... Product Hunt I'm Sabber. Long-time lurker, first-time poster. My background is an unusual path to consumer health. I did a PhD in Geophysics (signal processing, Fourier transforms, spectrograms on seismic waves) then spent a decade shipping production AI medical image segmentation in radiology at Sirona Medical, LLM agents for Medicare enrollment at Healthpilot, and real-time fraud detection at Asurion. The through-line: turn messy real-world signals into something deployable and useful. About 18 months ... ... realized voice is the most underused health signal we carry. The same math I used on seismic waves

... that a static allowlist is the floor, not the ceiling. The next step is the policy learning from your own approval behavior, we're putting reinforcement learning around the approval mechanism so it watches what you consistently wave through versus

... Yesterday, I kept thinking about the launch of @Startups.RIP by @sfoscar . It was a really interesting concept, and it made me reflect on how certain technologies tend to come back to life in waves across different eras. For example, these I remember from university lectures: Technology First emergence Major hype waves

... everyone! We just shipped Smallest AI (Waves) integration into OpenCut-AI, and we're excited to share what this unlocks for creators. What's new OpenCut-AI now has three voice engines built in: 1. Local (Coqui XTTS) -- Runs entirely on your machine. 12 languages, voice cloning, zero API keys needed. Best for offline editing and privacy-first workflows. 2. Sarvam AI -- Purpose-built for Indian languages. 22 regional languages for transcription, 11 for text-to-speech, with 23+ natural ... ... Drop it in the comments with: - What it does - Why it matters for video editing - A link to their docs We'll prioritize based on what the community wants most. Links - GitHub: github.com/Ekaanth/OpenCut-AI - Smallest AI Docs: waves-docs.smallest.ai

... language people actually ask , not just what they type . Finding #5: One URL Can Carry You For Superwhisper, one single Product Hunt URL drove 1.6% of their ChatGPT visibility and 5.5% of Google AI Overview visibility. Compare that to competitors relying on dozens of Reddit threads and YouTube links. The signal: LLMs consider Product Hunt pages to have high authenticity and authority. One well-structured page outperforms dozens of lower-quality sources. Finding #6: Model Behavior Is Volatile ChatGPT updates ... ... this. What the Top 10% Did Differently Synthesizing all the data, here's the playbook: Phase Top 10% Action Why Pre-launch (4-6 weeks) Built SEO foundation, engaged in communities Correlation with visibility: +0.395 Launch day Staggered outreach waves

... opportunities to learn and explore it. But the AI era feels different. The shift is not only new, it s happening at lightning speed. Before I ve even fully adapted to working with AI, we re already seeing waves of layoffs where human roles are being replaced or reshaped by AI systems. And honestly, that creates uncertainty and anxiety not just for me, but for many people around us. We re competing not only with our peers but also with ... ... with AI tools Keep learning and expanding our knowledge about AI Connect with communities to share experiences and grow together Redefine ourselves and the kind of work we truly want to pursue Do you feel worried about the current wave