Writing

Articles

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

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

python · ai

omi: Building Secure & Private Screen-Aware AI with Python & FastAPI

Explore the critical security and privacy challenges of developing screen-aware AI assistants like omi, and learn how Python, LLM best practices, and FastAPI can help build them responsibly.

Aug 2026 · 1 min

ai · llm

Build a Resilient LLM Backend with FastAPI and Eden AI: A European OpenRouter Alternative

Learn to build a flexible, privacy-aware LLM application backend using FastAPI and Eden AI, a European unified API gateway for managing diverse AI models and addressing regional compliance.

Aug 2026 · 1 min

posthog · python

Integrating PostHog with Python/FastAPI LLM Apps for Analytics & Privacy

Unlock user behavior and performance insights for your Python/FastAPI LLM application. Discover how to integrate PostHog for robust analytics, user tracking, and advanced data privacy controls.

Jul 2026 · 1 min

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