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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
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
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
đź§  Stop Letting Your AI Forget: MemPalace is a Wake-Up Call

đź§  Stop Letting Your AI Forget: MemPalace is a Wake-Up Call

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2 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
Re-evaluating the ROI of GLM-5.1 Pro After a Massive Price Hike to $680

Re-evaluating the ROI of GLM-5.1 Pro After a Massive Price Hike to $680

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1 min read
Reducing LLM Cost and Latency Using Semantic Caching

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
I caught Claude Sonnet 4 inventing facts about a fake tool

I caught Claude Sonnet 4 inventing facts about a fake tool

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9 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
# Pulse: How Hindsight Memory Turns an Incident Dashboard into a Learning Machine

# Pulse: How Hindsight Memory Turns an Incident Dashboard into a Learning Machine

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8 min read
I Built a Benchmark That Proves Most LLM Agents Are Statistically Blind And Why That Costs Companies Real Money

I Built a Benchmark That Proves Most LLM Agents Are Statistically Blind And Why That Costs Companies Real Money

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3 min read
How We Use Gherkin, Envelopes, and Schemas to Shape Agent Behavior

Behavioral science over ignored rule lists

How We Use Gherkin, Envelopes, and Schemas to Shape Agent Behavior

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7 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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