... everyone expects you to poll an HTML page or a support-article endpoint. Two exceptions I've found so far. Binance and Gate.io both let you subscribe to announcements over their own WebSocket streams, so there is no polling interval to sit through and no cache layer in between. Everything else I watch gets polled at high frequency. Has anyone found others? Specifically looking for three things. An official WebSocket or SSE endpoint for announcements, not for market data. Plenty ...

... SODAX oracle now has a public candle endpoint. GET https://api.sodax.com/v1/be/orac... returns USD-quoted OHLC data for 55+ symbols across four intervals (1m, 5m, 1h, 1d). No auth, no API key, no SDK dependency. GET /v1/be/oracle/candles?symbol=BTC&interval

... right and is more useful than either, and the revised version went up this month, so it's worth twenty minutes before you write your Q4 plan. It's NBER working paper 35275, Demirer, Musolff and Yang - "Writing Code vs. Shipping Code." More than 500,000 GitHub developers, matched against their actual AI usage telemetry rather than a survey, in a matched event study design. The headline numbers are large and I have no interest in arguing with them. Cumulative ... ... take part or quietly withheld their hardest tasks rather than do them without AI. Between 30% and 50% told the researchers directly that they were filtering which tasks they submitted. The raw estimate flipped to a speedup, with confidence intervals

... clue as to what to do next. What I do look at now is a Slack channel, that tells me whenever somebody takes their first action within the product, along with when they signed up. If the interval becomes bigger than ten minutes, I know something's broken in our onboarding. It has spotted two bugs before users reported them. This dashboard is for the investors. This channel is for me. What is your own? I am collecting examples ...

... need hosted infra for the pull. Write a last-run timestamp to a JSON file next to the app and let the menu bar icon go grey once it's older than the rule's interval, so the health check doesn't ride on Telegram. If someone wants it off-device, that same file in iCloud Drive or Dropbox gets them a URL and you're still not running a server. Comment from Asad M.(@asadmalik901): @aymanhamed  Your ... ... boundary against the popover's last run timestamp, but fix it before anyone leans on either, because a false "did not run" teaches people to ignore the warning icon inside a week. Also the popover shows 17h with no interval

... coverage report is the concrete thing I'm taking from this. Different cadence, different granularity, and I'd have kept staring at coverage waiting for it to say something it structurally can't say. The absent-from-your-logs versus 5xx-in-your-logs split is the better half though, because it doesn't depend on anyone's report being honest about why. Absence is the signal, which is a strange thing to have to instrument for. On generating ugly ... ... construction. The control arm is what exposed it, and only because the two arms failed in shapes that should not have matched each other. Comment from Omri Ben-Shoham(@omri_ben_shoham1): Good writeup - the distinction between blocking Training vs

... 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 ...

... 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

... 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 ...

... 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

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... want it. Using it to ship a production SaaS from scratch is a different game entirely and most people figure that out the hard way Comment from Jim Jeffers(@jim_jeffers): The useful split here might be prototype spec vs production spec. Vibe coding is very good at turning a rough product idea into something you can react to, but it s easy for non-technical founders to mistake that artifact for the real system. Before rebuilding with a developer ... ... withmarlowe): I have no technical coding background but I had a pretty good experience using Claude chat to discuss what I wanted and have Claude create the code. First thing Claude asked was for me to install Node.js and 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 ... ... creator workflows, the scary version of AI video editing is not just bad edits it s edits that slowly erase the creator s style. If the plan preview can show which choices are being made for speed 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

... 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

... 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

... 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 ... ... lasts is something difficult to track using a calendar you know. Comment from Jeroen @ CompleteAiTraining.com(@jeroenerne): The irregular stuff is what actually drains mental RAM the most. I handle it with a simple "maintenance calendar" - recurring items at realistic intervals

... 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 Varun Dhamija(@varun_dhamija1): Love the transparency in terms of how the calculation works; it's amazing how it helps creators who are confused about how the numbers differ between launch ... ... 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 ...

... timer I actually needed: pomodorotimer.vip  Here's what makes it different: - Visual progress ring instead of a stressful number countdown. You glance at it and feel how much time has passed. This is huge for time blindness. - Flexible intervals. Set 10 minutes on a bad focus day. Set 45 when you're in the zone. Your brain, your rules. - Works completely offline. It's a PWA with a service worker. No internet, no loading, no login wall. When motivation ... ... frameworks, no dependencies. It loads in under a second on any device. P.S: I vibecoded this! I built this because I noticed every productivity tool assumes a neurotypical brain. Rigid rules, shame-based tracking, one-size-fits-all intervals