... just shipped 5 features for AI engineers: 1. Smart Variables Create templates with {{variable}} syntax. Click to edit, save as presets. Example: Write a {{tone|professional,casual}} email about {{topic}}. Copy Click {{topic

... 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 don't embed well "User streams on Tuesdays" or "Audience is mostly Brazilian" are sparse semantic ... ... every piece of content (tweet, conversation, document), we extract structured metadata: Entities are the named nouns involved Tags are useful keywords Categories are general topics

... tools analyze trillions of data points to identify not just who your audience is, but what they will want next (predictive intent). Content Clusters & SEO: Instead of just keywords, AI builds "topic clusters" that establish brand authority by mapping out how different subjects interlink to satisfy search

... enough you don t need the image generation or vision models. Steps: Open a content website you like and choose an article as your topic. You can also let the AI help you pick one. Summarize the content of this article. You can do this with a one-click summary. Expand your search

... complex semantic relationships and refine extraction. 3/ Semantic & Adaptive chunking Forget about arbitrarily cutting text every 500 characters. Our algorithm respects natural paragraph boundaries and evaluates semantic coherence . If a fragment loses the thread, the system detects the topic shift via embedding similarity to decide exactly where to cut. 4/ The "Secret sauce": Context preservation This is where NeuroBlock transforms the data. We don't just store vectors; we build a Contextual Knowledge Graph in Neo4j . We create `NEXT ... ... scale. This hybrid setup feels more intentional. I especially like the cost angle, using LLMs only where they add value is how I'd design it too. Comment from Carlos Rocamora(@carlos_rocamora): @lazar_j1  Exactly! Pure vector search

... 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 Answers can become outdated as technology, facts, or best practices change.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 on the behavior of a community rather than on intentional ... ... resolved argument they are reading a focused answer. 3. Search

... curate or improve the content, I treated it like what it really is: a dump. Collect everything, tag it by what it s actually about, and make it searchable so people can dig for what they want. What s live right now: Continuous collection of public Grok-generated images Topic

... just launched NBot, a personal AI curator for people who need to follow specific topics over time. Most existing tools focus on one-off search

... usually starts with: Hey silence awkward follow-ups ghosting. Not on mine. This is how it works: You search by interests. You type what you re curious about: Formula 1, French wines, horse racing, crypto, relocating abroad, career doubts, niche hobbies anything You see people who share those interests. You browse profiles of real people who are interested in the same topics

... paper notes using pre-defined notations in your notes. I feel paper notes to be the most intuitive, so I built this product to bring all my paper notes categorized by topic into different folders. I usually write stuff with different topic

... blogs fail because keyword intent is unclear, content structure is weak, and publishing consistently is hard. BloggrAI fixes this by helping you turn keywords into well-structured, SEO-ready blog posts built for both Google and AI search engines. It guides topic

... could evolve into deeper realignment if Gemini keeps outperforming. As someone in HK where privacy matters a ton (data laws + dense ecosystem), the Private Cloud Compute emphasis is reassuring. What do you think happens to the Google-Apple search deal long-term? Congrats on hunting Pickey too! Comment from Huseyin Gungor(@huseyingungor): I actually want to say it's better than nothing. However, that would be disrespectful to 'Gemini'. Gemini is currently among my most frequently chosen agents, along with ... ... that Google strongest historical partner is Android. Yet Apple is choosing Google as AI partner. Feels less ideological and more pragmatic. Curious how others read this, happy to follow and engage with others who are interested in similar topics

... Eureka: Transform PDFs, or topics into interactive knowledge maps. Explore, learn, and create content from your knowledge graph. I'm excited to share Eureka with you today. This project started from a simple frustration: why is knowledge always presented linearly? When I read a book or article, I want to see how concepts connect, explore related ideas, and understand the bigger picture not just scroll through pages. Eureka solves this by turning any knowledge source into a visual, explorable ... ... discover how military strategy connects to business and psychology. What I'm most proud of is the "knowledge graph as script" feature. After exploring a topic

