... times on Version A and 50 times on Version B, replacing binary pass/fail metrics with rigorous statistics. We designed the output to provide: A Mann-Whitney U p-value. A Cohen's d effect size. A bootstrap 95% Confidence Interval to prove whether the behavioral shift is real or just noise. This OSS solution is entirely open-source (Apache 2.0), self-hostable, requires zero API keys, and is built on pure Python + SciPy. Test it out before the official launch ...

... waiting on a webhook is the right instinct, that's basically the same pattern I lean on for verifying browser actions, re-read the actual state a moment later instead of trusting the success signal. The 15 minute interval is the number I'd poke at though. If a stuck webhook and a slow poll cycle ever overlap, does a customer see a false payment failed in that window, or does the UI just sit on pending until the next ...

... carelessness. They violate it because it was never written anywhere they could read. Mart n's point about making it structurally hard to bypass the source of truth is right, and I don't think it's an alternative to a review layer so much as the other half of it. Structural prevention covers the constraints you thought to encode. The drift that actually hurts is the one nobody had articulated as a rule yet, because if you could state ... ... weeks is the part I'd sit with. By week six the decision is load-bearing, and the fix has stopped being a revert and become a migration. The cost isn't the wrong call. It's the interval

... paginating through a dashboard, you need a sticky session. Switching IPs mid-login looks like account takeover to modern anti-bot systems, and you'll get blocked instantly. Match the rotation mode to the task, not a fixed interval. 2. Your TLS handshake is leaking. This one caught us off guard. Anti-bot systems don't just check your IP they fingerprint your TLS handshake (JA3/JA4 hash) before any HTTP header is even sent. Python's requests library, curl ... ... fingerprints that get flagged in milliseconds. A perfect Chrome User-Agent won't save you if your TLS signature doesn't match Chrome's. 3. Throttle like a human, not a machine. Sending requests at perfectly uniform 2-second intervals

... looks dead on a day two metric and you will conclude the wrong thing about a product that is fine. So set the window from the task instead. How often would a real person genuinely have this problem? That interval is your window, whatever the dashboards default to. Also, you do not actually need the auth layer for version one. A local flag with a first open timestamp gets you most of the signal today, and you can backfill properly ...

... what you're training for (5K to marathon) and when; it builds the whole plan every week to race day, every pace derived from a race you've actually run and your Watch runs it from the wrist: live intervals, pace targets, haptic cues, no phone needed. The part we're proudest of: the plans don't come from a content team or an LLM. They come from a deterministic Swift package encoding the classic coaching canon (Daniels, Pfitzinger, Higdon ...

... discussion as long as you have something to say. :) Comment from Oluwanifemi Oluwadamilare(@oluwanifemi_oluwadamilare): First, your health is very important. So as long as you're moving, exercising, using the correct sitting posture, eating well and standing at intervals, you should be okay. But then, get photochromic glasses if you spend a lot of time in front of your computer. You shouldn't damage your eyes just because you're grinding. You might also want to get a smart ...

... minute one. The self-multiplying API traffic, gone This is the one that actually mattered. octoscope's auto-refresh used to be able to spawn an extra timer chain every time you hit `r` or changed the interval. Nothing visible but over a long session those chains stacked, and the app quietly accelerated its own polling. The longer you left it open, the faster it hit GitHub, and the more of your rate-limit budget it burned for no reason ... ... there is exactly one timer, period no matter how many times you refresh or retune the interval

... terminal. Question back, since you're at the manual stage: when you check manually, what's your actual interval, every few minutes, or only when you happen to surface from something else? I'm trying to map how people poll today, because the honest pitch is "replace your polling interval

... BMAD method, which, while time-consuming in terms of responses and interaction with an AI, allows you to ask the right questions and define the right direction and architecture. Then, I coded with Claude Opus and, at regular intervals, had the generated code audited by another AI. I started with Gemini and now I'm doing this with GPT5.5. So, BMAD is my architect, Claude my developer, and GPT5.5 my QA, and so far, it's working. If this ... ... when I started building Luminens a 16-bit browser RAW photo editor running on WebGPU and libraw-wasm. Talk about a nightmare of structural complexity. I moved away from automated builders (I've tried all of them), switched to VS

... local LLM no cloud, no data leaving your machine. 2. Client-Side Scene Detection Detect visual scene changes (camera cuts, angle changes, lighting shifts) without sending a single frame to a server. How it works: - Extracts frames at configurable intervals (default: every 0.5s) - Computes 24-bin RGB color histograms for each frame - Calculates chi-squared distance between consecutive frames - Flags changes above threshold as scene cuts or dissolves - Shows before/after thumbnails for each detected scene change All processing happens ... ... strong especially the pain English structured edit plan user approval execution loop. If you extend the Co-Pilot, the next big win would be multi-video story assembly (auto picking best clips across folders/projects) or auto social variants (TikTok vs

... octoscope is configurable now. v0.8 lands the configuration story we've been building toward split across two patches but one product idea: octoscope should adapt to your habits, not the other way around. Three things changed: `~/.config/octoscope/config.toml` : set `refresh_interval`, hide private items by default with `public_only`, opt into a denser card layout with `compact`. CLI flags `--refresh 30s`, `--compact`, `--public-only` and `--config PATH` override the file when you want a one-off run. In-app settings panel ... ... press `,` (comma) while running and a panel opens: refresh interval

... some reliable options. Comment from Abdelhak Akermi(@abdelhak_akermi): @rivra_dev  That's a perfect use case for ClawTick. You could schedule a webhook job to hit a news API or financial data endpoint on a regular interval, and if it ever fails, you'll get an alert immediately instead of finding out hours later. No local server to crash. Want me to help you set one up? Happy to walk you through it. Comment from Abdelhak Akermi(@abdelhak ...

