... Records? Mnexium memories are great for capturing facts, preferences, and context from conversations. But many AI applications also need to manage structured business data events on a calendar, deals in a pipeline, contacts in a CRM, tasks on a board, inventory items, support tickets. Until now, you had two choices: build a separate database and API layer for your structured data, or try to shoehorn everything

... would have instantly retweeted, liked, bookmarked, and moved on. Oh, and maybe sent to my boss (by accident). Now - as a slightly more evolved marketer these days - I paused. Because while I agree marketing is becoming more important than ever product is still everything

... chat = alice.create_chat(ChatOptions(learn=True, recall=True)) chat.process("My favorite color is blue") chat.process("What is my favorite color?") # Remembers! Core Concepts Subjects A Subject is a 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 ... ... chat.process({ content: 'Tell me a story', stream: true }); for await (const chunk of stream) { process.stdout.write(chunk.content); } # Python stream = chat.process(ChatProcessOptions(content="Tell me a story", stream=True)) for chunk in stream: print(chunk.content, end="", flush=True) Real-time Memory Events

... When we started building Play the Event , one thing was clear: events

... TLDR: One person posts a complaint in Discord, nobody can tell if it's real or not, and your whole team burns two days chasing it. I've watched this happen over and over at studios of every size. The fix isn't "listen harder," it's having someone who actually knows if a complaint represents five people or five hundred before the team scrambles. Someone posts in your Discord server: "The animation system is completely broken." A developer sees ... ... team is context-switching into a problem that might affect twelve people. I call this a feedback witch hunt. One person surfaces something that sounds urgent. It spreads internally before anyone can figure out if it's actually widespread. Everyone

... unexpected turn in university: criminal investigation. On the surface, it looked far from math. But the deeper I went, the more familiar it felt. It was still logic just expressed differently: behavior linked to evidence , people linked to events, and everything

... Managing an event shouldn t feel like juggling chaos. PlayTheEvent gives you a single, elegant control center to plan, organize, and execute events

... Create events without friction. Designed for everyone

... Plan, manage, and analyze your events from a single, intuitive dashboard. With Play the Event

... best friend forgot my birthday last year. Not his fault. He's busy. Life happens. I didn't even remind him. But it stung a little. also I was burn out with lots of work, failing in everything

... Cronos Browser The browser the web deserves. Privacy. Speed. Intelligence. Built-in. For everyone. For years, we ve been told that privacy comes at a cost. That powerful features require cloud services. That transparency is impossible in modern software. We built Cronos Browser to prove otherwise. Today, we re introducing v11.1.0 a browser that doesn t just promise privacy, but proves it. In real-time. For everyone

... Answers.com , Quora, and traditional Q&A platforms and why the difference matters. The internet is overflowing with places to ask questions. From community forums to social platforms to AI-powered chat tools, people have more ways than ever to seek answers. Yet paradoxically, finding clear, reliable, and fast answers has become harder not easier. Most Q&A platforms were not designed with long-term knowledge preservation in mind. They are optimized for engagement, discussion, or real-time interaction ... ... Performance can degrade as pages grow larger and more complex. And critically, the usefulness of a page often depends on the behavior of a community rather than on intentional editorial structure. Qeeebo takes a different path. A Static, Structured Alternative

... rise of a more social web for Huff Post. At the time, Facebook was updating its News Feed and bringing Spotify, Zynga etc. into it. Google was also launching Google+. Obviously, one changed the internet. The other validated it, even if it didn't pay off. If you think about that shift, we stopped going to the internet to browse our top 10 sites and instead Facebook became the front door to the internet as things collapsed into a feed ... ... Substack I'll link at the end, but to avoid UI hopping I wanted to provide the basic summary here. If you've been trying to build something but you're fighting against entrenched user behaviours with a competitor

... builders to test it out. You can take your existing agent code, fill out a simple manifest, run a few CLI commands, and have a shareable, web-accessible agent in 10 minutes. Links at the bottom. Happy New Year, everyone. I assume most of you here are tech professionals or enthusiasts. Over the past year, AI Agent has been the biggest buzzword. It s reached a point where hearing someone say I m building an AI Agent almost gives ... ... hard it s been for agentic applications to actually land in the real world. The funny thing is, if you look around, there are tons of products claiming to help you build agents. Diverse frameworks, tools, and templates are everywhere

