Neural networks don't predict the future. Train one on... 10,000 dice rolls and it predicts 3.5. A number no die can land on. But 3.5 is the correct answer - it minimizes expected error across all possible outcomes. I published the full framework with PyTorch code, LSTM architecture and Kelly sizing. Bookmark it. Read it tonight.show more

My EP "i don't mind it" is out !!!!... Distribution to streaming services is taking more time than expected, but you can find it on bandcamp and soundcloud in the meanwhile !!!!^___^ ↓show more

Qwen 3.5 0.8B, Gated DeltaNet attention is running on... Apple Neural Engine ~56 t/s in LUT6 quantization with some room for optimization left. It is CoreML, Swift and IOSurface on M4Pro. It will slow down as we increase context, but not by much. I think Private API opens the way to integrate ANE with GPU/MLX and possibly some MoE.show more

THIS GUY GOT SICK OF UK TRAIN STATIONS HIDING... THE PLATFORM NUMBER UNTIL THE LAST SECOND, SO HE VIBE CODED AN APP THAT PREDICTS IT BEFORE THEY REVEAL IT if youve ever stood in a crowded station like london euston, you know the pain the platform stays hidden until 15 minutes before boarding, then it flashes up and hundreds of people sprint for the same gate so he built something that fixes this: > a clean departures and arrivals app pulling live data straight from the network rail apis > live train tracking so you can watch where your train actually is on the route and whether its running on time > the main feature is a predictive engine that guesses your platform before the station reveals it, and its right about 75% of the time heres how it predicts: every time a train finishes its journey, it logs which platform it actually pulled into and compares that to the platform network rail originally advertised it saves every one of those comparisons, and over time it builds up enough history to predict the platform with a real confidence score he built the whole thing with claude, mostly opus with some fableshow more

I built a custom TradingView indicator with Claude Code... & Fable 5. It's called the Storm Gauge and is built off a real quant trading strategy. I open-sourced the full code on GitHub. Free to install, free to fork, yours to improve. Here's how to install a quant indicator on your TradingView chart: What it actually is The Storm Gauge is a live implementation of the GARCH model, a Nobel Prize-winning volatility framework that real quant desks run daily. It forecasts how "violent" tomorrow's market could be by combining three inputs: an asset's baseline volatility, yesterday's shock, and where volatility was already sitting before that shock happened. It doesn't predict market direction. Instead, it measures risk, in real time, on your actual chart. How to install it Method 1. Plugin command Open the GitHub repo: Find the installation section, copy the command, and paste it into Claude Code. It runs the plugin install automatically. Method 2. Manual config Open garchmethod.md in the repo, copy the entire file, and paste it into Claude Code. It fetches the skill files directly and verifies the strategy for you. (you only need one method; I'm just showing both) Getting it onto your TradingView chart Inside the repo, there's a Pine Script folder. Open it, copy the entire file. Go into TradingView's Pine Editor, paste it in, hit Enter, and refresh. That's it. The Storm Gauge now runs live on your chart as a real number. Once it's installed, just talk to it: → "What's the volatility forecast on Bitcoin?" → "Explain what the current volatility forecast means on $BTC and how it should impact my position sizing" → "Help me size my S&P500 position according to current market volatility" Does it actually work? I backtested the same EMA cross strategy two ways across 15 years of BTC data. Same entries, same exits. → Fixed position sizing: $17,957 final equity → Storm Gauge (GARCH) sizing: $21,205 final equity Fewer drawdowns, less risk, better result. Full breakdown of the entire build process in my recent article - pinned on my profile.show more

Two Hermes agents wrote code together on Slack. reviewed... each other's work. argued about architecture. one called the other's implementation "scattered." the other pushed back. then i opened Telegram and asked: "what code did you and Daedalus work on?" icarus remembered everything. the websocket broker. the missing methods. the critique. the rewrite. all from a completely different platform. cross-platform persistent memory between two independent agents. work happens on Slack. recall happens on Telegram. the memory carries. the relationship carries. the context carries. no vector database. no Redis. no infrastructure. just two agents that actually remember what they built together. every agent framework in 2026 talks about memory. single agent memory across sessions. but two agents sharing persistent memory across platforms? that's the gap. arxiv published a paper about it two weeks ago calling it "the most pressing open challenge" in multi-agent systems. it works now. only possible with Hermes Teknium 🪽 Nous Researchshow more

DeepAgent - Researched and built a website in one... shot! 🤯🤯 I gave it a one-liner prompt to build a website by looking things up on the internet, and it came up with this. All the information is correct, the links work, and it even grabbed a photo. Still in limited preview and part of ChatLLM. We will open it up later in the week.show more

