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Building a Production-Grade LLM Evaluation Framework: From Demo Datasets to Academic Benchmarks

Building a Production-Grade LLM Evaluation Framework: From Demo Datasets to Academic Benchmarks

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5 min read
Understanding the logic behind 'Chat with PDF' apps by building a Retrieval-Augmented Generation agent manually.

Understanding the logic behind 'Chat with PDF' apps by building a Retrieval-Augmented Generation agent manually.

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1 min read
Building a Remote MCP Server and Connecting It to Any MCP Client

Building a Remote MCP Server and Connecting It to Any MCP Client

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3 min read
Proof-of-Work as a Hidden Subsidy

Proof-of-Work as a Hidden Subsidy

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9 min read
Convert Multiple Data Formats into TOON - A New Way to Optimize LLM Input

Convert Multiple Data Formats into TOON - A New Way to Optimize LLM Input

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3 min read
I Built a Mini ChatGPT in Just 10 Lines Using LangChain (Part 1)

I Built a Mini ChatGPT in Just 10 Lines Using LangChain (Part 1)

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3 min read
How to Build an End‑to‑End LLM Evaluation Pipeline

How to Build an End‑to‑End LLM Evaluation Pipeline

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2 min read
Run OSS LLMs on a Single H100 Smarter, Cheaper, Faster

Run OSS LLMs on a Single H100 Smarter, Cheaper, Faster

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5 min read
Introducing gitresume, an open-source cli tool for building résumé with LLM support

Introducing gitresume, an open-source cli tool for building résumé with LLM support

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2 min read
Agentic CI with Buildkite: Three practical examples

Agentic CI with Buildkite: Three practical examples

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10 min read
RAG is more than Vector Search

RAG is more than Vector Search

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4 min read
🚀 How I Created an AI-Powered Secret Santa Using Cognee as the Memory Layer

🚀 How I Created an AI-Powered Secret Santa Using Cognee as the Memory Layer

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5 min read
How to Debug LLM Failures: A Comprehensive Guide for AI Engineers

How to Debug LLM Failures: A Comprehensive Guide for AI Engineers

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9 min read
AnimeSubs an LLM Subtitle Translator

AnimeSubs an LLM Subtitle Translator

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3 min read
Frontier LLMs: Their Strengths and Pitfalls

Frontier LLMs: Their Strengths and Pitfalls

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5 min read
🚀 The Hard Reality of Scaling AI Projects

🚀 The Hard Reality of Scaling AI Projects

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5 min read
Training LLMs on Mixed GPUs: My Experiments and What I Learnt

Training LLMs on Mixed GPUs: My Experiments and What I Learnt

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13 min read
Type-Safe LLM Outputs: Why I Built pydantic-llm-io

Type-Safe LLM Outputs: Why I Built pydantic-llm-io

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4 min read
From 16-bit to 4-bit: The Architecture for Scalable Personalized LLM Deployment

From 16-bit to 4-bit: The Architecture for Scalable Personalized LLM Deployment

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6 min read
The Art of Debugging Large Language Models

The Art of Debugging Large Language Models

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2 min read
Taking Repo Context Packager to the Next Level

Taking Repo Context Packager to the Next Level

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3 min read
My First LLM Evaluation Pipeline

My First LLM Evaluation Pipeline

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5 min read
I Found 4 Critical Vulnerabilities Testing Llama 3.2 (And You Can Too)

I Found 4 Critical Vulnerabilities Testing Llama 3.2 (And You Can Too)

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5 min read
Introducing Remote MCP aka MCP Tool Triggers in Azure Functions: Building Intelligent AI Assistants in the Cloud

Introducing Remote MCP aka MCP Tool Triggers in Azure Functions: Building Intelligent AI Assistants in the Cloud

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6 min read
Beyond Filters: Rearchitecting Prompt Injection Defense

Beyond Filters: Rearchitecting Prompt Injection Defense

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5 min read
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