HITZ GEO Page Audit
Free page audit for visibility in AI answers
What it does
Check whether a page is ready to become a source for AI answers. HITZ GEO Page Audit scores direct-answer readiness, entity clarity, trust signals, and technical setup. It returns a score and recommendations in about ten seconds. Free and no signup.
Check any page against four GEO signals: direct answer, entity, trust, and technical setup. Score out of 100 in about ten seconds. Free.
Check how ready a page is to become a source for AI answers. Results take about ten seconds. The tool scores page structure against core GEO signals and does not replace a full audit. The base is in place. Add a clear answer to the main question, strengthen the entity, and add evidence. Whether the page holds a short passage an AI system can lift into an answer without rewriting it. Whether it is clear which company, service, product, or specialist the page is about. Whether there is an author, a date, sources, facts, contacts, and other signals a system can verify. Whether the page is open to bots and whether its basic structure is readable. Fix the lowest-scoring area first, then run the…from hitz.agency
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AIO.GEO Protocol24d ago · aiogeoprotocol.com · ▲79Audit AI search structure. Dry run fixes. Receipts.



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I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device. The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.
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Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits between 400-1,500 tokens/sec on VR devices like Meta Quest 3S and Apple Vision Pro, and ranges…
AI · 26d ago · cactuscompute.com


Launched alongside, August 2026
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Life & fun · 10d ago · louisabraham.github.io


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Hello HN! I found that picking out plausible but diverse skin tones for my digital art and game development projects was kind of difficult, and I got curious about if there was a way to define a color space that made it easy. I've built a color picker and procedural generation algorithm based on the space as well as a bunch of other fun js features and demos throughout the page that use the equations. If you find it interesting, I have lots of explanations of how I built it and what properties the space has. The methodology might be a bit shaky, but hopefully the result is as helpful for…
Life & fun · Aug 2026 · toneyalexander.github.io


I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device. The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.
AI · 17d ago · simedw.com