SignalForge
AI that runs software workflows end-to-end (no APIs)
What it does
SignalForge is an AI platform that automates and executes workflows across web and desktop without APIs. It doesn’t just generate — it completes work. From data extraction to comparison, dashboards, Excel outputs, and reports, everything runs end-to-end with built-in reliability. Each workflow is validated through readiness checks, recovery logic, and an evidence gate before it’s considered done.
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- BABuilt a Tool to Automate Tedious Tasks with AI, Without Coding2023 · joincoflow.com · ▲26
Hey, Lorenzo here, Started to work on this side-project for a week or so, I’m curious what y’all think! Coflow connects AI to your current platforms and automates any repetitive/manual task without coding. How it works: - Specify the trigger/input the AI should expect - Tell the AI what to do - Specify where to send/store the output - Deploy and let it run Would love your feedback :) Early access: https://www.joincoflow.com/
More ai this month
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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 · 18d ago · simedw.com
Astute▲585Automate your B2B brand going viral, with new media creators
AI · 19d ago · company-app.joinastute.com
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