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How many times have you typed git commit -m "fix stuff" or git commit -m "wip" because you just wanted to push your code and grab a coffee? Writing great, meaningful commit messages is a hallmark of a good developer. It helps your team, makes code reviews easier, and keeps your project history clean
This is a submission for the GitHub Finish-Up-A-Thon Challenge Nudge is a dynamic, AI-powered runtime agent designed to replace brittle, old-school product onboarding walkthroughs. Traditional onboarding tools rely on rigid CSS selectors that break the moment your app updates, or they force users to
Ever asked an AI for a medical dosage recommendation only to get a confident-sounding but dangerously incorrect answer? In the world of healthcare, LLM hallucinations aren't just "bugs"—they are critical risks. To bridge the gap between static training data and the rapidly evolving world of clinical
This is a submission for the Hermes Agent Challenge: Build With Hermes Agent TL;DR — Ask any judgment call and three different AI models argue it out, then Hermes hands down one verdict, a confidence score, and exactly why they split. Every verdict, dissent, and mind-changed-in-debate is written int
If you’ve ever tried to book a photographer while traveling abroad, you know the user experience is usually terrible. You are stuck scrolling through scattered Instagram hashtags, navigating clunky personal websites, and sending cold emails hoping someone speaks your language and actually has availa
An AI runs my company. Not as a demo — as the actual operator. Two Claude terminals (a "CEO" that does strategy and a "CTO" that writes the code), plus an agent orchestrator that's supposed to behave like a small staff. I am the chairman. I approve money and irreversible actions; the machine does th
It's the holy trinity of cost savings when it comes to LLMs
I used my ChatGPT subscription to run an OpenClaw AI agent. It saved me API costs, but came with limits.
Introduction In my previous article, I wrote about delegating the entire management of my home server to an AI. The system is designed so that the AI performs patrols late at night, and during the day, it springs into action if monitoring scripts detect any anomalies. I explained how I built the sys
I typed "Clean the kitchen" into a chat box. A robot turned toward the right room, drove over, swept the floor in a tidy back-and-forth pattern, and came back home, while describing what it was doing the whole way. No buttons, no coordinates, no code to write each time. Just a sentence. I built this
Three weeks ago, I stopped writing to watch history unfold. What I witnessed in those twenty-one days changed everything I thought I knew about software development. An engineer at a Fortune 100 company reduced a nine-day pull request cycle to 2.4 days. A Latin American fintech company completed an
Hey everyone! 👋 I am a student from Sri Lanka currently preparing to step into the highly intense G.C.E. Advanced Level (A/L) Combined Mathematics stream. Balancing school studies with a passion for programming can be tricky, so I decided to bridge the two worlds. Instead of just solving math probl
With ChatGPT’s help, I discovered a wealth of new tips and tricks for feeling more organized. One tip stood out to me the most.
One Ruler to Measure Them All: How Language Affects LLM Quality Most discussions about LLM performance focus on the model architecture and prompting. But there's a hidden factor: the tokenizer. It determines how much of your text fits in the context window. Russian text consumes more tokens than Eng
Third post in my "AI-assisted OSS contribution" series. The first two were about pre-fork due diligence and shipping a fix to ONNX with my own PR scanner. This one is about a harder game: security research and coordinated disclosure. For a while my AI-assisted open-source work was about contribution
Public At International Conference on Learning Representations (ICLR) 2025 💡 Why I read this 🧠 Core idea 作者提出一個 robust retrieval framework 給 VLM： 1. Two-stage retrieval 先用 image retrieve 相似 entity，再用 entity expansion 做 text retrieval。 在第一個階段，他們把 query image 當作一個「anchor」，去資料庫裡找很多長得很像的圖片。 他們用的資料庫叫 W
I turned custom Gemini Gems into automated Google Workspace agents using Workspace Studio — here’s how I built AI workflows that summarize emails, organize files and handle repetitive tasks automatically.
Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe. This issue consists of a lengthy essay based on a speech I recently gave, and a fictional story attempting to think through what a p
For almost 20 years, stolen credentials have been the most common route for attackers into organizations, according to the Verizon Data Breach Investigations Report (DBIR). But that's no longer the case. Read more in my article on the Fortra blog.
OpenAI launches new voice intelligence features in its API, Thinking Machines drops a new, highly responsive model designed for humanlike interactions in real time, and more!