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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Finally, Hermes Agent's Desktop App is Here!
Full hands-on video walkthrough.
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Researchers Found a Way to Make LLMs 8.5x Faster!
(without compromising accuracy)
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The Evolution of Retrieval Layer
Naive RAG → Retrieval layer → Agentic Layer
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![[Hands-on] Collapse CRM Pipelines into One Table](https://substackcdn.com/image/fetch/$s_!4GPo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45a00af0-03e5-4446-bcfb-3eadee6b820a_1065x999.png)
[Hands-on] Collapse CRM Pipelines into One Table
...powered by open-source stack (28k+ stars).
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![[Hands-on] Build a 3D Weather Globe with Claude Code](https://substackcdn.com/image/fetch/$s_!ncB9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525dc9d7-9514-4e68-8abf-2867611dd54d_1080x1080.png)
[Hands-on] Build a 3D Weather Globe with Claude Code
Backed by a production-grade time-series database.
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Introduction to Deep RL and DQN
The full RL nanodegree, covered with implementation.
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Why Agent Crashes Are Nothing Like Database Crashes
...and a solution to actually handle them.
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