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AI Assistant Architecture: LLM, Memory, Tools, Routing, Observability

AI Assistant Architecture: LLM, Memory, Tools, Routing, Observability

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14 min read
Memory Systems in AI Assistants

Memory Systems in AI Assistants

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9 min read
AI Gateways: A Senior Engineer's Honest Take

AI Gateways: A Senior Engineer's Honest Take

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16 min read
GLM-5.2 for Long Contexts, TimesFM & Open-Source Coding Agents

GLM-5.2 for Long Contexts, TimesFM & Open-Source Coding Agents

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3 min read
Nvidia Rubin's 10x Cheaper Tokens Hide a Footnote

Nvidia Rubin's 10x Cheaper Tokens Hide a Footnote

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6 min read
Compact LLM chat history without LangChain (zero dependencies)

Compact LLM chat history without LangChain (zero dependencies)

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2 min read
Building My Memory Layer - The Thinking Process Behind Every Layer

Building My Memory Layer - The Thinking Process Behind Every Layer

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5 min read
AI & LLM Terminology Glossary: From Tokens to Orchestration

AI & LLM Terminology Glossary: From Tokens to Orchestration

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6 min read
A Spend Cap That Stops Counting Is Already Fail-Open

A Spend Cap That Stops Counting Is Already Fail-Open

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20 min read
What Is PEFT? A Guide to Parameter-Efficient Fine-Tuning

What Is PEFT? A Guide to Parameter-Efficient Fine-Tuning

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12 min read
💰Don’t Waste Tokens on Data Entry: Tag Customer Reviews Overnight with ZeroGPU Batch API

💰Don’t Waste Tokens on Data Entry: Tag Customer Reviews Overnight with ZeroGPU Batch API

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2 min read
Fine-Tuning Large Language Models: A Practical Guide

Fine-Tuning Large Language Models: A Practical Guide

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6 min read
The GitHub Copilot Harness Copilot Studio

The GitHub Copilot Harness Copilot Studio

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6 min read
The Red Line Principle: objective stop signals outperform LLM self-judgment in verifiable tasks

The Red Line Principle: objective stop signals outperform LLM self-judgment in verifiable tasks

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13 min read
How I Built a Personal AI Assistant That Lives in Telegram

How I Built a Personal AI Assistant That Lives in Telegram

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10 min read
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