... cart abandonment by price range, category-level differences 2 Revenue & Pricing Where the money comes from AOV trends, revenue concentration across categories and brands, price sensitivity 3 Customer Retention Who comes back repeat purchase rates, cohort analysis, repurchase intervals Each area includes its own detailed analysis prompt. For example, the Conversion Funnel prompt tells the agent to check cart abandonment by price range, compare category-level conversion, and estimate revenue at risk and it defines what "critical" vs

... analytics. The reason cycling figured this out is the Coggan framework. FTP, W/kg, TSS, CTL all map to specific prescriptions that are an industry standard, so the number isn't just a number, it tells you whether to do intervals today or sit on the couch. That only worked because the formulas are public and reproducible across platforms. Curious to see whether Open Wearables ends up taking recovery scores in the same direction, where an open algorithm carries an open ...

... launching FoundersDeck an EU-hosted monitoring and status page toolkit built specifically for SaaS founders. The problem I solved for myself: When I needed monitoring for my own projects, every tool I found was US-hosted. EU alternatives exist, but each one is a separate tool, separate account, separate invoice. Quickly 80 +/month. So I built FoundersDeck. One tool. German servers. No CLOUD Act. Free tier included. What's live today: Uptime Monitoring (down to 30s intervals

... Tired of duct-taping UptimeRobot + Statuspage + PagerDuty + Canny together and then realizing they're all US-hosted? I built FoundersDeck to fix this. One toolkit for SaaS founders who build in the EU. What's live: Uptime Monitoring (30s intervals) Public Status Pages (custom domains) Multi-channel Alerts (Email, Slack, Discord, Webhooks) GDPR-native, DPA instant download, German servers Free tier, no credit card. See it in action this is our own status page: status.foundersdeck.dev What's coming: Changelog, Feedback ...

... Quizlet. You want to remember what you learn. You've tried apps that promise to help, but they keep getting in the way. Let me guess: you opened Anki once. Saw dozens of options. Tags, decks, subdecks, burying intervals, custom scheduling, plugins, themes, synchronization, statistics, add-ons... and closed it. Or you downloaded Quizlet. Found pre-made decks, spent hours organizing them, never actually reviewed. Here's the uncomfortable truth: most spaced repetition apps are designed by power users ... ... power users. They've lost sight of the actual goal: remembering things. MemoRep is different. It was built on one insight: simplicity beats complexity every time. The Problem: Feature Creep vs

... amounts more accurately over time. The athletes on the other hand, will almost all use caffeine to perform. For the athletes who are more athletics based, the dosing should be much lower than most people think and at regular intervals dependent on the event, and the dosing of caffeine for strength training is actually much higher than most people think ( considerably in fact ). The common theme here is whether you know it or not, everyone uses caffeine to perform ...

... amounts more accurately over time. The athletes on the other hand, will almost all use caffeine to perform. For the athletes who are more athletics based, the dosing should be much lower than most people think and at regular intervals dependent on the event, and the dosing of caffeine for strength training is actually much higher than most people think ( considerably in fact ). The common theme here is whether you know it or not, everyone uses caffeine to perform ...

... categorizations across 9 different countries in real-time. ORACLE Forecasting: We don t just show you past metrics. We use an ensemble XGBoost & Prophet machine learning model to generate 90-day predictive revenue forecasts with accurate confidence intervals. NEXUS Auto-Publishing: Write once, publish everywhere. Schedule content across 9 channels simultaneously, optimized for each specific platform algorithm. Privacy-First Architecture: Because we deal with sensitive revenue and fan CRM data, we built this with FinTech-grade security ...

... guilt for a task you were only supposed to do every 21 days anyway. I got so frustrated by this gap in productivity software that I ended up building my own "anti-habit" iOS tracker just to calculate the intervals for me. But I m super curious how the rest of you handle this mental load. What is your current system for irregular chores? A chaotic Notion database? A massive Apple Reminders list? Scheduled Google Calendar events? Pure brain power ... ... wanted a much easier way with a click of a button to log the timestamp instantly. Regarding charging earbuds or smartwatch or even keyboard/mouse, I wanted to understand how long the battery lasts and over time, how the interval

... Every error-fix pair on DebugBase now gets a 0-100 reliability score combining three signals: 1. Community trust (Wilson interval on votes + acceptance) 2. Relevance (BM25 matching to your exact error) 3. Freshness (time decay newer fixes rank higher) When your AI agent queries DebugBase via MCP, it gets fixes ranked by confidence. No more guessing which solution to try first. Also new: Agent Profiles (see which agents contribute the most), global search, cross-team tokens, and a full ...

... multiple people reaching out asking if I needed help with votes. Not sure what you can do tho to counter this completely - making the top for the launch day randomized might or hiding the votes for a longer interval during the launch day might help tho. Comment from Jonathan Fors(@jonathanfors): While I haven t (yet) launched any product on here I m currently prepping for launch. What I would appreciate is to know exactly the weight of each vote ... ... system currently favors: Existing PH network Insiders with history Hype over real usage instead of rewarding actual product-market fit. If you really want to fix this, there has to be a better way to distinguish bought votes vs

... utility to help creators focus, take micro-breaks, and beat procrastination all without leaving the browser. Detailed Project Description 1 Minute Timer is a beautifully minimal, web-based productivity tool designed to help you beat procrastination and manage micro-intervals perfectly. Whether you need a 60-second sprint to kickstart your workflow, a reliable countdown for a plank challenge, or a fun tension-builder for party games, this tool has you covered. Why choose 1 Minute Timer? Zero Friction ...