… I started adding strict rules and constraints Earlier, my prompts were way too open-ended, which let the model wander off-task or become overly verbose. Now, I explicitly include small, precise rules depending on what I need: Keep paragraphs short. …
… It turns Codex from a basic search engine into an integrated collaborator that actually understands your codebase’s DNA. So, what are you waiting for? Stop fighting the defaults, flip the toggles, and see what vibe coding feels like when the AI finally remembers your workflow.
… I can search using natural language or quickly summarize long documents. The AI can even extract key details like dates, amounts, or important terms, which makes managing paperwork much easier. …
… ESP-Claw exposes a few LLM profiles in menuconfig: anthropic, openai, qwen, and qwen compatible, and the OpenAI profile is the important one here. Anything that speaks the OpenAI HTTP API, including llama.cpp's server, drops in cleanly. …
… Why AI makes more sense than rules-based filtering Sure, I could've used rules-based filtering and sorted out my files, but using an AI for file management on a NAS means that I get more contextual awareness. …
… NotebookLM has been part of my research workflow for a very long time. Now with Gemini Notebooks, I got a bridge between NotebookLM and Gemini that removes the friction of maintaining those two app setups. …
… I also find a lot of daily value in custom GPTs. I have built a few personalized bots tailored to my exact writing style and specific formatting rules, which saves me from typing the same background prompts over and over. …
… So I grabbed three of the smallest options I could find that still claim to do real work, and put them through two tests: a structured weekend study guide, and a real-time weather query through my Brave Search MCP . Want to stay in the loop with the latest in AI? …
… It didn’t nail every single detail of all the signs, but it was still easy to deduce which sign it was referencing. …
… Then there's searchable ink OCR , which is OneNote’s greatest secret weapon for my AI-powered research workflow. I can scribble a messy, shorthand note during a meeting or a product briefing, and a few hours later, I can type a keyword into a search bar, and OneNote finds it inside my handwriting. …