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Robot Education
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Democratizing robotics for everyone. From AI vision to biomechanical modeling, I break down complex engineering concepts for thinkers and builders.

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The Evolution of Agentic AI: From Cybersecurity to Table Tennis

In April 2026, Agentic AI is expanding beyond the digital realm and into the physical world and the frontlines of cybersecurity. We explore the latest trends through Sony AI's table tennis robot 'Project Ace' and Anthropic's 'Project Glasswing'.

2026-04-243 min readAgenticAIRoboticsCybersecurity

Claude Mythos: The Dual-Edge of Machine-Speed Vulnerability Discovery

Analyzing the impact of Anthropic's ultra-high-performance reasoning model 'Claude Mythos' on the security landscape: Autonomous zero-day detection and systemic risk analysis.

2026-04-212 min readClaude MythosAnthropicCybersecurity

Dynamic Multi-Agent Orchestration: The Future of Real-Time Swarm Intelligence (Vigorous AI)

Exploring the next generation of multi-agent systems through Lone Star Analysis's new patent 'Vigorous AI': Real-time weighting and dynamic risk optimization.

2026-04-203 min readMulti-AgentOrchestrationVigorous AI

DeepSeek: The Rebellion of Value-for-Money Reasoning Models

Do only expensive models deliver good performance? We analyze the topic DeepSeek models have brought to the AI industry—chasing at the heels of paid models at a fraction of the cost—and their actual utility.

2026-04-142 min readDeepSeekValue-for-Money AIReasoning Model

Groq: The Revolution in LLM Inference Speed Brought by LPUs

What if AI could think faster than humans? We analyze how Groq's LPU technology, pouring out thousands of tokens per second, is changing the UX of real-time voice agents and conversational AI.

2026-04-142 min readGroqLPULLM Speed

Mistral Large 2: Europe's Pride and the Zenith of Multilingual Models

Is an American model always the answer? We explore the performance and advantages for agent development of Mistral Large 2, which perfectly supports over 80 languages and challenges the largest open models.

2026-04-142 min readMistral Large 2Mistral AIEuropean AI

How to Utilize Gemini 1.5 Pro’s 1-Million Context Window

Is a world without RAG coming? We analyze how to practically use the 1-million token context window of Gemini 1.5 Pro, which can read dozens of books or entire hour-long videos at once.

2026-04-142 min readGemini 1.5 ProLong ContextGoogle AI

The Impact of Llama-3.1: The Moment Open Source Caught Up to Closed Models

Meta's Llama-3.1 405B model stands for more than just a number. We explore the revolutionary shift where you can own intelligence rivaling expensive corporate APIs without paying for them.

2026-04-142 min readLlama 3.1MetaOpen Source LLM

GPT-4o vs Claude 3.5 Sonnet: The Ultimate Comparison for Agent Development

In 2026, which model should you choose as your agent's brain? We perform a detailed comparison of these two giants in terms of speed, coding ability, and tool-calling precision.

2026-04-142 min readGPT-4oClaude 3.5 SonnetAgents

o1-preview: The Future of CoT Changed by Reasoning Models

AI 'thinks' for itself before giving an answer. We analyze the revolution in reasoning brought by OpenAI's o1 model and why we no longer need complex prompt engineering.

2026-04-142 min reado1-previewOpenAIReasoning

AI Roadmap 2027: Who Will Be the Lead in the Agent Era?

We summarize how the technologies we've learned in previous chapters will change the world in 2027 and who will stand at the center of it all.

2026-04-142 min readFuture PredictionsAI RoadmapAgent Era

Anatomy of an AI Startup Codebase — How the Structure is Actually Built

What do the GitHub repositories of famous AI services look like? We dig into the folder structures, prompt management styles, and practical patterns for implementing agentic workflows used by leading AI startups.

2026-04-142 min readStartupCode StructureArchitecture

2026: Why We Must Return to 'Basics' Once More

In an era where it feels like AI solves everything, victory ironically depends on the 'basics.' We explore why data structures, operating systems, and network fundamentals are more powerful weapons in the age of AI.

2026-04-142 min readBasicsComputer ScienceAlgorithms

Developer Survival Strategy in the Age of AI Agents: Value Beyond Coding

In an era where AI writes code, what should we developers do? We present survival strategies that find 'value beyond coding'—moving beyond syntax to problem definition and system design.

2026-04-142 min readCareerAI AgentDeveloper

Why Your AI Agent Sent the Email Twice — Idempotency Design for Agents

AI agents automatically retry on failure. Without idempotency design, the same email gets sent twice, the same payment gets processed twice. Here's how to prevent it — with real code patterns.

2026-04-136 min readAI AgentsIdempotencyAgent Design

Client-Side AI: Running Small Models Directly in the Browser

Why send data to the cloud when you can process it locally? How WebGPU and WebAssembly are turning the browser into a high-performance AI inference engine.

2026-04-123 min readClient-Side-AIWebGPUWebAssembly

STM32 Architecture Basics — Cortex-M7, Memory Map, Bus Architecture

A deep dive into STM32H743VITx's ARM Cortex-M7 core, memory map, and bus architecture.

2026-04-063 min readstm32arm-cortex-m7embedded

STM32 Board Bringup — From First Power-On to Full Verification

Complete bringup process for a custom STM32 board: first power-on, LED blink, peripheral verification, integration testing, and HAL function reference.

2026-04-068 min readstm32bringuphal

STM32 Clock System — HSE, PLL, and Clock Tree Configuration

Understanding STM32H7 clock sources (HSE/HSI), PLL configuration, and how to set up the clock tree for 480MHz.

2026-04-064 min readstm32clock-treecubemx

STM32CubeMX Practical Setup — From Project Creation to Code Generation

Step-by-step guide to configuring clocks, pins, and peripherals in STM32CubeMX and generating a HAL project.

2026-04-065 min readstm32cubemxhal

STM32 GPIO Configuration — Push-Pull, Open-Drain, Speed, Pull-up/Pull-down

Complete guide to STM32 GPIO modes (Input/Output/AF/Analog), Push-Pull vs Open-Drain, speed settings, and pull-up/pull-down configuration.

2026-04-064 min readstm32gpioembedded

STM32 Essential Peripherals — FDCAN, UART, SPI, ADC, PWM

Comprehensive guide to STM32 peripherals for robotics: FDCAN, UART, SPI, I2C, ADC, and PWM timers with HAL code examples.

2026-04-0612 min readstm32can-busuart

STM32 Robot Board Pin Mapping Strategy — Migrating from Teensy

Pin mapping strategy and actual layout results from migrating a robot board from Teensy 4.1 to STM32H743.

2026-04-066 min readstm32pin-mappingrobotics

STM32 Pin System Deep Dive — AF, GPIO Ports, Pin Mapping

Complete guide to STM32 GPIO port naming, LQFP-100 pin mapping, and Alternate Function multiplexer.

2026-04-069 min readstm32gpiopin-mapping

ZED X Mini + Jetson Orin NX: 30 Days of Silent Failures

I spent a month trying every combination of boards, cables, and JetPack versions to get a ZED X Mini stereo camera running on Jetson. Here's the full story — what failed, why, and the one stack that actually works.

2026-04-057 min readjetsonzed-camerarobotics