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The 24GB AI Lab: A Survival Guide to Full-Stack Local AI on Consumer Hardware

The 24GB AI Lab: A Survival Guide to Full-Stack Local AI on Consumer Hardware

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4 min read
Building a Provider-Agnostic LLM Abstraction Layer: Benchmarking OpenAI, Gemini, Groq, DeepSeek and Ollama
Cover image for Building a Provider-Agnostic LLM Abstraction Layer: Benchmarking OpenAI, Gemini, Groq, DeepSeek and Ollama

Building a Provider-Agnostic LLM Abstraction Layer: Benchmarking OpenAI, Gemini, Groq, DeepSeek and Ollama

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6 min read
I Built an Entity Consistency Audit Pipeline for GEO — Here's What I Found

I Built an Entity Consistency Audit Pipeline for GEO — Here's What I Found

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5 min read
Free LLMs on OpenRouter Keep Going 404. I Fixed It With 120 Lines of Python
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Free LLMs on OpenRouter Keep Going 404. I Fixed It With 120 Lines of Python

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4 min read
Type-safe LLM prompts in Rust: catching prompt bugs before they happen

Type-safe LLM prompts in Rust: catching prompt bugs before they happen

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3 min read
Query Rewrite in RAG Systems: Why It Matters and How It Works

Query Rewrite in RAG Systems: Why It Matters and How It Works

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4 min read
AI Can Lie. And You Can't Tell.

AI Can Lie. And You Can't Tell.

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4 min read
From Single-Agent to Multi-Agent: Designing and Deploying an Enterprise-Grade Intelligent Customer Service System with LangGraph

From Single-Agent to Multi-Agent: Designing and Deploying an Enterprise-Grade Intelligent Customer Service System with LangGraph

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10 min read
OpenSpec: Make AI Coding Assistants Follow a Spec, Not Just Guess

OpenSpec: Make AI Coding Assistants Follow a Spec, Not Just Guess

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4 min read
Engineering GraphRAG for Production: API Design, Query Optimization, and Service Reliability

Engineering GraphRAG for Production: API Design, Query Optimization, and Service Reliability

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6 min read
Reducing LLM Cost and Latency Using Semantic Caching
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Reducing LLM Cost and Latency Using Semantic Caching

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5 min read
Claude Designed Its Own Rule System — A Public Experiment

Claude Designed Its Own Rule System — A Public Experiment

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4 min read
Qwen3.5 rodando localmente: super rápido e com ótima qualidade

Qwen3.5 rodando localmente: super rápido e com ótima qualidade

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2 min read
The Great LLM Inference Engine Showdown: vLLM vs TGI vs TensorRT-LLM vs SGLang vs llama.cpp vs Ollama

The Great LLM Inference Engine Showdown: vLLM vs TGI vs TensorRT-LLM vs SGLang vs llama.cpp vs Ollama

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10 min read
The Evolution of Developer Tunnels: Bridging Local AI Experiments to the Cloud

The Evolution of Developer Tunnels: Bridging Local AI Experiments to the Cloud

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9 min read
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