Blog | Pragmatic AI Labs

A detailed guide on creating a powerful Rust debugging assistant using Ollama and Qwen2.5-Coder model, with advanced configuration and optimization parameters.

2024-11-22 · 4min · Pragmatic AI Labs

Building a Specialized Rust Debugging Assistant with Ollama

Debunking the Fraudulent Claim: Reading ≠ Training on IP

2025-03-13 · 3min · Pragmatic AI Labs

Debunking the Fraudulent Claim: Reading ≠ Training on IP

Understanding Build Parallelism with llama.cpp

2024-11-30 · 4min · Pragmatic AI Labs

Understanding Build Parallelism with llama.cpp

Rust MCP SDK

2025-08-04 · 8min · Pragmatic AI Labs

Rust MCP SDK

AWS Prompt Engineering: A Developer's Guide to CLI Usage

Practical insights and working examples for AWS AI services via CLI

2024-11-22 · 4min · Pragmatic AI Labs

AWS Prompt Engineering: A Developer's Guide to CLI Usage

Why Rust Beats Python for Production Systems

2024-02-16 · 3min · Pragmatic AI Labs

Why Rust Beats Python for Production Systems

Claude Code: Effective Pattern Matching in a Terminal Interface

2023-05-04 · 3min · Pragmatic AI Labs

Claude Code: Effective Pattern Matching in a Terminal Interface

The Automation Myth: Why Developer Jobs Aren't Going Away

2025-02-27 · 4min · Pragmatic AI Labs

The Automation Myth: Why Developer Jobs Aren't Going Away

The End of Moore's Law and the New Performance Revolution

2025-02-23 · 4min · Pragmatic AI Labs

The End of Moore's Law and the New Performance Revolution

Master Databricks Engineering: A Comprehensive Learning Path

2024-01-18 · 4min · Pragmatic AI Labs

Master Databricks Engineering: A Comprehensive Learning Path

Building Cloud Computing Solutions at Scale (Duke University Coursera Specialization)

2026-04-17 · 4min · Pragmatic AI Labs

Building Cloud Computing Solutions at Scale (Duke University Coursera Specialization)

Programming Language Evolution: A Statistical Analysis of Safety, Efficiency, and Innovation Vectors

2025-02-17 · 4min · Pragmatic AI Labs

Programming Language Evolution: A Statistical Analysis of Safety, Efficiency, and Innovation Vectors

What is Cargo Lambda?

2024-10-04 · 4min · Pragmatic AI Labs

What is Cargo Lambda?

52 Weeks of AWS: A Comprehensive Journey from Cloud Practitioner to Machine Learning Expert

2024-01-17 · 5min · Pragmatic AI Labs

52 Weeks of AWS: A Comprehensive Journey from Cloud Practitioner to Machine Learning Expert

Makefile: Streamlining CI/CD with Universal Build Commands

2025-01-17 · 3min · Pragmatic AI Labs

Makefile: Streamlining CI/CD with Universal Build Commands

The Pirate Bay Hypothesis: Demystifying AI's True Nature

2025-05-14 · 5min · Pragmatic AI Labs

The Pirate Bay Hypothesis: Demystifying AI's True Nature

Running Research AI Models Locally with Llamacpp

2024-12-01 · 4min · Pragmatic AI Labs

Running Research AI Models Locally with Llamacpp

Pragmatic AI Labs blog

Digital Piracy in AI: Meta and OpenAI's Book Appropriation Scandal

Debunking AI Coding Claims: Why GenAI Companies Face Automation Before Developers

Understanding UV Python Package Manager Flow

Enterprise AI and Data Engineering with Databricks: Coursera Specialization

Pragmatic Labs Launches Next-Generation Interactive Rust Learning Environment

Building an Echo Lambda with AWS CDK and CloudShell

Tracing and Logging: Data Science for Production Software

Vector Databases: Powering Modern Recommendation Systems

Complete O'Reilly Learning Path 2024

Accelerating GenAI Profit to Zero: Learning from Linux

Detecting and Managing SageMaker Cost Spikes Using AWS CLI

Analyzing Project Context in Rust Development

Getting Started with AWS Cloud Shell

Complete Pragmatic AI Labs Learning Path 2024: From Python to Rust to Cloud to MLOps (75 Course Guide)

