... spent a year building Lovon with a PhD psychologist with 40+ years of clinical experience. What makes it different: Therapeutic, not agreeable (like gpt). Evidence-based frameworks (CBT, Emotion-Focused Therapy) designed to gently challenge unhealthy thinking - not reinforce it. Voice-first. You talk naturally, like with a real therapist. Voice creates genuine connection that text can't replicate. Crisis detection built-in. Active monitoring for signs of crisis with immediate support resources. Always available. 24/7 access without wait times ... ... judgment, or $200/hour fees. We're not replacing human therapists - we're giving people evidence

... from analyzing $500M+ in real-world AI deployments. What we built: AI ROI Calculator with Fortune 100 benchmarks (2.56x to 17x ROI) AI Strategy Guide & Execution Plan AI Governance Checklist for regulated industries AI Readiness Assessment Build vs Buy Framework 15+ more tools for planning, cost optimization & governance Why we built it: After working with enterprise ... ... deployments across financial services, healthcare, and other sectors, I kept seeing the same challenges: executives struggling to justify AI budgets, teams lacking frameworks for governance, and everyone asking "what's the real ROI?" These tools emerged from that work evidence

... community! At Jots we believe that reflection should be a core engineering skill, especially in this age of AI. So we built a Reflection Skills MCP and made it open-source. It is a protocol server that exposes: evidence-backed reflection frameworks guided exercises prompt packs All configurable by depth and engineering context . Instead of asking an LLM to help me reflect, an agent can select a framework, adapt its depth and apply it to a specific situation (learning, incident ...

... materials arrive, not weeks later during reconciliation. This creates a live, accurate record of real spending on every project. Real-Time Budget Monitoring Set a project budget and watch it update automatically as deliveries are logged. See budget vs actual spend in real time, spot overruns early, and make informed decisions before costs get out of control. Professional Cost Sheets and Reports Generate clean, professional cost sheets showing all materials and delivery expenses for a project. These can be exported ... ... clients, internal reviews, or finance teams no spreadsheets, no rework. Fewer Disputes, Better Records Receiving checklists, delivery notes, comments, and image attachments create a complete audit trail for every delivery. If something is late, missing, or incorrect, the evidence

... 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

... rooted in whether a project seeks to resolve scientific or technological uncertainty knowledge that cannot be readily deduced by a competent professional in the field. This makes claim preparation considerably more than filling forms: it requires narrative, evidence, and structured documentation. Why Preparation Matters Before diving into the mechanics, it s worth understanding why preparation matters so much: HMRC Scrutiny Is Increasing HM Revenue & Customs (HMRC) has ramped up reviews of R&D claims in recent years particularly ... ... Involved the resolution of uncertainty that a competent professional could not easily solve; Used systematic or investigative approaches to resolve that uncertainty. This can include work such as: Developing new software or improving existing systems; Creating prototypes or testing alternative

... Hello. Zygnal Founder here. Online dating in 2025 presents a paradox. We propose an AI-augmented, evidence-based solution combining human feedback with AI analysis to create a holistic Vibe Compatibility Index. Whitepaper: https://zygnal.eu/blog/from-chao... ...

... that explained everything clearly and that became SupplementIQ. What SupplementIQ Does SupplementIQ is an AI-powered platform designed to bring clarity and science back into your health choices. We combine: Barcode Scanning: Instantly scan any supplement to check its ingredients. Evidence-Based Analysis: Get clear effectiveness and safety scores based on our scientific ingredient database. AI Consultant: Ask any complex health or dosage question and get a personalized, research-backed answer. A Human Touch: I also partnered with Vicki ...

... accounting. Just to see patterns, to keep my attention pointing in the right direction. Which months are strong. Where growth actually comes from. Then it clicked: what if I combined them? The List = what you want The Money Map = evidence it's arriving What I built A simple web-app where you: Write your intentions (The List) Log income when it arrives (The Money Map) Watch your "activity rings" fill up like Apple fitness rings, but for money This year ... ... December alone: +151.9% vs

... Problem. The EU AI Act is creating real demand, fast. But most 'leads' are noisy: vague press, copied lists, or orgs with no concrete trigger. Cold outreach falls flat without evidence. What it is. AI Act Tracker is a data-as-a-service that surfaces EU companies with clear obligation triggers , and backs each one with public evidence

... Repeat. We realized that a tool isn't useful because we say it is. It's useful when a frustrated job seeker lands an interview, or a recruiter finally sees a readable resume. We moved from Assumption-Based Development to Evidence-Based Development. That evidence

... translate it rebuild its ingredient list detect hidden sugars, additives, toxins, allergens and give a clear, simple verdict: Eat or Avoid Emma runs on our proprietary AI model, trained on real scientific datasets (FDA, EFSA, WHO, etc). No myths just evidence-based clarity. What Emma can do: Scan any food label in any language; Detect every form of hidden sugar (even behind 200+ names); Spot harmful additives, E-numbers, INS codes, allergens; Flag 500+ potential health risks; Science-based food ...

