Nouveau Speculation Is All You Need!
New technique delivers 4x faster LLM inference in production.
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Nouveau 
Récent Loop Engineering, Clearly Explained!
(must-know to efficiently run ML models in production)
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Récent RLHF: Aligning Language Models with Human Feedback
The full RL nanodegree, covered with implementation.
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[Hands-on] Build Your Own AI Avatar With Human-like Memory
(100% open-source, works in real-time)
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Turn Any Website Into a Custom API in Claude Code
...explained as a step-by-step guide.
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Hermes Kanban: Mission Control for your Agents
Demo on building a 4-agent software team.
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![[Hands-on] Build a Real-Time Satellite Tracker with Claude Code](https://substackcdn.com/image/fetch/$s_!Sj_E!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fe57076-a22a-447f-b030-9c886892fff0_1080x1080.png)
[Hands-on] Build a Real-Time Satellite Tracker with Claude Code
Backed by a production-grade time-series database.
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Proximal Policy Optimization in RL
The full RL nanodegree, covered with implementation.
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Schema Guided Agent Memory for Production Agents
Some key lessons on building production-grade memory for Agents.
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The 8 Layer Engineering Behind a Production AI Systems
The full map of what the role now spans, and where to go deep on each layer.
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Training an LLM to Generate Reliable Structured Output
Full RL pipeline, explained with hands-on code.
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Loop Engineering: Design the System That Prompts Agents
...explained visually.
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Your Agent Harness Should Repair Itself
...covered with an open-source solution.
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REINFORCE and Actor-critic Methods in RL
The full RL nanodegree, covered with implementation.
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