Python is Vibe Coding 1.0: The Maintenance Problem in Software Engineering

TCP vs UDP: Understanding Network Protocol Fundamentals

Rust Multiple Entry Points: Architectural Optimization

Getting Started with AWS Bedrock and Claude 3 using CloudShell

Zig: When Every Byte Counts - A Look at Performance Optimization

Large Language Model Operations (LLMOps) — Duke University Coursera Specialization

Regulatory Capture in AI: How Fear of Competition Drives Policy

Context-Driven Development: A New Approach to AI-Assisted Programming

K-means Clustering: Core Algorithmic Functions and Dimensional Analysis

The Rust Paradox: Why Programming is Both Being Automated and Getting Harder

Breaking Free: A Software Engineer's Guide to Digital Independence

Free Membership to Pragmatic AI Labs for Federal Workers in Transition

DeepSeek R2: The Coming AI Price War That Could Crash Tech Stocks

AI Coding Assistants: Statistical Twins of Rogue Developers

MLOps | Machine Learning Operations (Duke University Coursera Specialization)

Applied Python Data Engineering (Duke University Coursera Specialization)

No Dummy: AI Isn't Replacing Developer Jobs - Unpacking the False Narrative

AI Tooling: 20-Course Coursera Specialization from Foundation Models to Production

2025+ Technology Paradigm Shifts: AI and Programming Languages

Next-Gen AI Development with Hugging Face: Coursera Specialization

Rust Programming (Duke University Coursera Specialization)

Breaking Barriers: Pragmatic AI Labs Launches Browser-Based Rust Interactive Labs

Deploying Qwen2.5-Coder with Llama.cpp and UV

Silicon Valley's Anarchist Alternative: How Open Source Beats Monopolies and Surveillance Capitalism

Our new blog site

Deep Dive: Deploying Open Source LLMs on AWS - From Research Models to Production Systems

Demystifying RAG: Why Today's AI is Actually 'Generative Search'

The Complete Coursera Learning Path: 10 Specializations, 65+ Courses, 11 Guided Projects

Deconstructing AI Theater: The Truth About Agent Architectures

Complete EdX Learning Path 2024

Deno: The TypeScript Runtime That Makes Python Developers Jealous

WebAssembly Fundamentals: Runtime Architecture and Implementation Pathways

Installing and Using Cargo Lambda

2025 AWS AI Engineering Learning Path

K-means vs Vector Databases: Shared Mathematical Foundations

Production LLM Systems with AWS: A 10-Week Technical Deep Dive

60x Faster: Transforming Python to Rust with GenAI

Container Size Optimization in 2025: From 5GB to Sub-1MB

Technical Debt Gradient: A Multiplicative Metric for Predicting Software Defects

The Rise of Micro-Containers: When Less is More

Hacking AWS CloudShell with Rust

Assembly Language & WebAssembly: Evolutionary Paradigm Shift

uv: lightning fast python package management for GenAI and LLMs

The Evolution of MLOps: Rise of Automation

Benchmarking AWS Lambda: Python vs. Rust for Data Engineering Workloads

Zig Memory Management: Small Binaries, Big Impact

Python, Bash and SQL Essentials for Data Engineering (Duke University Coursera Specialization)

Breaking the Bootcamp Paywall: Why we are making Premium Developer training free

Pattern Matching Systems: Why AI Coding Tools Are Powerful But Fundamentally Limited

STRACE: System Call Interception for Production Diagnostics

Mastering GitHub: From First Commit to Autonomous Agents (Coursera Specialization)

Debunking AI Automation Myths: Why DevOps Matters More Than Ever

Performance Comparison: Python vs Rust for Fibonacci Calculation

Dual Model Context Review: A Distributed Systems Approach to AI-Assisted Development

Complete Guide to Google Cloud Professional Machine Learning Engineer Certification

Docker in AWS CloudShell

The Rise of EU Cloud Sovereignty and Open Source Alternatives

Maslow's Hierarchy of Logging Needs: From Print Debugging to Full Observability

The Toyota Way: Engineering Discipline in the Era of Dangerous Dilettantes

The Wizard of AI: Unmasking the Smoke and Mirrors Behind Generative AI

Why Makefiles Still Matter for Modern Development

The Rise of Expertise Inequality in the Age of GenAI

Building a Specialized Rust Debugging Assistant with Ollama

Debunking the Fraudulent Claim: Reading ≠ Training on IP

Understanding Build Parallelism with llama.cpp