News
An Implementation Guide to Building a Duck DB-Python Analytics Pipeline with SQL, Data Frames, Parquet, UDFs, and Performance Profiling
3+ hour, 49+ min ago (1095+ words) In this tutorial, we build a comprehensive, hands-on understanding of Duck DB-Python by working through its features directly in code on Colab. We start with the fundamentals of connection management and data generation, then move into real analytical workflows, including…...
The Data Engineering Trilemma: Balancing Cost, Speed, and Governance in Real-Time Pipelines
1+ week, 5+ day ago (326+ words) When Real Time Truly Matters In other situations where it is not necessary, do not impose the operational premium. More'familiar incremental processes or micro-batching can typically deliver what the business needs'without the complexity of stateful, continuous streams. It is best…...
Python Career Opportunities to Consider in 2026
1+ day, 4+ hour ago (779+ words) Python remains a top-3 global language, driven by demand for AI, data analytics, and automation across industries like fintech and healthcare. High-growth roles include data science, AI engineering, and cloud computing, with strong hiring trends in startups and enterprise tech....
SQLAlchemy 1. 4 -> 2. 0 migration tool for repetitive legacy patterns
2+ hour, 58+ min ago (196+ words) I built a scanner-first SQLAlchemy 1. 4 -> 2. 0 migration tool for a narrow documented subset of legacy patterns. It is intentionally not a full "AI migration" promise. It handles supported patterns like: select([. .]) session. query(Model). get(pk) simple string relationship joins simple…...
Lite LLM Hit in Cascading Supply-Chain Attack
2+ week, 3+ day ago (456+ words) Artificial Intelligence & Machine Learning, Governance & Risk Management, Next-Generation Technologies & Secure Development A threat actor pushed two malware-laced versions of Lite LLM to a central repository where Python developers fetch open-source packages. The packages were downloaded 47, 000 times in 46 minutes before Py…...
Vietnamese Voice AI: Translate & Voice Vietnamese TTS
3+ hour, 18+ min ago (84+ words) I'm excited to share my latest workspace project: Translate and Voice Vietnamese TTS. This tool is. .. Tagged with webdev, ai, opensource, tooling. Vietnamese Text-to-Speech (TTS): High-quality voice generation with multiple runtime configurations. NVIDIA GPU: CUDA version >= 12. 0 Templates let you quickly…...
Day 3: I'm Designing a System Without Writing Code (Yet)
3+ hour, 18+ min ago (98+ words) This might sound strange: I'm building a system" Without writing any code. Because I've made this mistake before: So this time, I'm doing something different: I'm designing the system first. Right now, I'm working from a requirements doc that outlines:…...
R Resurgence in 2026: Is Python Losing Its Data Science Edge?
21+ hour, 22+ min ago (400+ words) R is regaining attention in 2026, especially in statistics-heavy and research-focused data science work. Python still leads in versatility and ecosystem, but its dominance is no longer unquestioned. The choice between R and Python is becoming use-case driven, not one-size-fits-all, as…...
Gemma 4 vs Llama 4 vs Mistral Small 4: The 2026 Open-Source LLM Picks
4+ hour, 34+ min ago (468+ words) Three heavyweights dropped this year: Gemma 4 (Google), Llama 4 (Meta), Mistral Small 4 (Mistral). All free to run. All structurally different. Here's which one fits which job. Short answer: long context " Llama 4 Scout. License-clean commercial use " Mistral Small 4. On-device " Gemma 4 E2 B / E4 B. Mo…...
A Pattern Sketch: Server-Sent Events as a Fanout Channel for Edge State
9+ hour, 7+ min ago (608+ words) What this is: a small OSS pattern sketch " not a Redis replacement, not a production auth platform. I built it to play with one specific question: "if you only need to push small mutations from one writer to many readers,…...