... interesting risk too though - if one agent writes something slightly wrong into that shared brain, does it just quietly become the assumption every other agent builds on top of? curious if there's any kind of confidence/source tracking on facts in that memory, or if it's treated as equally trustworthy regardless of which agent or tool contributed it Comment from Omar Ghandour(@omarships): @galdayan  Both, and you don't have to wait for it to fix itself ... ... ways. One: the next correct run supersedes the old fact

... remember a fact. But can it understand how that fact

... Random Facts API is a lightweight Apify Actor that gives developers instant, structured access to 1,000+ verified facts

... finally had enough of Microsoft Word. I was writing a fantasy series with deep worldbuilding, hundreds of characters, multiple magic systems, interconnected timelines and Word was buckling under the weight of it. But when I looked at the alternatives, nothing quite fit. Most word processors aren t built for long-form fiction. They re built for essays, reports, blog posts. They don t understand what it means to manage a series with seven books and a living lore bible ... ... deep, from series all the way down to individual beats. Documents are organized the way books are organized, not the way office memos are organized. Worldbuilding. A lore database called the Legendry that supports 12 entry types; characters, locations, factions

... rebuilt it completely. Now it runs 3x/day, 3 quality matches per agent. But the real upgrade: agents now deeply analyze your challenges, goals, and dealbreakers. Early users reported that similar profiles were matching each other: competitors finding competitors

... 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: 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, slot-based facts

... assistant for content creators that learns their voice and context over time. The memory layer is critical. It's what makes the AI actually useful after the first conversation. Our first approach seemed sound: store memories as small facts, embed them, run semantic search against user queries, pass top matches to an LLM for relevance filtering. It worked good, but not great. Here's why: Problem 1: Facts

... founder of AxusAI. For years, I was frustrated by the state of the internet. It felt like every search was a battle against ads, SEO spam, cookie banners, and now, AI "hallucinations" that make up facts. We all use search daily, yet the experience is broken. So, I decided to fix it. My Manifesto: The Internet Deserves Better I didn't want to build another AI wrapper. I wanted to create a search engine that respects your time, intelligence ... ... Earth equal access to information. 2. Axus Flow: Learning, Not Doomscrolling We all love the infinite scroll, but it usually makes us feel drained. Axus Flow turns that habit into an intellectual exercise. It s a feed of curated facts

... served dynamically from databases. This approach has some strengths. It encourages participation, allows multiple viewpoints, and can surface niche expertise. However, it also introduces several systemic problems that become more severe at scale. Answers can become outdated as technology, facts, or best practices change. Threads often drift off-topic. High-quality answers may be buried under newer but less accurate responses. Performance can degrade as pages grow larger and more complex. And critically, the usefulness of a page often depends ... ... behavior of a community rather than on intentional editorial structure. Qeeebo takes a different path. A Static, Structured Alternative

... more creative deals Someone without those words keeps making the same offer in different packages 3. How you evaluate trade-offs Rich vocabulary = you can hold multiple competing values simultaneously Limited vocabulary = you collapse complexity into binary thinking Pragmatism vs idealism. Short-term vs

... live on Product Hunt! AI drafts often look polished - but the facts, sources & claims don t always hold up. ContentLift fixes that. It s the fact

... like button. Benchmarks, benchmarks, benchmarks Benchmarks should always be taken with a grain of salt . They are effectively a snapshot of a models capabilities under near perfect conditions. Sort of like the Big Mac you see on the ads vs the Big Mac you get in the bag. It gives you a good idea, but they're far from a perfect measure of real world usage. Math (AIME 2025, no tools): 94.6 percent Real-world coding (SWE-bench Verified ... ... Multilingual programming (Aider Polyglot): 88.0 percent Multimodal understanding (MMMU): 84.2 percent Medical reasoning (HealthBench Hard): 46.2 percent Graduate-level logic (GPQA without tools, via GPT-Thinking Pro): 88.4 percent In production, GPT-5 Thinking cuts hallucinations by 45 percent versus

... Introducing Faktcheck The Truth Layer for the Internet In a world flooded with misinformation, Faktcheck helps you verify content in r eal-time , right where you read it. Highlight a sentence, right-click, and fact-check. Get AI-assisted accuracy scores, source links, and community-verified insights. Build the Tree of Knowledge a decentralized, tamper-proof record of what s real. Earn rewards for verifying facts

... Into Digital Assets Technology is changing everything from how we shop and invest, to how we learn and work. But for many people, these changes feel confusing, even unfair. Big companies use data to get richer. Experts argue about facts. And most people are left out of the benefits. LearnPool is built to fix that. It s a new kind of project that lets regular people share useful knowledge every day and get rewarded for it. It s simple ... ... meaningful. Whether you re a student, a trivia fan, or someone who just loves learning weird facts

... wasn t part of the team building it, I d probably scroll past too. But hear me out We built something called LearnPool. It s a platform where you literally get rewarded for sharing short, verifiable facts. That s it. Know something cool? Useful? Weird but true? Drop it on LearnPool it becomes Public Knowledge (PK) you earn $LEARN tokens. Here s how it works: You submit a short, verifiable fact