... logical identity a user, an agent, an organization, or a device. Every Subject owns its own memories, profile, claims, state, and chat history. Creating a Subject is instant and requires no network call. Memories Memories are facts, preferences, and context extracted from conversations. The SDK can learn memories automatically from chat (learn: true) or you can add them directly via the API. Search is semantic ask in natural language and get the most relevant memories back. Claims Claims are structured ... ... scores. Think of them as a knowledge graph for each user: favorite_color blue (0.95). Claims support history tracking and retraction, so your AI always has the latest truth. Profiles Profiles are structured key-value fields display names, timezones, preferences

... functional level, Limitless enables users to: Browse products across multiple stores and categories Build shopping lists and compare options Choose delivery or in-store pickup at checkout Add custom instructions for fulfillment Track orders live Schedule deliveries within preferred time windows Rate stores and delivery partners From the outset, this Idea Usher review notes that Limitless is not framed as a single-vertical app. It is designed as a local commerce layer that prioritizes convenience through consolidation. The Problem Limitless ... ... internal workflow. That abstraction is critical for scale and repeat usage. App Flow and User Journey The user journey follows a predictable, low-friction path: Typical Flow Open the app Browse categories or search for products Add items from preferred

... launch, so happy to be sharing this with all those that are following along as we build out Trophy into the most flexible and accessible gamification platform there is! Here's what we shipped in Jan: New user preferences API Rate limit tiers New engagement analytics New user preferences

... compute-intensive tools: Are you sticking with SaaS pricing? Have you considered switching to usage-based or hybrid models? Is it helping or hurting conversions? Would love to hear what others are doing and whether you're seeing buyer preferences shift, too. Comment from Shubham(@shubhamx0312): Wrestling with this exact question for [Velur]( https://velur.ai ), my voice-first AI companion. We went with fixed pricing ($14.99/mo) because: Credit anxiety kills the experience. You can t have authentic conversations while ... ... customer again. Comment from Daniel Foster(@dpfoster): We recently introduced generative voice and video into our Camtasia bundled subscription plans while retaining a traditional SaaS pricing model. Why? Sticking with the SaaS model helps us differentiate from competitors

... seeded demo data though some of Rewo s core value comes from automation that you only experience over time (and via email), which is harder to demo. As such, curious how others here think about demos: Do you prefer live demos vs

... memory" problem. We don't think it is. It's an interoperability problem. Throughout building our universal memory layer, this is the pattern we kept seeing: A designer trains ChatGPT on her brand guidelines, tone of voice, and client preferences. Weeks of refinement. Then she needs Claude's stronger reasoning for a complex brief. She starts over. A developer builds up context in Claude about his codebase architecture and conventions. Then a new model drops with better code generation ... ... frameworks, methodologies, and client context. Then she needs GPT's plugins for a specific workflow. The relationship resets. The real cost isn't losing memory. It's losing interoperability. As users, we train multiple AIs on our workflows, preferences

... wanted developers to feel what it's like when AI actually remembers users. The demo lets you experience it in 30 seconds. Chat Naturally Talk to the AI like you would any chatbot. Tell it about yourself your name, preferences, interests, anything. Watch Your Profile Build On the right side, you'll see a Profile card that updates in real-time as you chat. Mention your favorite color? It appears. Share your dietary preferences

... initial vision and goal was very different and yet to be executed on. What if users owned their memories not just the app owners? Today, every AI product builds its own silo. You tell one app your name, preferences, goals, history and the next app knows nothing. You are forced to re-introduce yourself over and over. Your digital self is fragmented across different tools and apps. We've always operated under this model and we still do today ... ... provider does. Mnexium s long-term vision is to flip the model and give equal opportunity to users as well as app developers. Instead of memory belonging to the app, memory belongs to (YOU) the person . Your preferences

... with 20+ years of marketing, front-end development, and UI/UX design experience and a stint at Indeed.com, Charlie - our data guru who spent 20+ years as a Google engineer, and Kelsey - who built one of the worlds' first preference-based algorithm architecture that drove a website to be one of the highest-traffic web properties on the globe - are building enterN after being in the trenches as someone behind the scenes and as jobseekers. Everyone knows the hiring process ... ... have developed a bias-resistant, resume-free approach to hiring in the early-talent, entry-level, and front-line worker space; aiming to connect this talent with traditionally overlooked SMB employers to create new pathways to employment based on 60+ preference

... users say in conversations without any separate onboarding forms. If a user says: I m Sarah from Acme Mnexium records: name = Sarah company = Acme You define the schema You choose what fields exist: company_name job_title subscription_tier preferred_pharmacy shipping_preference

... deliver better ROI than paid search, which has become increasingly expensive and competitive. Trial Intelligence : We provide behavioral analytics you can't get from your own trial - comparative shopping patterns, feature prioritization across your category, and benchmarking against competitors. Think of us as a qualified pipeline channel, not a marketing expense. Q: How do you solve the cold start problem? Most marketplaces fail because they can't get critical mass on both sides. A: Our go-to-market strategy addresses ... ... trial optimization platform. Q: What data or insights does VeriTry provide that software companies can't get on their own? A: Our proprietary Trial Intelligence Engine provides: Cross-platform behavioral data : How users engage with your trial compared to competitors

... been working on What to Watch: AI Film & TV , an AI-driven application designed to help people quickly decide what to watch without endless scrolling. The app focuses on: Mood-based and preference-aware recommendations Fast AI-powered suggestions Deep search to narrow results when you know what you want (or when you don t) A simple, distraction-free experience The goal is not to replace existing platforms, but to make the decision process easier and more personal. Available ...

