... kind of problem that s hard to even describe without sounding vague. But you feel it instantly when you use the tool. You can tell when the AI is pulling on the thread you would pull on, versus when it s producing something that s technically correct but functionally irrelevant. 2. Does it share insights I hadn t considered before? This is where things get uncomfortable, because it s not just did it answer the question ... ... task to does the model do the task the way we want. That difference is subtle, but it changes everything about how you measure progress. It pushes you toward evals that are: grounded in real usage, not synthetic

... extremely inexpensive compared to traditional video production with actors, camera crews, and everything that comes with it. I m confident that in a year or two, about 95% of the video published on the internet will be synthetic fully generated by AI. It feels like the world is heading toward a problem of widespread distrust in video content. We used to say that seeing is believing, but it seems that this rule no longer applies. Our ML team has built ... ... test prototype that detects signs of AI generation in synthetic

... workflows, cross-checks outputs across models, and enforces guardrails which makes AI outputs more reliable, explainable, and repeatable for real projects. Get started npm install -g @defai.digital/automatosx ax setup ax init CLI Commands # Multi-model discussion with synthesis ax discuss "REST vs

... standard chew toys for mental exhaustion. ## Creating a Low-Stimulus Environment * **The "Den" Effect:** Using crate training or a specific laundry room as a safety zone, rather than a place of punishment. * **Pheromone Therapy:** The science behind Adaptil or synthetic calming pheromones that mimic a nursing mother dog. * **Auditory Masking:** Why white noise or "Through a Dog s Ear" (bioacoustically designed music) works better than a loud television. ## The Role of Biological Fulfillment * **Drain the Tank:** Why a 15-minute ... ... depart. * **Predictability:** How a rigid routine lowers baseline cortisol levels in high-strung breeds. ## When to Consult a Professional (The Medication Myth) * **Knowing the Signs:** Distinguishing between mild boredom and severe physiological distress (drooling, self-mutilation). * **Behavioral Modification vs

... what s next, too.) Platforms: we ve spent time with Google DeepMind, OpenAI and Microsoft in the last few weeks. Their roadmaps heavily influence the entire industry. Other builders & events : it s amazing seeing what excites people. SF vs. London is hilariously different. VCs : they see thousands of pitches. Their pattern-recognition is a cheat code if you listen carefully. Customers : sometimes you have to ignore everything above and ground yourself in what the average, non-bubble, person ... ... stop thinking about it. More of the web is AI-generated. More social content is AI-generated. LLMs are trained on that content. So basically We re feeding cows to the cows. What happens when training data becomes synthetic

... moved on. The Goal: Get time-to-first-playable under 30 seconds while maintaining quality. The Solution - Streaming Pipeline Architecture: Stream the script - GPT-5 Real-time API writes and streams segments as it goes Parallel processing - Voice synthesis (Kokoro-82M) and sound design run simultaneously Music-aligned chunks - Content segments match natural music bed durations Progressive assembly - Chapters become playable as soon as they're done Low-reasoning script drafting - Less time spent figuring out script length means faster ... ... processing Key Insights: Don't wait for full script before starting voice synthesis

... public learning prototype for researchers, SOC analysts, students, and AI safety practitioners. Over the last 4 days, I built a complete multi-agent cyber battleground that simulates: Red Team (simulated): CVE-inspired attack chains Polymorphic behavior patterns Synthetic SHA256 IOCs MITRE ATT&CK mapping Blue Team: UEBA threat hunting C2 blocking IOC correlation Detection rule generation 8-Model Ensemble Consensus: 4/8 agreement determines truth during attacks. 100+ documented scenarios: MOVEit, 3CX, Ivanti, Log4Shell patterns NEW: Live Breach Control Panel ... ... powered by Perplexity AI Real-time incident summaries Correlated events Recommended remediation steps Citation-ready insights Fully air-gapped All telemetry is synthetic

... officially launched SynthAI Team a full-stack AI automation suite that helps solopreneurs and businesses grow faster with zero hiring. What it does: Replaces 10+ tools (marketing, email, SEO, ads, support, and more) Features Brain AI a central coordinator that manages all assistants Designed for e-commerce, agencies, and online businesses Start your free trial here: https://ai-team.empowerstart.org We d love your thoughts, support, and upvotes #AI #SaaS #Automation #Productivity ...

... products. A production-grade agent still needs to capture microphone audio, gate and normalise it, transcribe it in real time, pass clean text to an LLM or custom backend, stream the response to the chosen TTS, then return the synthesized audio with no audible gaps all while handling disconnects, turn-taking, silence detection, regional scaling and usage accounting. That complexity is exactly where many developers start to get a headache when looking at building production-ready voice AI, even ... ... working on one of the voice models we ve tested for this post or one we haven t we d love to explore an integration. Comparing today s leading text-to-speech voice models Beyond the real-time VS

... Here is the new Custom Synthetic Scenarios Node I think yesterday's predictions are useless for today's and tomorrow's chaos. That's why Datastripes launched the Scenario Node , an AI-powered predictive engine that lets you model not just what's probable, but also what's possible. As one user perfectly put it under my post: it s like having a crystal ball for your data, but way, way more reliable. The Scenario Node is a game-changer ... ... scenarios. It was a huge request from you, the Datastripes community here on Product Hunt. Here some examples: Simulate a sales collapse by applying a multiplier of 0.5. It's perfect for quickly understanding the impact of a new competitor

... Product Hunt community! We're thrilled to announce our most powerful new feature yet for DataStripes ( https://datastripes.com/ ): the Autonomous Scenarios node (also called Synthetic Scenarios Generator ). Datastripes is a visual and collaborative data storytelling platform, and in just three days, you'll be able to transform how you understand data. With this new node, you don't just see your data; you can actively interact with its future. What the Autonomous Scenario node does The Autonomous Scenario node uses ... ... data analysis accessible to everyone. We wanted to give users a way to prepare for the unknown, test strategic decisions, and make better-informed choices in an uncertain world. This node is our answer to that need. But why synthetic

... just launched a feature in Datastripes that makes building synthetic scenarios effortless. But before all, what are these Synthetic

... Synthex solves the biggest challenge in healthcare AI: accessing quality medical text data. While real medical records are locked behind HIPAA regulations, our AI generates realistic synthetic

... fellow hunters, I am currently working on a project to develop an application that would allow businesses to generate synthetic data to train their models. I would lile your insights into this. I would like to know: - what do your think of this idea? - what market segments should I target? - if you are already in this domain then what are the dos and don'ts? I am currently at the proof of concept stage and would love to learn what ...

... everyone, after quite a bit of development, testing, rewriting, testing, starting again and testing, I'm happy to announce that my synthetic data generator for financial card transaction data is now live! It's based on an industry standard spec for base raw data files, requires no input, unlike Snowflake's synthetic