... Since launching on Product Hunt, the feedback has been amazing. A dozen messages, feature requests, and ideas are flooding in from every platform. And honestly? Some of you have taken ExtraBar further than I ever

... Three. Months. They text me: "Drinks tonight?" Me: "Can't, working on Context Sync." Them: "Drinks this weekend?" Me: "Context Sync." Them: "Mate, you've become a NERD." And you know what? **They're right.** And I don't even care. Because three months ago, we had 10 stars on GitHub. Last week? **We hit 56 stars.** And our downloads went from 550 to **1,500 in a single release.** First star comes in. I screenshot it. Send ... ... everyone

... today, we re at $5.1k MRR. That didn t happen overnight. In fact, during both launch days, performance was underwhelming. But looking back, those launches were still some of the most important things we did. I tried almost every growth tactic I could think of over the last few months. Some were huge time sinks, some quietly compounded and ended up carrying most of the growth. Writing this out so others don t repeat the same mistakes. Context ... ... product of the day. First launch landed us #7 Product of the Day Second launch didn t perform great during the day either But here s what actually mattered: First launch got us our first 2 paying customers ever

... Everything with Ting started here on Product Hunt, so feels only right to wrap the last four months. It s been mad . It's the only word I can use. First time founders, new team, big idea, AI - I mean, that's all the fun ingredients. So what does 'mad' actually mean though? Let me try... 1. Less sleep. 2. More internal reward. 3. A new ability to sit at the tension of everything

... discussions on the forum and sometimes joined them - it's amazing that you can ask anything and people really help! Being active on the forum and supporting other launches helped me meet many people who shared launch strategies. And everyone repeated the same thing: you must be present on Product Hunt daily. How We Found Our Hunter Sounds like How I Met Your Mother , right? I started chatting with @chilarai , and he mentioned that they teamed up with @fmerian ... ... their launch, which ended up becoming Product of the Day. I wasn t sure whether to reach out to Flo for a few days, but eventually

... that time of year where if you re not writing a year ahead post, then what are you even doing? As a founder building in AI, you sit in a weirdly privileged spot for this kind of thing. You re building with AI daily, you re meeting with developer advocate teams, you re at events

... : ' Ever asked ChatGPT about "the login system" and watched it confidently mix up three different projects? That's memory bleed i.e. when your AI assistant can't separate your contexts. Your healthcare client's specs bleed into your fintech code. Your Python project gets Node.js suggestions from yesterday's conversation. Your personal writing style contaminates professional emails. The problem? Most AI memory systems are like throwing everything

... months debating the color of a button. But when it comes to creative work (branding, design, copy, storytelling), sprinting nonstop comes with side effects: ideas get flatter decisions get safer and suddenly your unique identity feels suspiciously template-ish Even concepts that seem great in the beginning need a moment to make sure they're really great. Here are a few ways to keep speed without sacrificing soul: 1. Define where speed matters and where it doesn t Fixing typos ... ... Fast. Shaping your brand voice? Slow. 2. Think and act on deadlines, not emergencies When you're building, it's easy to see every

... have ever sent calendar invites from your own backend, you have probably seen this problem: You send an event

... finally found a good psychologist, the first thing she advised was to start exploring my emotions.  The hardest part was tracking them daily and remembering to do it all by the next session. The main point wasn't even about describing the situation or mood of the day, but rather the emotions themselves because they are that first, automatic signal that triggers a reaction, a feeling, and, ultimately, a mood. At first, I tried keeping a paper diary ... ... working tool and decided to create my own. All the popular apps I found were either simple diaries where you can scribble a bunch of text and attach photos, or mood trackers, or very superficial ones that didn't even

... Using AI Voice Input These tools are now: faster than most people s typing speed more accurate in real prose than typing fast dramatically better for thinking out loud deeply integrated with personal and work AI tools available everywhere (desktop, mobile, and now keyboards) For most people developers, writers, PMs, operators voice is already better than typing for a large portion of daily work. Snapshot: Pricing & Platform: Funding (publicly disclosed where available): Wispr: $81M+ total, including Series ... ... Willow Voice: YC-backed; thus also at least $500k raised Others : no public funding data; best understood as indie / bootstrapped / OSS. TL;DR: Your Award Winners The People's Champ: @Wispr Flow Readability Award: @Aqua Voice Privacy Award: @superwhisper Everyday