Gabiro Arnauld

Deciphering the "black-box" nature of LLMs. Hi everyone, today I'm sharing a machine learning research paper I’ve been working on in the field of Explainable AI, specifically Attributive Reasoning for interpreting Large Language Models using Reverse Markov Chains. Full article: x.com/arnauld_ga/sta…

@contextconor @hyperspell True leadership🙌🏽. Caring is also a productivity multiplier, people do tend to do more and feel more motivated when they feel cared for. Great work @contextconor and the @hyperspell team

@arnauld_ga @hyperspell our team works really hard, and we work hard to take care of them in return

everyone at @hyperspell gets $1k/month they have to spend on making their life better use it or lose it, you can’t take it as cash people have used it for a home organizer, flights home to surprise their mom for mother’s day, even a cessna flight over canyonlands everyone posts what they used it for in slack and competes for creativity we ask a lot of each other. some team members took big pay cuts to join hyperspell because they believe in what we’re building the money matters less than someone telling you to take care of yourself

I hate copy-pasting from ChatGPT every five minutes. You start, you can't stop, and eventually your own voice goes missing. So I'm building a creative writing tool that actually works: — moods that match how writers actually think (Blank Page, Messy Middle, Flow, Editing Grind) — AI only when you summon it, never auto-inserted — fact-check any sentence with one click — dictate when your hands can't keep up with your thoughts — write in your characters' voices Made for: — college students — screenwriters — poets — bloggers — academic writers — anyone who's wanted to write but hasn't started creativeditor.cc Genuinely want feedback, even the harsh kind.

I hate copy-pasting from ChatGPT every five minutes. You start, you can't stop, and eventually your own voice goes missing. So I'm building a creative writing tool that actually works: — moods that match how writers actually think (Blank Page, Messy Middle, Flow, Editing Grind) — AI only when you summon it, never auto-inserted — fact-check any sentence with one click — dictate when your hands can't keep up with your thoughts — write in your characters' voices Made for: — college students — screenwriters — poets — bloggers — academic writers — anyone who's wanted to write but hasn't started creativeditor.cc Genuinely want feedback, even the harsh kind.

Built a contract analyzer for the non-legalese: contractio.vercel.app Upload your contract and get back: built a contract analyzer in a weekend to solve my own personal problem Hey everyone, I kept signing freelance contracts without fully understanding them. Not because I didn't care — just because 14 pages of legalese at 11pm is genuinely impossible to parse. So I spent a weekend building **Contractio** — you upload a contract (PDF or DOCX) and get back: * Responsibilities of both parties * Liabilities and exposure * What happens if someone breaches * Red flags and weak clauses (rated low / medium / high) * A plain-English risk score

Every vendor claims their agent can automate everything. Every demo looks polished. And there’s a lot of pressure to “do something with AI” before competitors do. But in practice, most businesses are stuck asking questions like: Will this actually fit our workflow, or are we going to redesign everything around the tool? Does it work with our existing stack? What happens when compliance/security/legal gets involved? Are we evaluating real capability, or just buying into marketing? That decision process feels way too fuzzy for something that can become expensive fast. So we started building AgentFit — an open-source way to evaluate AI agents against actual business constraints instead of hype. The idea is simple: compare agents based on fit (workflow, infra, compliance, etc.), not just flashy features. Still early, but I’d genuinely love feedback from people who’ve tried adopting agents in real companies: GitHub: github.com/RecruitBase/ag… Site: recruitbase.work/agentfit

Choosing an AI agent for a business feels weirdly broken right now Every vendor claims their agent can automate everything. Every demo looks polished. And there’s a lot of pressure to “do something with AI” before competitors do. But in practice, most businesses are stuck asking questions like: Will this actually fit our workflow, or are we going to redesign everything around the tool? Does it work with our existing stack? What happens when compliance/security/legal gets involved? Are we evaluating real capability, or just buying into marketing? That decision process feels way too fuzzy for something that can become expensive fast. So we started building AgentFit — an open-source way to evaluate AI agents against actual business constraints instead of hype. The idea is simple: compare agents based on fit (workflow, infra, compliance, etc.), not just flashy features. Still early, but I’d genuinely love feedback from people who’ve tried adopting agents in real companies: GitHub: github.com/RecruitBase/ag… Site: recruitbase.work/agentfit

