Shovld
AI-scored construction signals before the competition
What it does
Shovld monitors 50+ real-time data sources — storm alerts, permit filings, fire incidents, code violations, deed transfers — and delivers AI-scored signals to contractors, public adjusters, restoration companies, and real estate investors before anyone else knows the opportunity exists. 9 states · 14 markets · 7-day free trial.
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- AYAyeWatch – Your Personal AI Internet Monitor – To Monitor the Situation2025 · ayewatch.ai · ▲5
Monitor topics, sources, and pages with AI. Get instant alerts only when your rules match or something new happens , less noise, more signal. Most monitoring tools are glorified Google Alerts. They dump everything on you. “Here’s 200 mentions of your keyword today. Good luck.” The internet moves too fast. By the time you check Twitter, Reddit, HackerNews, industry blogs, career pages, research papers etc…, something important already happened three hours ago. Or three days ago. For example: Every morning: check 15 tabs. Every lunch: scan social feeds. Every evening: catch up on industry…
World MonitorJul 2026 · worldmonitor.app · ▲5Real-time global intelligence dashboard on a live 3D map
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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.
AI · 17d ago · simedw.com
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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 · 27d ago · cactuscompute.com
Launched alongside, May 2026
the whole month →
Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai
- NW
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
Life & fun · May 2026 · github.com
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Dev tools · May 2026 · github.com