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

mlopsci/cdmachine learning

Automating MLOps: Building Robust CI/CD for Versioned ML Models

Learn practical strategies and tooling to build automated CI/CD pipelines for managing, versioning, and deploying machine learning models reliably from training to production.

· 1 min read

python · ai

Resolving `AttributeError: 'OneHotEncoder' object has no attribute '_infrequent_enabled'` in Scikit-learn

Encountered `AttributeError: 'OneHotEncoder' object has no attribute '_infrequent_enabled'`? Learn to diagnose and fix this common scikit-learn versioning issue, ensuring robust data preprocessing for your ML projects.

Jun 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

· end ·