... context is equal. So we stopped treating it that way. Most AI tools store everything the same: Writing rules Personal background Preferences Temporary notes But a rule like: Use bullet points. shouldn t behave the same as: I run a fintech startup and we've just raise $4m So we rebuilt our context system, to help Pretty Prompt give better results. (Best part, the user owns that context, and can use it across any LLM) Launching today Instructions vs

... want to lead this convo) :D Comment from Nika(@busmark_w_nika): @raquel_alves1  Wishing good luck withthe process :) Comment from Nika(@busmark_w_nika): @ng_junsheng  The boths (or all + employees), if they were built equally with a slight emphasis on a personal brand of maker/founder  would be the best I think Comment from Nika(@busmark_w_nika): @eroltoker  Do you find "only the product business" as more successful? Comment from Nika(@busmark_w_nika ... ... nika): @ian_maxwell1  or do it simultaneously :) People live authenticity and sharing in real time, because it feels more current to them! Comment from Nika(@busmark_w_nika): @ian_maxwell2  Can't I choose something between? (equal

... schema 71% 19% Cite data sources 68% 27% Part 3: What content wins AI citations? This is the question everyone asks. Here's the data: Top 5 content types by citation rate: Comparison pages (X vs Y) 3.2x average Structured FAQs 2.8x average Data-driven articles (with stats, tables, studies) 2.4x average "How to" guides (step-by-step) 1.9x average Original research 1.7x average What performs poorly: Short opinion pieces Thin content (<500 words ... ... Pages without structure or headers Content that doesn't cite sources Why? AI engines love pulling from clear, organized, authoritative formats. They want answers not fluff. Part 4: How each AI platform differs Not all AI answers are created equal

... hitting 80%+ of my limit almost every day. Worth every penny. - Cursor: Using about 60% of fast requests. Solid value. - ChatGPT: Maybe 20% usage. I was using it mostly as a Claude backup when rate-limited. - Copilot: Under 10%. VS Code autocomplete was nice but I wasn't really dependent on it. Without usage data, all subscriptions feel equally

... Most products operate somewhere between: best effort compliance and we can t afford full legal and technical certainty . What matters in practice: not every tool fits every risk profile, analytics choices are strategic decisions, not just technical ones. Why alternative approaches are gaining attention. Given these constraints, many teams are reconsidering how much data they truly need. This has led to growing interest in: cookie-less analytics, strict data minimization, focusing on core product metrics instead of exhaustive tracking ... ... example of this approach is CheckAnalytic.com : no cookies, no personal data, no consent banners, clear, unsampled metrics focused on essentials. It s not a full GA4 replacement and it doesn t try to be. It s a practical alternative

... stage capital. Essential Founder Tools Access to pitch-building tools, templates, AI-powered assistance, and fundraising workflows. Curated Playbooks Everything from investor outreach strategy to documentation checklists simplified and accessible. A founder-first approach Designed for clarity, speed, and equal opportunity for anyone with ambition. Who it s for Early-stage founders preparing to raise Builders seeking transparent funding resources Students and researchers transforming ideas into ventures Anyone outside traditional tech hubs who deserves equal

... 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

... Netflix uses for recommendations). Here's the flow: USER FEEDBACK LOOP Write AI Suggests Accept/Deny/Retry System Learns Model Stats DB Model A: 85% Success rates Model B: 72% Model C: 91% Use this one! Thompson Sampling Algorithm Balances exploration vs exploitation Try new models Use proven models (10% of time) (90% of time) What's Thompson Sampling? Think of it like this: The Casino Analogy: You walk into a casino with 5 slot machines. Some pay out more than others ... ... know which. Strategy 1: Pick one machine and stick with it Problem: Might be the worst machine Strategy 2: Try each machine equally

... Somewhere in the middle Luck. A big partnership fell through Friday Monday night, one of the biggest tech companies in the world emailed to pilot. That s the ride, but my heart rate struggles. Founder life is toxic fun. Equal parts fear + excitement, just like a theme park. Wouldn t change it (most days). Full blog here on our Substack: https://chiefting.substack.com/p... If you re thinking about starting your own journey, my DMs are open. If you also just ... ... want to vent, same DM open to you! -Dan Comment from Sanskar Yadav(@sanskarix): Couldn t agree more Building in AI feels like living on fast-forward, with wins and headaches in equal

... removes saved detection results for that image so reports will not include them. Thumbnails mirror detection overlays so you can track which images were processed. Models: We use (e.g., yolov8x.onnx) for high accuracy and performance. FILTERS Available filters: Histogram Equalization, Adaptive HE (CLAHE), Sobel/Laplacian edges, High-pass, Fourier visualization, Infrared (colormap), Binary Threshold, Contour detection, Gabor, Brightness/Contrast, Non-Local Means denoise, RGB channel decomposition, Unsharp mask, Clear Filters. Applying a filter automatically clears detections and manual annotations for the current ... ... VERIFY INTEGRITY Recomputes SHA-256 and compares against the baseline captured at load time. Results are shown via centered toast notifications. COMPARE TWO IMAGES Pick Image A and B from currently loaded items; click Run Comparison. Metrics: SHA-256 equality

... After getting sick of my bad audio quality of realme device, i started exploring for some equalization apps. Came across a few, but all of them were quite messy, too many ads or simple un-usable. So over a period of a few months, i was working on my own Equalizer

... founder of Equally AI. We ve been quietly building something that makes the web suck less, especially for people with disabilities. Because right now, even well-meaning teams are struggling to build accessible websites. Here's what we kept hearing from devs and founders: I ran a scan now what? I want to do accessibility right, but I don t speak legal. We tried fixing our issues then got hit with an ADA lawsuit anyway. So we built Equally

... need to be equal partners Tim (my cofounder and co-CEO) and I started with quite asymmetric experience. I had previously been a VP of sales, responsible for sales, support, and account management. Tim was an insanely talented, 23-year-old engineer, and was much earlier in his career I m nearly 10 years older. I diligently pushed myself hard at school, got straight As, and went to one of the top universities in my country. Tim quit school ... ... because he realized he was earning more than his teacher, and has worked ever since. Me (left) and Tim (right) at our Mykonos company offsite in 2024 Despite these differences, we realized it was important to be equal

... recently got fascinated by how powerful vibe coding has become, so I started lurking around Reddit to see what folks have been building. Instead of seeing product demos, I see an equal number of complaints about how users run into a wall when their app is 90% complete. They start burning credits and watching AI running in circles. The frustration is felt all over the place, ranging from Supabase auth problems to Webhook misconfigurations to Deployment failures ... ... have a technical background, and the learning curve of software engineering is pretty steep. It would be too much of an ask to investigate stacktrace and come up with sound debugging instructions. They are not comfortable with the VS

... attention. I wrote my most viral post in 10 minutes while having morning coffee. You never know what will take off. Don't overthink it, just start writing and posting. 2. Don't be afraid to help competitors Some people say building in public I only give my competitors

... collaborative and productive environment. It offers participants the freedom to move around the meeting space (designed as various maps, some inspired by games and some based off of actual office blueprints). Nonilion is a distraction free google s meet alternative, with perplexity ai, multi participant screen share, interactive multi participant games, file sharing, custom characters and more. Nonilion is free to use for all the users and also offers a pro plan for meetings that required custom room names ... ... writers, video editors and front-end developers to focus and work in collaboration. Two or more groups talking over each other or sharing screens at the same time resulted in other groups to sit and just watch. As an alternative