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An LLM API call, in 4 GIFs

Statelessness and cost-saving tips

An LLM API call, in 4 GIFs

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4 min read
What Building My Own AI Bot Taught Me About Generative AI

What Building My Own AI Bot Taught Me About Generative AI

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6 min read
SynaptoRoute: A Study in Local Semantic Routing

SynaptoRoute: A Study in Local Semantic Routing

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6 min read
Virtual keys per tenant: ditching our custom LLM billing layer

Virtual keys per tenant: ditching our custom LLM billing layer

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4 min read
Why your quantized LLM loses its MTP heads and how to keep them

Why your quantized LLM loses its MTP heads and how to keep them

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5 min read
Semantic caching the VLM step in our product-photo pipeline

Semantic caching the VLM step in our product-photo pipeline

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4 min read
LLM Prompt Caching: The Complete 2026 Guide

LLM Prompt Caching: The Complete 2026 Guide

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5 min read
AI Agents in Practice — Part 3: How the Control Loop Actually Works

AI Agents in Practice — Part 3: How the Control Loop Actually Works

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12 min read
Fine-Tuning Llama 3.2 3B on Medical QA: Week 2- Data Preparation

Fine-Tuning Llama 3.2 3B on Medical QA: Week 2- Data Preparation

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6 min read
Most RAG Problems Are R(etrieval) Problems

Most RAG Problems Are R(etrieval) Problems

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3 min read
An AI Agent Wiped a Production Database in 9 Seconds. What Engineers Must Design Before Shipping.

An AI Agent Wiped a Production Database in 9 Seconds. What Engineers Must Design Before Shipping.

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5 min read
LLM-as-judge variance broke our DPO training signal for 3 weeks

LLM-as-judge variance broke our DPO training signal for 3 weeks

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4 min read
Claude Managed Agents Outcomes: Auto-Grading Agent Work

Claude Managed Agents Outcomes: Auto-Grading Agent Work

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13 min read
Two Knowledge Hierarchies: Structuring Context for AI Agents and LLMs

Two Knowledge Hierarchies: Structuring Context for AI Agents and LLMs

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4 min read
AI 3D tools need product evals, not benchmark faith

AI 3D tools need product evals, not benchmark faith

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8 min read
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