer.com | Co-Founder, TheProdcast | Dreaming about products, books and oceans

  • Jayita Chatterjee

    AI Engineer

  • Ali Shafique

    Expertise in LLMs post-training (SFT, RLHF, DPO, GRPO), reasoning, multilinguality, model evaluation, and inference optimization (quantization, distillation, speculative decoding)

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