Récent How Semantic Code Navigation Cuts Agent Token Costs by up to 36%
Understanding what an agent actually does with the tokens before it writes code.
Lire
Récent 
Kimi K3's Sandbox Problem Finally Has an Open-Source Fix
...explained with code.
Lire
Grok Bot Masterclass
Everything you need to understand, set up, and get real work out of Grok Bot.
Lire
How a GPU Actually Works
The intuition an LLM engineer needs. Understand techniques like quantization, speculative decoding, and continuous batching in one place.
Lire
A Cheaper Model Does Not Imply a Cheaper Turn
The practical implications of model routing, clearly explained.
Lire
How Production LLMs Reason Better At Inference Time
8 techniques, explained visually.
Lire
Continuous Batching in LLMs
The technique behind vLLM's 23x throughput jump and the default scheduler in every serving engine.
Lire
![[Hands-on] Audio RAG with 200x Cheaper Vector DB Costs](https://substackcdn.com/image/fetch/$s_!Qscc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F51c48d12-3f06-4d05-a92a-cb2851e3b5b6_1096x1078.gif)
[Hands-on] Audio RAG with 200x Cheaper Vector DB Costs
...while also outperforming OpenAI and Cohere.
Lire
Karpathy's Full Agentic Engineering Lifecycle using Google's Agents-CLI
...explained as step-by-step guide.
Lire
How to Query Billion+ Rows on Postgres Without the Overhead
...explained as a full setup guide.
Lire
A 10-week Roadmap to Run LLMs in Production
...covered with hands-on resources.
Lire
![[Hands-on] Build Semantic Search Inside Your Database Without an Embedding Pipeline](https://substackcdn.com/image/fetch/$s_!D_AD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1843328d-aac8-46cd-8d4d-a0aed939af4b_3110x1992.png)
The Missing Piece of Agent Self-Improvement
...explained step-by-step with code.
Lire
![[Hands-on] How to Serve 5 Models On One GPU](https://substackcdn.com/image/fetch/$s_!szXp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F939f26ce-5485-4313-9783-e6ab7f94db08_1200x415.png)
[Hands-on] How to Serve 5 Models On One GPU
How small specialized models are changing inference infrastructure, and why serving them efficiently takes more than standard serving frameworks.
Lire