…questioning Home Assistant about some random smart device, but even 3B models produce decent results. On the resource-demanding side of things, my RTX 3080 Ti-powered ComfyUI workflows for upscaling decade…
…So, I tend to use a bunch of LLMs in my workflow, and cycle between them depending on my needs. Take my Paperless-GPT text extraction pipeline, for example. Since minicpm-v…
…It goes beyond the simple 'chatbot style' of LLMs and becomes a digital assistant of sorts. One of the more exciting new features is a Researcher tool that combines two LLMs, so…
…Despite the surprising result below, it was the human researcher who won the race, with assistance from the LLM for tasks such as assembling files and testing exploitation avenues. While the researcher…
Paperless-ngx is undoubtedly one of the most important and useful containers in my self-hosted stack. I have a modest collection of documents, ranging from receipts, to pay-stubs, certificates, notices, IDs, etc. While i…
I built a self-hostable web-based sql client interfaces for me and my team.We were using the community version of - https://dbeaver.io, but we needed a few more features and an improved editor. PopSQL was a modern take o…
Hi HN, I'm Antoine Zambelli, AI Director at Texas Instruments.I built Forge, an open-source reliability layer for self-hosted LLM tool-calling.What it does:- Adds domain-and-tool-agnostic guardrails (retry nudges, step e…
…9 MIN READ Apr 23, 2026 Winning a Kaggle Competition with Generative AI–Assisted Coding In March 2026, three LLM agents generated over 600,000 lines of code, ran 850 experiments, and…
…Instead of keeping AI separate, I integrated it with my productivity stack, including Logseq, Obsidian, Home Assistant, Paperless-ngx, etc. This made AI a natural part of my workflow rather than an…
…9 MIN READ Apr 23, 2026 Winning a Kaggle Competition with Generative AI–Assisted Coding In March 2026, three LLM agents generated over 600,000 lines of code, ran 850 experiments, and…
…9 MIN READ Apr 23, 2026 Winning a Kaggle Competition with Generative AI–Assisted Coding In March 2026, three LLM agents generated over 600,000 lines of code, ran 850 experiments, and…
…9 MIN READ Apr 23, 2026 Winning a Kaggle Competition with Generative AI–Assisted Coding In March 2026, three LLM agents generated over 600,000 lines of code, ran 850 experiments, and…
…9 MIN READ Apr 23, 2026 Winning a Kaggle Competition with Generative AI–Assisted Coding In March 2026, three LLM agents generated over 600,000 lines of code, ran 850 experiments, and…
