... 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 ... ... Real cost impact By offloading the heavy lifting to classical NLP and using the LLM only where it adds value, NeuroBlock slashed the transformation cost heavily. Relationship extraction accuracy? 82.4% . Thoughts? Are you still relying solely on pure vector databases

... other users. Threads grow over time through comments, edits, and votes. Content is 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 Answers can become outdated as technology, facts, or best practices change.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

... website looks on social media, texts, and more.   https://www.howsitlookin.com/ @Johari Window  Johari Window helps you understand yourself from multiple perspectives.   https://johari.com/ @LinkedIn Saved Posts Manager (Free Tool) Save and organize posts using #tags & topics with Buyerstage on LinkedIn   https://www.buyerstage.io/free-t... @Mirror  Deeply understand yourself and every relationship   https://www.mirror-hq.com/ @Notion Focus on the conversation while AI captures every word.    https://www.notion.com/product/a... @Nyan Cat Progress Bar Your YouTube ... ... ridiculously tiny Mario ever right in your URL bar.   https://diego.horse/tiny-mario @To-Do List Hell  Where tasks go to die   https://www.todolisthell.com/ @Tripsy  A Complete Travel Toolkit   https://tripsy.app/ @TrustMRR  The database

... made it open source. Now the flow looks like this: 1. Your app or agent sends a normal OpenAI-style request but to the GetProfile proxy. 2. GetProfile loads the user s profile and relevant memories from its database. 3. It injects a compact profile summary, traits, and selected memories into the prompt as a system message. 4. It forwards the enriched request to your actual LLM provider (OpenAI, Anthropic, OpenRouter, etc.). 5. It streams the response back ... ... Captures It receives conversations between your users and your AI via an OpenAI-compatible chat completions API. 2. Extracts It uses LLM analysis to extract structured traits (like expertise level, tone preference, interests) and important memories (events, milestones, recurring topics

... 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 the database

... vibe coding" tool Emergent , it should be able to handle complex workflows and webapps, so I'm trying that as well now. Seems like a good tool to try and build my SaaS idea in. For research on any topic: @Perplexity is awesome. Comment from Raf Vantongerloo(@rafvantongerloo): @jochen_zehe  I got them "for free" for a year with a Lenny's Newsletter subscription. That's why. Lol Comment from mina(@minach): @samantha_den  Beautiful point . tools help ... ... MVPs. Curious which tools people trust most once things hit production. Comment from Egor(@egorvert): @pranav112000  By far my most used MCP is supabase since I use it not only when I need to make changes to the database

... balaji_rao1): Great summarisation @fmerian . Here are my Top 4 inferences and opportunity gaps for builders - For everyone to build (including 63% non developers) apps that are actually meaningfully useful tools/products - Full stack solutions with environment variables management, database, hosting, deployment, version control, SEO optimisation and many more attachments are required Adoption is everywhere but is the repeat usage enough to get someone fully equipped to really build meaningful solutions How to balance quality of generation and moderation of usage ... ... channel where he builds an LLM from scratch. His key takeaways lean on vibe coding requiring high touch engineering-in-loop . Check out his latest tweets on X or recent podcast with Dwarkesh Patel where he touches on the topic

... At a time when everyone allows themselves to build any solution using AI, it is difficult to differentiate themselves, and ...

... meant for platform-specific, but also general advice. I have these 3: Go to the platform where your target audience is certainly (and focus on this one at the beginning) Talk about what you love (choose one main topic) Interact more than you yapp at the beginning :) Comment from Nika(@busmark_w_nika): @partick_support  " Your win is my win ." :) Comment from Yemi Oyepeju(@uxyemi): @sarrah_pitaliya  "Leave thoughtful comments, DM people, be part of the ecosystem" Comment ... ... uxyemi  That is how I would go too :) Comment from Nika(@busmark_w_nika): @uxyemi , I would like to know about some place where they are present, maybe there's a database

... feel HR was hit more by the current zeitgiest than AI. I had automations and Slackbots galore. There were full blown data scientists in HR, who created their own python automations, had jupyter notebooks pulling from live databases, and you get the idea. I'd say from past experience that finance (FINRA for example) has even stricter rules to follow than HR, rules that are not as open to interpretation. Is AI taking over Finance at the same pace ... ... changed as much as the business needs it too so that they can fit into the party, and in todays world it's certainly a tight fit. Comment from Kartikeya Mishra(@salestarget): This is such a timely topic

... I've been pretty impressed at the amount of products people (including myself) have been able to create which got ...

... Maybe this post will help makers understand how much people are willing to spend, what products are useful to them ...