... remain at the heart of this transformation. Among the many tractor brands available today, Preet has become a trusted name for farmers who want power, durability, and affordability. As farmers search for reliable machines for various field operations, Preet tractor price has become one of the most discussed topics

... Technical SEO Suite Included Introducing Keyword Clusters on My SEO King Tool We ve just rolled out a powerful Keyword Cluster feature designed to help marketers, creators, and SEO teams streamline topical research in seconds. The tool groups semantically related keywords, highlights search

... build Eureka? Traditional knowledge is linear. Books, articles, search results all force you to read page by page. But our brains don't work that way. We think in connections, associations, and visual patterns. 2/ Eureka transforms any knowledge source into a visual ... ... explorable map:  Upload a PDF   Get a knowledge graph  Enter a topic

... that opinion s history. Users can fork or unfork existing opinions instead of simply liking or reacting. Each person gradually builds their Opinion DNA based on how they think across different topics. Topics

... minimum of 75 words, to filter out low-effort comments. Leave empty if you don t want to write one. Searching the database The main functionality of the site, is that you can search

... have contact with someone more experienced How do you approach language learning? Which apps, technologies and techniques have helped you? Comment from Peilan Qin(@peilan_qin): @busmark_w_nika  I m learning Japanese and Korean. For complex topics, I turn on the captions. If there are no captions and I can t understand, I use Google Translate to transcribe and translate the audio! When I don t get something, I watch it a few more times, check the dictionary ... ... from Nika(@busmark_w_nika): @rogerbythesea  OK, so your recommendations in TL;DR is: learn the basics of that language try to incorporate the language you learn in daily life (movies, reading books, posts) add vocabulary / learn about topics

... searching isn t just about sending applications anymore, it s about building the right connections. And today, those connections often start with AI. AI networking is transforming how job seekers build meaningful relationships and unlock opportunities. With the right tools, you can research companies, identify decision-makers, and craft messages that sound personal, not robotic. It s no longer about volume; it s about precision and intent. AI helps you find the people who actually influence hiring decisions, understand their ... ... outreach. At the same time, personalization has become non-negotiable. Recruiters and managers are flooded with generic messages, so standing out means showing real interest. AI can help from suggesting conversation openers based on recent posts to highlighting shared topics

... decks, only to end up with something our audience quickly tunes out With Oina, we re changing that. You type a topic (or upload a doc), choose your tone of voice, and our AI generates a full presentation with structure, visuals, and even interactive slides like polls and quizzes. Need fresh data or case studies? Oina can also search

... Library content share reusable insights, analysis, and sector/region knowledge. Build Profiles for individuals and organizations enabling faster discovery and verified credibility. Follow users & curate a Feed stay up-to-date with the people and topics that matter most. Use Unified Search

... mainly came across AEO by looking at competitors and researching. I was always surprised that I d search and end up on the home page of a product, not another more credible source - just because they d written a smart blog post about it. See this for "best free AI meeting assistants", it's just their own web info, but the search

... your unique value proposition is. Can you better understand user needs, offer a superior experience, or attract more traffic than the original? 3. Analyzing Search Keywords to Find Unmet Needs Use tools like Google Trends, Semrush, or Similarweb to analyze search

... raising just $2.2M. That s why I was surprised to see Athena , an early-stage company working on how large language models surface brand-related content, featured in Katherine Blunt s article about the demise of traditional Google search. Instead of dismissing it as a blip (and because I m a nerd), I dissected the bigger-picture story: what the founders emphasized, how the reporter framed it, and the pitch that might have landed them coverage. It turned into ... ... walk you through how I think Athena landed in WSJ. The hope is that you, as a founder, can reverse-engineer the same playbook and become a better storyteller. The beat reporter A beat reporter regularly covers a specific topic