You can use interactive artwork created by Rive artists,... like this character, and extend it with Scripting to build a full game. This makes it possible to iterate on code, design, and animation all in one collaborative editor.show more

NATO Secretary General Mark Rutte: The focus on Ukraine... should be our number one priority. And then we can discuss all the issues, including Greenland. But it should be Ukraine first because it is crucial for European and US security.show more

‼️New bug ‼️ The number of abilities that can... be used on the bandit boss is 2, but with this bug I was able to use 3. I don't know if it's possible to use more than 3 with this bug, try it and let me know.show more

I have a little robot that unlocks my door... from the inside (so I don't have to carry a key) The problem was it wouldn't calibrate on my door. It was designed for 90° turns, but my lock only needs 15° In the past, this would've been a showstopper But I asked AI if it could help... At first, it suggested I snoop on the bluetooth connection to figure out the protocol Then it realized that we could probably just decompile the app's SDK and read its source code. That worked! It told me to switch to my mac and run some python for it. Unfortunately, it couldn't run the scripts directly because Claude Code Desktop didn't have bluetooth permissions, but my shell did. Thinking about it now, I probably should've used Claude Code or Codex in the Terminal. Anyways, it took a while, lots of backs and forths, we had some misunderstandings, it was massively overcautious in the beginning, but we finally got the lock calibrated! Feels like magic! I threw the repo up on github in case anyone in the future (ie me) runs into a similar issue – hopefully it can save them some timeshow more

The top token with the most comments will be... listed on all $PIP products You can send and receive your favorite token on social networks after it is listed 🔥show more

I STOPPED REVIEWING MY OWN AGENT, SOMETHING ELSE DOES... IT NOW I used to read every diff it produced and approve most of them, because an agent grading itself always says the work is good. -> Now a second model with different instructions tries to break the work first, and I only read what survived. Here is what is actually in the folder that took over the night shift: • the brief > CONTRACT.md -- what it may touch, and what it may never touch. > VISION.md -- the destination, so turn 47 still knows why it started. • the gate > judge/ -- a different model, never the one that wrote the code. > break-it.md -- it opens the page, clicks, screenshots, reports back. > -- no opinion, just zero or non-zero. > shift.yml -- 03:30 every night, laptop closed. • the memory > receipts/ -- one folder per night, dated and graded. > STATE.md -- where it stopped and what it escalated. > lessons.log -- the flaky test, written down once instead of rediscovered weekly. • the brakes > caps.json -- turn limit, retry limit, spend limit. > -- written on day one, used never. The generator decides what your loop can produce -> The judge decides what it refuses to produce. One of those is the part everyone builds -> The other is why most loops quietly fail. Bookmark it & Read Full breakdown below ↓show more

The Potomac River air disaster crash with an airliner... and an Army Blackhawk helicopter. Here I cropped it and it shows the helicopter seemingly flying directly into it. How can the Heli pilot not see it? Bright lights on it. This area is highly trafficked with 🚁 helis , im no expert but it looks like a direct line right into it.show more

Organize layers in photoshop- Repository is up, link in... the comments Play around with it, find a way to better train it, and understand the logic behind it. I might make a full length video on the logic & the scoring system, that will depend on you.show more

Rain is on the way for tonight and tomorrow... 🌧️ It will be particularly persistent across parts of Northern Ireland, with some rather wet commutes possible over the coming 24 hoursshow more

🚨 one person can now do the work of... an entire creative team. i just tested it on a real one. a friend needed an ad for his brand, so I opened the new Runway Agent 2.0 to try it out. here's how it went: → it generated the music and the key image first, so I could approve the direction → once I gave the ok, it built the full video around it → and when something was off, i changed just that one piece, without redoing the rest one prompt, and I had the ad we needed, work that used to take weeks. this is what it made 👇 if you want to try it → · 30% off 3 months with code RUNWAYAGENT — made with Runway · #MadeWithRunway · #adshow more

Mitchell Robinson was asked if he and the Knicks... consider Joel Embiid a dirty player: "No, I don't. I really don't live in the past. It is what it is. I just move on."show more

I built a full-stack Chat App to learn React... Deeper. When I started, I only know the basics in React. I was hesitant at first if I would be able to do it or not, but I started building it anyways. Through building it, I have learned: - Typescript - Tailwind - Redux - Firebase - File Structuring - Optimization - More hooks The list could go on... The point is you don't need to know it all to start building something. Fundamentals are enough, you can figure out and learn the others on the way. Here's the link of the app: Source code: I create visual web dev content and its all here:show more