Instead of another pitch post, I recorded this 53-second clip in my own voice telling the real story: five years in sales, top seller, and two weeks ago I walked away at 39 to build something of my own.
Disclosure: I work on Mugen3D at SumeruAI. We have been exploring what it takes to turn a single portrait into a character that people can speak with through text or voice. The interesting part is not only making a face move. A useful prototype has to bring visual identity, persona, reference knowledge, voice, and the application experience together.
From portrait to conversation
In TalkingHead Studio, the creator flow starts with a portrait and builds an interaction around it. First, the image establishes how the character looks. Next, a persona describes the character s role, background, tone, and conversational goal. A separate knowledge document provides material for specific topics. The creator then chooses a voice and can try a text or microphone conversation.
These pieces solve different problems. The persona guides how the character responds; the knowledge source gives it information to draw on. For example, an interactive story character might have a concise persona plus a carefully selected set of world notes. A product guide might use a role description and a small, maintained FAQ. Uploading material alone does not guarantee accurate answers, so the prototype should include questions the character can answer and questions it should decline or qualify.
I've been watching the "AI data analyst" space for a while, and something clicked after reading Anthropic's internal write-up on how they run analytics with Claude. I wanted to lay out the pattern I'm seeing, because the whole category is quietly pivoting from a speed story to a trust story, and most of the marketing hasn't caught up to that yet.
Disclosure up front: I'm a co-maker of ada.im (and chartgen.ai and clawteams.ai), so I'm biased. Posting this in Self-Promotion for that reason, but I've tried to keep it analytical rather than a pitch.
Hi all, I'm Naresh, the solo developer behind DreamWave (also called Calmify in my code). It's an iPhone sleep app for people who don't wear a watch at night.
What it does:
Snore detection that runs on the iPhone. Audio is analysed on-device and never uploaded.
Smart Alarm with a wake window of up to 30 minutes, so it rings when you start to stir.
Snore playback clips, nightly and 7-day trends, and a sleep score.
Optional Apple Watch support for sleep stages. Metrics that need a Watch are labelled instead of guessed.
No account, no tracking, no cloud. Health data stays on the device.
I'm a solo founder, and after months of building, debugging, testing, and refining, I'm excited to announce that GCReq365 officially launches on November 2!
GCReq365 is an AI-assisted subcontractor compliance management platform built for commercial general contractors.
Hey everyone, I'm Roberto, a first-time founder from Canada. This month I quit my sales job of 5 years to build the AI assistant I wished I had. Nova Buddy AI is a free, unlimited AI chat with personalities, your own illustrated Avatar AI, and tools for resumes, homework and meal planning. It launched on Product Hunt today: https://www.producthunt.com/prod... I'd genuinely love feedback: what would you want your own AI buddy to do? Roasts welcome too.
Hi, I work on marketing at XMBoost (xmboost.io). People ask for contractors, agencies and services in public Telegram chats every day, and most of those requests get lost in the noise. XMBoost watches the chats you choose around the clock, and an AI filter keeps only real requests, scores each one from 1 to 100 and drops ads, self-promotion and most job posts. Each request lands in your team's Telegram with the message text, a link to its author and the chat it came from. XMBoost never messages anyone on your behalf and does not read private conversations. In our August test of 100 niches, the cost per request ranged from $0.37 in broad niches to tens of dollars in narrow ones, and some niches had almost no demand. Free 5-day trial, no card, up to 150 chats. Our bot (t.me/xmboost_bot) also shows sample requests from your niche for the previous day. Tell me your niche and I will check it. Feedback welcome.
