Traycer
Turn complex ideas into visual logic on an AI-powered canvas
What it does
Traycer is a multi-model orchestration platform that visualises complex ideas through vector graphics. Sketch, model, and automate your technical logic on a unified, AI-powered canvas.
Does the same job
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- TATraycer – AI-Powered Code Analysis in Real Time for VSCode2024 · marketplace.visualstudio.com · ▲10
Hey HN, we're thrilled to announce the alpha launch of Traycer, our new AI-driven code reviewer that works in the background as you code. During this initial phase, Traycer is completely free until the end of June and will remain free indefinitely for all open-source projects. You can install Traycer from the VSCode marketplace (https://marketplace.visualstudio.com/items?itemName=Traycer....). Why Traycer? As developers, we know the challenge of ensuring code quality while balancing productivity. AI-powered code generators have simplified coding but often miss the nuances that…
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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 · 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
- FM
Dev tools · May 2026 · github.com