... example, keywords like melancholy, dark, or emotional will automatically target slower tempos between 60 and 100 BPM, whereas terms like banger, hype, or club will push the tempo into faster ranges and request aggressive drum patterns. Routing High-End VST Instruments Orchestria allows you to route specific software instruments to different layers of your song. By default, the system uses Pianoteq 9 for primary melodies to ensure realistic, dynamic keyboard performances. You can request background synthesizers by naming them ... ... energetic, dark, or warm vintage will load matching EQ , saturation, and reverb presets. You can also prompt for filter movements, such as asking for a filter sweep on the intro or an automation swell on the drop. Exporting Your Stems

... dead-end. Creators don't want a final master; they want modular components. To fix this, we avoided standard prompt-to-audio wrappers entirely. Instead, we built an agentic audio pipeline that spins up real, professional-grade, headless VST instruments (like Vital and Surge XT) directly inside our production servers. When a user prompts Orchestria : Our LLM-powered agents interpret the natural language. They generate raw MIDI notes and sound synthesis parameters on the fly. They feed this data directly ... ... into the headless VSTs

... Most people don t have a productivity problem. They have a system problem . Choosing between Notion vs Todoist vs

... TolleCode for VS Code is now live (v0.1.0 Beta) I just released the first beta version of the Tollecode vscode

... According to the 2025 @Stack Overflow Developer Survey (49,000+ participants), @VS Code still is the most-used dev environment, maintaining the top spot thanks to its marketplace. @Kilo Code , @Github Copilot , @Ultracite ... What are the extensions that significantly improve your coding workflow? Comment from fmerian(@fmerian): @jonabiola  what do you enjoy the most with @Github Copilot ? anything they could improve? Comment from Lakeesha Weatherwax(@lakeesha_weatherwax): @deangelo_hinkle  It s all about productivity. I use Copilot ... ... consistent. Comment from fmerian(@fmerian): @nathan044  any extensions in particular you'd recommend? Comment from Alex(@nathan044): The comment is already solid, I ve just adjusted it and naturally included one of your anchor texts: Interesting results VS

... months ago, we ran an experiment with our own data. At Rankfender, we tracked 5 of our own competitors across 8 AI systems. We log their share of voice, citation velocity, content gaps, platform variance. Months of raw numbers sitting in a dashboard. I pulled 6 months of data and fed it into Claude. One question: "Based on this, who is most likely to overtake us in the next 6 months? Show your work. Use the data. Don't summarize ... ... Give me the numbers." The answer changed how I think about competition. The dataset: 5 competitors

... just exposure, but the degree to which AI treats your brand as a credible source . Share of Voice (SOV): Represents your brand s voice share within AI narratives the probability that AI mentions your brand rather than a competitor when answering a topic-related question. Sentiment: Captures the emotional tone of AI mentions positive, neutral, or negative showing how AI portrays your brand. Together, these four metrics answer the two most fundamental GEO questions: How frequently does AI mention ... ... brand? and In what tone and context is the brand represented? 1.2 Trends and Competitor

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... sparked an interesting thought experiment: how likely is it that we ll see AGI (AI that thinks and learns like a human) within the next five years? The report highlights a fascinating divergence: the view from money vs. the view from science. Money : the probability inferred from trillions poured into data centers, Nvidia chips, and servers. Investors seem to be betting that AGI is inevitable. Science : the probability inferred from research papers and AI development models. Experts are far more ... ... might be ahead of reality. Expect volatility, overpromised outcomes, and valuable lessons along the way. Meanwhile, AI continues reshaping work, attention, and human behavior. I d love to hear the community s perspective: Are you seeing this money vs

... Netflix uses for recommendations). Here's the flow: USER FEEDBACK LOOP Write AI Suggests Accept/Deny/Retry System Learns Model Stats DB Model A: 85% Success rates Model B: 72% Model C: 91% Use this one! Thompson Sampling Algorithm Balances exploration vs exploitation Try new models Use proven models (10% of time) (90% of time) What's Thompson Sampling? Think of it like this: The Casino Analogy: You walk into a casino with 5 slot machines. Some pay out more than others ... ... emails Mistral is fastest for quick edits Week 3: Sarah just writes SourcePilot automatically uses GPT-4 for blog posts Switches to Claude when she's writing emails Uses Mistral for quick grammar checks Sarah's accept rate: 91% (vs

... According to the 2025 @Stack Overflow Developer Survey (49,000+ participants), @VS Code and @Visual Studio remain the most used dev environments, despite the rise of subscription-based, AI-enabled code editors @Cursor  and  @Windsurf  among others. Both maintain their top spots relying on extensions as optional, paid AI services like @Github Copilot and @Kilo Code . Curious which IDE the Product Hunt community uses the most? Comment from fmerian(@fmerian): @1001binary  ooc have you experimented with ... ... code editors like @Cursor or @Claude Code ? do you use AI plugins with @VS