My LLM codegen workflow atm

Posts about artificial intelligence on kottke.org — links and commentary by Jason Kottke.

Last weekend I thought I would try out Cursor, the AI code editor. I have been using Claude for the odd programming question, small script but never for anything larger.

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A collection of articles highlights various approaches and insights into optimizing AI-assisted coding workflows, primarily focusing on Claude Code and its transformative impact on software development.

Attacking complexity at its core—one line of code at a time

Lauren Goode convinced her editors at Wired to let her spend a couple of days at a tech company called Notion learning how to vibe-code (i.e. AI-assisted comput

AI has become a pretty great software engineering tool. Since I started software development in 2000 as a professional, a lot of things have changed that I wanted to share. This is a blog post about how I am using AI today in 2026 to make me a better software engineer.

Follow <a href="https://micro.blog/webology">@webology on Micro.blog</a>.

Chain-of-Vibes is a workflow that lets you overcome AI's current inadequacies in tackling meaty coding tasks, by setting up a tight feedback loop between yourself and the AI.

I managed to avoid going overboard with carnival festivities. Finally published the podcast episode about Auphonic that had been sitting in the queue for over two months. I'm hoping to prevent such long delays going forward. I had planned to release a new django-cast update with properly cacheable transcript data, but it turned out to be more challenging than anticipated - hopefully I can get to it next week.

Useful links related from Generative AI, ML space Collections Gen AI- Collection of Articles on AI Code Generation and its pros and cons AI Guide by Mozilla Collection of resources related to Applied ML List of for MLOps Prompt Engineering Playbook for Programmers Free courses Fast AI by Jeremy Howard AI Canon - List of resources around GPT Free Deep learning course Articles AI native software Engineer in 2025 My LLM codegen workflow atm How to build your own perplexity for any dataset How a Machine Learns Machine learning is still too hard - Year 2022 Neural Networks from Scratch History of AI Machine Learning Algorithms: What is a Neural Network? What is Benford’s Law and why is it important for data science? Benford’s Law and Financial Statements Data Scientists Should Be More End-to-End Team Data science process (Microsoft) Traits of Good Data Scientist The First Rule of Machine Learning: Start without Machine Learning Deep learning is hitting wall Real world Recommendation System Videos Neural Networks Demystified Deep Learning: A Crash course Vector Embeddings, Vector Databases Storing OpenAI embeddings in Postgres with pgvector ChatGPT, LLMs A practical guide to building successful LLM products. Emerging Architecture for LLM Applications LocalGPT - Chat with your documents on your local device using GPT models Run LLMs from command line Resources on LLMs AI based Translation Lokalize - AI based translation of file Vibery - Semantic Search using embeddings and KNN Tools Genkit - An open-source framework for building AI-powered apps Markitdown - Convert PDF and Office documents to markdown to feed into LLM Aider - AI pair programming in your terminal An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. Vespa is an

Another computer enthusiast

Pack local or remote repositories into AI-friendly XML, Markdown, JSON, or plain text for Claude, ChatGPT, Gemini, MCP, and code review workflows.

I used LLMs to migrate 18 years of recipes, including my Grandma’s handwritten ones, into structured JSON-LD over a single weekend.

There’s a new release from Google Gemini this morning: the first in the Gemini 2.5 series. Google call it “a thinking model, designed to tackle increasingly complex problems”. It’s already …

Notes on AI Engineering

Vibecoded with Phoenix LiveView, had a Ball.

My LLM Workflow as of Feb 2025

To give an LLM context, I can ask the LLM to interview me for it

I wrote a whole post about setting up free newsletters for your website but it was all a lie. Sure, after your free trial runs out, you can still technically send newsletters for free. Manually. Painfully. All these newsletter-management companies paywall the one vital feature I…

Collection of links about how other developers are using LLMs to augment their work.