... couple of years, I ve felt the same frustration a lot of AI builders feel: LLMs are powerful, but they don t really know who they re talking to. Every conversation starts from scratch. Your AI assistant forgets user preferences like please keep answers short , it forgets what you discussed last week, and it can t reliably recall that the person on the other side is an experienced dev at a startup, not a beginner. We have incredible models ... ... another memory layer ? A lot of smart people are already working on AI memory. Projects like Mem0 describe themselves as a universal memory layer for AI agents , focused on storing and retrieving user interactions so assistants can remember preferences

... agent tells you: "Don't add personal info!" "Use responsibly!" "We're not liable!" Cool. Great. Thanks for the warning. But nobody's actually SOLVING the problem. Enter projects like [mem0]( https://github.com/mem0ai/mem0 ) - well-funded, ambitious, collecting your preferences, building databases of what you like and don't like. And look, respect to them. They're doing their thing. **But that's not OUR thing.** We're not trying to collect as much info as possible ... ... building a database of your preferences

... core workflow: Raw Input: You just dump your raw, messy text into the app. Auto-Canvas: The app switches to a "Canvas Mode" and automatically applies the correct styles (headings, paragraphs, title) based on the document type (e.g., Report vs. Article). Split Screen AI: On one side, you have your styled doc. On the other, a Multi-Agent Chatbot that helps with grammar, tone, and suggestions without messing up your layout. Done: One-click download to a perfectly formatted ... ... need your help with two questions: Trust vs

... views on their first optimized video because they weren't competing, they were filling a verified gap. Phase 2: Viewer Psychology Mapping Critical Success Factors: Use Channel Insights to decode your specific audience's emotional triggers and content preferences Map viewer journey patterns showing what keeps people watching versus

... Extension and Web App. A new Library UI Switch between Personal, Team, and Public prompts. It works in both the Extension and the Web App, always synced. I'll share more about the Public Library next week! New Language Preferences Choose the output language Pretty Prompt should use when improving prompts (and override the input language). You can also set your default Web App language for a fully localized experience. See here how it works . Here ...

... handles these operations so everything moves together as expected. Stronger file-operation safety We added extra safeguards to ensure files aren t lost during a move even in edge cases or when dragging large groups. New entry points to Preferences You can now open Preferences

... sharing schedule or messaging guests on your behalf if just talking directly to Ting (single-player). We've been using all of those interactions to create memories with the user, which give us a lot more context now, preset preferences, learned preferences

... Product Hunt! I just shipped something that makes SourcePilot different from every other AI writing tool out there. It learns which AI models work best for you. Automatically. No settings to tweak. No preferences to configure. Just use it, and it gets better. The Problem I Solved Here's the thing about AI writing assistants: they're all using different AI models (GPT-4, Claude, Gemini, Mistral, etc.), and each model has its own personality. Some are great at creative ... ... blog posts doesn't work for emails. And you know what's annoying? Having to manually test and switch between models to find what works for you. The Solution: LLM Arbitrage I built a system that figures out your preferences

... text or image files (TXT, RTF, PDF, etc.) and share or print reports in just a few clicks. Full Customization Personalize every detail colors, fonts, rounding, number format, date style, and even numeral system (English or Persian). Save your preferences as profiles and load them instantly. Portable & Installation-Free Runs directly from any folder no setup required. Perfect for USB drives or external storage. Crypto-based Activation Unlock all features for as little as $0.01 (USD equivalent) via cryptocurrency ... ... globally accessible no bank account required. Advanced Settings 8 Rounding Methods including Banker s, Standard, Floor, Ceil, and others. Smart Number Grouping automatically inserts commas while typing. Language Options: English & Persian (plus support for custom translations). Visual Preferences

... queries based on the channel s profile; fetches fresh sources. Curation: ranks/dedupes content; filters low signal links. Writing (Reasoning LLM): produces short, engaging posts in your voice (first person OK), with optional A/B style overlays. Quality gate: similarity vs channel history (to avoid repeats) and readability check. Publishing: schedules and posts automatically (or on demand) with a single bot across multiple channels. Analytics + feedback: auto learns preferred

... gaps we've found through testing and feedback. Are you already using encrypted or secure file sharing tools? If so, what s missing for you? We re excited that Lockbridge lets you send files directly to the destination you prefer- Google Drive, Dropbox, or S3 compatible solutions to make it easy to send and store where you prefer

... downloading the APK from the GitHub Releases page . What s New in v1.1.9: Highlevel Overview: Theme Toggling - Switch between Dark and Light modes Landscape Orientation Support Sensor Status Indicator - Get compass accuracy alerts Settings Screen - Choose your preferred theme "Current Location" Map Button Improved location arrow visibility Smooth screen transitions Features Added sensor status indicator to the top app bar, with an alert dialog to notify users of compass accuracy changes. Introduced a settings screen to manage user preferences

... several years I have used a utility I built to give me an alternative to the Start menu. I have always preferred