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LLMs

4 posts

Why AI Agents Are Replacing SaaS Dashboards in 2026
AI & Machine Learning9 min read

Why AI Agents Are Replacing SaaS Dashboards in 2026

Enterprise teams are ditching traditional SaaS dashboards for autonomous AI agents that monitor, decide, and act. Here's what's driving the shift and what it means for software builders.

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Understanding Retrieval-Augmented Generation: Architecture, Pitfalls, and Production Lessons
AI & Machine Learning14 min read

Understanding Retrieval-Augmented Generation: Architecture, Pitfalls, and Production Lessons

RAG is the most deployed LLM pattern in production today. After building RAG systems for 18 months, here are the architectural decisions that matter and the mistakes that don't show up until scale.

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The Real Cost of Running LLMs in Production: A Breakdown
AI & Machine Learning10 min read

The Real Cost of Running LLMs in Production: A Breakdown

Token costs are just the tip of the iceberg. After running LLM workloads in production for a year, here's where the money actually goes — and how to cut costs without cutting quality.

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Fine-Tuning vs. Prompting vs. RAG: Choosing the Right LLM Strategy
AI & Machine Learning11 min read

Fine-Tuning vs. Prompting vs. RAG: Choosing the Right LLM Strategy

Three approaches to customizing LLM behavior, each with different tradeoffs. A decision framework based on your data, budget, and accuracy requirements.

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