Preloading Knowledge Into a Model Instead of Retrieving It
How to process your corpus once, skip retrieval entirely, and serve every query from a stored cache. Three parts covering the full spectrum.
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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.
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Kimi K3's Sandbox Problem Finally Has an Open-Source Fix
...explained with code.
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Grok Bot Masterclass
Everything you need to understand, set up, and get real work out of Grok Bot.
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How a GPU Actually Works
The intuition an LLM engineer needs. Understand techniques like quantization, speculative decoding, and continuous batching in one place.
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A Cheaper Model Does Not Imply a Cheaper Turn
The practical implications of model routing, clearly explained.
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How Production LLMs Reason Better At Inference Time
8 techniques, explained visually.
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Continuous Batching in LLMs
The technique behind vLLM's 23x throughput jump and the default scheduler in every serving engine.
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![[Hands-on] Audio RAG with 200x Cheaper Vector DB Costs](https://substackcdn.com/image/fetch/$s_!Qscc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F51c48d12-3f06-4d05-a92a-cb2851e3b5b6_1096x1078.gif)
[Hands-on] Audio RAG with 200x Cheaper Vector DB Costs
...while also outperforming OpenAI and Cohere.
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Karpathy's Full Agentic Engineering Lifecycle using Google's Agents-CLI
...explained as step-by-step guide.
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How to Query Billion+ Rows on Postgres Without the Overhead
...explained as a full setup guide.
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A 10-week Roadmap to Run LLMs in Production
...covered with hands-on resources.
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![[Hands-on] Build Semantic Search Inside Your Database Without an Embedding Pipeline](https://substackcdn.com/image/fetch/$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)