@MorningBrew 😭😭😭soft bars

Either way, the criminal(s) are going to end up behind bars

@hthieblot You guys are doing great work. Moving to SF as a builder can be one of the best decisions you can ever make.

In 2026, I’m inviting 1,000 founders to San Francisco to start their companies. Are you in?

Deciphering the "black-box" nature of LLMs. Hi everyone, today I'm sharing a machine learning research paper I’ve been working on in the field of Explainable AI, specifically Attributive Reasoning for interpreting Large Language Models using Reverse Markov Chains. Full article: x.com/arnauld_ga/sta…

@ttyler Met

I hit $10K MRR in under 30 days. 70%+ margins. No paid ads. No VC money. No audience. Most founders try influencer marketing and quit. The deals are unprofitable or impossible to scale. Here's what actually works: ↓ $30-50 per post. 3-5 creators to start. One simple funnel. That's it. I documented every step in a free PDF. Like + Repost + Comment 'MRR' and I'll send it over. Make sure to follow so I can DM you.

@MrinankSharma Great work Mrinank. Wish you the best on this new journey...

Today is my last day at Anthropic. I resigned. Here is the letter I shared with my colleagues, explaining my decision.

@Bhavani_00007 @Railway The best

be honest, which one is best for hosting ?

@pmitu I've created a prompt organizer for Cursor so that I don't lose my AI prompts😂

Prove me you're real vibe coder

I built a VS Code extension (also supported on Cursor and Antigravity) that stores all your AI prompts in one place so that you don't have to dig into old chats just to find them. In today's AI-assisted programming (and vibecoding) error, AI prompts remain as a blueprint for your codebase. No tool currently exists in this space and most tools don't live where we code: in our IDEs. Introducing Genie(open-vsx.org/extension/Scra…): a vs code extension that stores all your prompt in one place (inside a .prompts) folder and adds them to your codebase via git. Prompts are stored as .md files, grouped by IDE (vscode, cursor, antigravity, etc.) and even color-coded for easy organization. You can also sync your prompts to the cloud and share them with anyone via email. So far, we've got early traction and I'd love constructive feedback on it. Also, feel free to support us on PH: producthunt.com/products/genie…

I built a VS Code extension (also supported on Cursor and Antigravity) that stores all your AI prompts in one place so that you don't have to dig into old chats just to find them. In today's AI-assisted programming (and vibecoding) error, AI prompts remain as a blueprint for your codebase. No tool currently exists in this space and most tools don't live where we code: in our IDEs. Introducing Genie(open-vsx.org/extension/Scra…): a vs code extension that stores all your prompt in one place (inside a .prompts) folder and adds them to your codebase via git. Prompts are stored as .md files, grouped by IDE (vscode, cursor, antigravity, etc.) and even color-coded for easy organization. You can also sync your prompts to the cloud and share them with anyone via email. So far, we've got early traction and I'd love constructive feedback on it. Also, feel free to support us on PH: producthunt.com/products/genie…

@NickADobos @tobi Like a .prompts folder with all your prompts as md files: Check out Genie: open-vsx.org/extension/Scra…. It stores all your prompts in one place and it lives right in your IDE

@tobi I wonder what a GitHub that includes the prompts used in the PRs would look like

at least for small tools, keeping the code and throwing away the prompts is the 2025 equivalent of throwing away the source and keeping the binary.

@internetvin @tobi Check out Genie: open-vsx.org/extension/Scra…. It stores all your prompts in one place and it lives right in your IDE

@tobi Absolutely crazy thing to think about