... days depending on the version). Order Mitolyn here   The formula is purportedly free of stimulants (in some versions) and doesn t rely on the usual quick fix fat burner approach. What s problematic / gaps in the evidence Here s where things get murkier: Lack of independent clinical studies I couldn t find any peer-reviewed, independent clinical trials showing that Mitolyn specifically delivers the dramatic effects being claimed (e.g., major fat loss, restoring metabolism, etc.). The maker s claims ... ... Given what I found, here s my moderate verdict: It s not a miracle pill in the sense of take this once and instantly your stubborn fat disappears with no changes to diet or exercise. The claims exceed strong evidence

... been building Intertru to replace gut-driven interviews with evidence you can trust Discovery, Value Alignment, and role-real Working Sessions that reveal how people actually work. Customer: 180 Snacks (CPG manufacturer) Roles: Senior Packaging Designer, Operations Associate, Business Manager Assistant Why it matters: They were hiring across creative + ops during a facility move, with a non-technical creative lead in the loop. What happened Calibrated what good looks like fast first standout designer passed all the tests with flying ... ... intentionally non-technical so the recruiting lead had to run structured sessions and let the director focus on the work quality (not admin). Common pains they called out: Unclear what good looks like across roles Interviews drifting into opinions vs

... high school level, where intervention can change life trajectories. The program lasts six months, offers $50,000, a cohort of peers, and the support to turn bold concepts into tested solutions This isn't about awareness campaigns. It's about evidence-based solutions that address the behaviors and systems that enable sexual assault before harm occurs. Who should apply : Tech builders, social media strategists, and anyone with the skills and drive to create scalable prevention tools that work ...

... simple, affordable, and (dare we say) stress-free . What Smartly does : Gap Analysis: See where you stand against ISO 27001:2022 and what needs to be fulfilled. Policy & Control Templates: 40+ Policy document templates aligned to ISO 27001. Evidence Collection: Connect your tools (AWS, GitHub, GG Cloud) to automatically collect and organize evidence

... FraudFlux . We stop chargebacks and recover lost revenue for payment processors and marketplaces by combining pragmatic machine learning with fast, production-ready integrations. > > The problem: payment platforms lose revenue to fraud and long, manual dispute workflows. Evidence is often incomplete and slow, so processors lose disputes they should win. > > Our solution: real-time fraud scoring + automated dispute-evidence

... Lesya a neurologist and medical consultant behind Mark, a wellness AI-assistant focused on prevention, personalization, and evidence-based care. My role is to make sure Mark stays clinically grounded and truly helpful. I ve helped design the medical logic, wellness strategy and educational content so that every recommendation reflects real science and long-term value, not trends. As a doctor, I believe the future of healthcare begins before symptoms appear with early insights, smart nudges, and a calm, intelligent ... ... risks. Mark is built with a human-in-the-loop approach every core health insight is designed and reviewed by medical professionals, and we focus on prevention and wellness rather than high-risk diagnostics. We keep safety by using only evidence

... guilt trip. Along the way I ve racked up: Global #1, Microsoft Imagine Cup (Software) 2 successful exits (and, for balance, 3 successful fails that taught me more than the wins) How I can help you: Turning fuzzy ideas into evidence-backed product roadmaps R&D MVP v1 workflows that keep scope (and sanity) in check Hiring & scaling teams on a ramen budget Taking a product from local traction to multi-country launch Fun fact: When the laptop ... ... proud to be building Mark alongside you, Valeriy! Comment from Debarghya Roy(@debarghyaroy): Love that you re tackling wellness without the shame spiral , that s a rare balance. Curious how will you measure if a nudge truly changes behavior versus

... using simulations when your designs are still rough around the edges is ideal. They can quickly uncover unclear interfaces or unintended gaps, helping you refine your design before it's too late (and costly) to make changes. A smart alternative to "Random clickers" : Unless they are your actual audience less-than-ideal human testers are just trying to get through a test as quickly as possible, leading to superficial or unhelpful feedback. Simulated users are designed to replace these "random ... ... with your actual target users, but they're a massive upgrade from low-quality human feedback. Always better than nothing : When access to real users is limited, running simulations is always better than relying on assumptions or having no evidence

... Kevin , I lead product at Velocity ... a Figma plugin for designers to gain AI first-feedback on prototypes BEFORE sharing with humans. Everyone wants to be user-centric but often evidence is weak and feedback is impossible to access, but you are expected to deliver something relevant! Now, in seconds, on-demand, you can challenge hundreds of AI users on your app's designs just like in real life user testing sessions. Ask questions, then witness a simulation trying ... ... tried this design already with 100 AI users. I'm very confident we've made the right bet" - All future Designers! I'm excited to provide new confidence to Designers backing up their design decisions with early simulation evidence

... everyone! I'm the founder of Ness Labs , a platform to help knowledge workers achieve more without sacrificing their mental health. We publish evidence-based content around productivity, creativity, and knowledge management. Our weekly newsletter is read by 35,000 subscribers, and we have around 100,000 people visiting our website each month. We monetize these through sponsored interviews with founders of tools for thought. Past sponsors include Notion, Obsidian, and MindMeister. We also run a paid community for knowledge ...