Writing

Articles

Notes on fullstack engineering, AI in production, and shipping reliable software.

All ai python llm security fastapi developer-tooling machine-learning orchestration privacy agents automation benchmarking docker full-stack open-source productivity typescript agentic-ai ai-ml-in-production aiml algorithms amd attributeerror audio-security authentication best-practices browser career cicd claude code-quality cognitive-load content-detection cost creative-ai data-structures developer-skills developer-tools developer_tools digital-identity education eidas evaluation feature-engineering gpu huggingface human-feedback langchain langgraph language-models llms local local-deployment maintainability ml mlops mobile-security multi-agent nlp npu onehotencoder optimization performance production production-ml prompt-engineering proprietary-platforms qwen reinforcement-learning reproducibility rlhf scikit-learn side-channel skiplist software-design software-engineering speech text-generation tokens turing versioning voice_agents vs-code web-development web_security workflow

Featured

llmdockerdeveloper-tools

Streamline Local LLM App Development with Docker Compose

Learn to set up a self-contained local environment for LLM app development using Docker Compose. Deploy vector stores, open-source models, and FastAPI for a streamlined build process.

· 1 min read

llm · ai

Reclaiming Code Mastery: How LLMs Boost Python & FastAPI Security and Quality

Discover how developers can strategically leverage LLMs for intelligent code review and security analysis in Python and FastAPI, boosting productivity while preserving core coding skills.

Jul 2026 · 1 min

ai · llm

Build Performant, Private Local Voice Agents with Hugging Face Speech-to-Speech

Learn to leverage Hugging Face's open-source speech-to-speech models to create performant and privacy-focused local voice agents with practical Python implementation steps.

Jun 2026 · 1 min

ai · llm

Beyond Typewriters: Python and LLMs for AI Content Detection in Education

Explore how Python and LLMs provide technical solutions for detecting AI-generated content and maintaining academic integrity, offering an alternative to traditional methods like typewriters in education.

Jun 2026 · 1 min

llm · ai

Optimize LLM Costs: A Practical Token Comparison of Claude Opus 4.6 and 4.7

Explore the practical implications of token usage differences between Claude Opus 4.6 and 4.7. Learn to measure and optimize LLM token consumption in Python for cost-effective AI applications.

May 2026 · 1 min

ai · workflow

Supercharge Your Dev Workflow: Integrating AI with Python and TypeScript

Discover practical strategies for integrating AI tools and LLMs into your Python/TypeScript development workflow. Automate tasks, enhance code quality, and accelerate project delivery with smart AI assistance.

Apr 2026 · 1 min

llm · ai

Simplify LLM-Driven Coding with Claude Code Routines

Discover how Claude Code Routines streamline the orchestration of LLM-powered coding tasks, enabling Python developers to build robust, predictable, and AI-driven applications.

Apr 2026 · 1 min

python · fastapi

Simplify Software Design: Apply the Miller Principle to Python, FastAPI, and LLM Prompts

Learn to apply the Miller Principle (7 ± 2) to simplify Python applications, FastAPI APIs, and LLM prompt design, effectively reducing cognitive load and improving maintainability.

Apr 2026 · 1 min

ai · llm

We Broke Top AI Agent Benchmarks. Here's How to Build Robust LLM Evaluations with Python.

Uncover the vulnerabilities and biases in current AI agent benchmarks and learn practical Python strategies to build more robust, secure, and trustworthy LLM evaluation frameworks.

Apr 2026 · 1 min

python · ai

Ooga Booga! Python & LLMs Make Text Talk Like Caveman

Explore how to leverage Python and prompt engineering with Large Language Models to transform modern text into a distinct 'caveman speak' style, showcasing LLMs' flexibility for creative text generation.

Apr 2026 · 1 min

llm · ai

Lemonade by AMD: Fast Local LLMs with GPU, NPU & FastAPI

Explore efficient local LLM deployment with Lemonade by AMD, leveraging GPU/NPU for speed and open-source flexibility. Learn practical integration into Python applications using FastAPI for powerful AI services.

Apr 2026 · 1 min

llm · ai

Qwen3.6-Plus: Building Robust Real-World LLM Agents with Python

Explore practical Python strategies and techniques for developing robust Qwen3.6-Plus powered LLM agents that interact seamlessly with tools and APIs, tackling real-world deployment challenges.

Apr 2026 · 1 min