... from Arthur West(@c_arthur_west_iv): hey, cool thread! we are buiding ideahunt.app , a place to discover AI-vetted startup ideas from pain points sourced from Reddit and Hacker News! It's basically a big vetted startup idea database that gets updated daily based on real user pain points found in online discssions. Comment from Gabe Perez(@gabe): @jakecrump  oh that's super interesting! You're like in theory combining weight training with some cardio. I'm actually ... ... Crump(@jakecrump): @catt_marroll  Ooh, I love the idea of getting to set up your own triggers for notifications. Comment from Arthur West(@c_arthur_west_iv): @jakecrump  Exactly, it categorizes them and them groups them by topic

... Firebase are the best choice for every app because that s what the AI keeps suggesting. Take encryption for example. AI might give you one line of code and call it a day. But encryption is a deep topic. It takes time to understand and there are many important considerations when building secure apps. I won t go too deep into the technical side right now. But here are a few things I d recommend: Talk to a developer friend ... ... about whether you can code. It s about building a problem-solving mindset. Start small, build quiz apps, calculators, or directories. Then move on to more complex things like working with databases

... rather than everything in one go. Custom CMS and Data Management You can easily build a custom content management system within your Bolt application to preload and manage data in your Supabase database. Bolt can quickly create interfaces for uploading CSV or Excel files directly into your database

... been exploring MCP , an open standard from @Anthropic that aims to simplify AI integrations. In theory, this should make it easier to connect AI with databases, task managers, or even development tools. But I m curious to know how well it actually works in practice. If you ve tried MCP with PostgreSQL, Todoist, or other services , I d love to hear: What was your experience setting it up? What limitations have you come across? I ll be sharing a deeper ... ... there s a couple different community mySQL and MSSQL servers that would allow you to interact with the databases

... social proof! I like this, good work Comment from Harriet Morton-Liddle(@harriet_morton_liddle): @steveb  Thanks appreciate it! Yeah we have a database of parental leave policies to help people negotiate but we also have our membership which a community as well as access to masterclasses where we deep dive on topics

... question Comment from Nika(@busmark_w_nika): @ray_luan  + Every day I receive such a message like: Can you please delete my account and data? So education would be very beneficial (I mean on the topic of data security). Comment from Nika(@busmark_w_nika): I think that vibe coding for a solo is great for a very small team but (without any coding knowledge) I wouldn't make a solution that is sensitive to data ... ... target audience is developers, so their app is more flexible for coders to modify and integrate with Supabase, widely useful tool. However EZsite AI's main customers is SMBs with no coding experience, so we build native built-in database

... another product update that nobody but the engineering team is excited about. Select text Double-tap Shift Make this sound like people should actually care about this update Three seconds later, she s sending an email that somehow makes database optimization sound sexy. She s out the door by 5:01. The Developer With Stackoverflow Fatigue Alex is debugging a function that s throwing errors so cryptic they might as well be written in Klingon. Select code Double-tap Left ... ... more opening 17 browser tabs or piecing together solutions from five different answers from 2011. The Student Writing a Paper at 2 AM Jamie has 500 words of a 2,000-word paper due in six hours. The topic

... Comment from Tasos V(@cryptosymposium): @hussein_r  Well im writing in a book what life has taught me so far, and how someone can navigate the modern world. Basically mixes some ancient wisdom, with some 20/21st century psychology topics. And all of those from a developer's perspective who enjoys making music. A solopreneurs reflections kind of thing, what I would teach my kids if i ever had any. Comment from Harvansh Chaudhary(@harvanshchaudhary): Stripe's refusal to approve ... ... their interest), they know everything upfront and then they ghost :D Comment from Vishakha Gupta(@vishakha_gupta4): Getting the target audience to know about our product. No matter how much we could perform better than existing graph-vector databases

... that s been my experience at all. And I m not the only ops leader to say this. Rippling s been the star in larger growing startups during the scaling phase. They focused on payroll and strong HR database and reporting and automation. They intro ed PEO in 2020, and just started rolling out EOR in 2023 as we were in the evaluation phase to migrate to them. What I dislike most about Rippling is 1) I feel nickel ... ... back in 2021 and kept harping on the fact that they needed to bring in EOR services so we could bring our whole team (international was on Deel) to Sequoia. Well, I never heard anything from them on that topic

... then one day later they opened up my account again apologising etc. But since then my reach has gone real low. And I post stuff like the one you just shared :) So I dont know. True, crypto is controversial topic, however I dont just talk about crypto related stuff, and still dont get the reach. What do u mean tastemakers? Comment from Shivam Singh(@whatshivamdo): I totally get what you're saying @cryptosymposium . I've def played around with ... ... tasks to help you. My general suggestion: Do not rely only on AI. Add something yours because your personality, your unique way is your signature. Don't be someone else's copy that ChatGPT copied somewhere from some database

... undecided it feels unfamiliar. Comment from Oliver Henry(@oliverhenry): @cryptosymposium It seems that, it is linked to a technical handling of data or a backend or maybe database fault? Comment from Luke (@luke_arwayda): It definitely feels somewhat similar to reddit. Will need some time to get used to having the topics

... Alex, you might have noticed me and other repeat hunters posting about Google, OpenAI, Microsoft, Meta, etc. Sometimes these hunts are requested or seen in the news or known internally through their teams. Example, Reddit has a special database of people who they inform when a new update is released for the community. I am on it. A Reddit employee added me. Sometimes after hunting if we are in touch, we inform the team before or after the hunt ... ... innovations. When PH started, it didn't have Makers posting their own updates, there were Hunters who posted products that they found interesting. Hence the name product "hunt"? :) Comment from Nika(@busmark_w_nika): @rohanrecommends @byalexai This is interesting topic