... delay + retry on the read side as well? Comment from Siarhei Hamanovich(@siarheihamanovich): Mostly per-service mocks. And the one that actually got us wasn't a vendor. Our version is a payment webhook. Handler writes an idempotency marker, does the work, a retry that sees the marker

... made Agent Diff Sentinel, a small CLI that scans a git diff before merge and flags things worth checking first: auth/billing/security changes, secret-looking lines, missing tests, dependency drift, oversized diffs, and temporary markers. Repo: https://github.com/subhanA-UA/ag... Live page: https://subhana-ua.github.io/age... Curious how other builders review AI-assisted PRs right ...

... perspective. I'm against AI slop, but I'm not against AI. I believe AI is a great tool but it also needs greats pilots to use it well. This is what I'm working on. AI Fluency. Biggest marker of AI fluency is AI judgement. Where and when to use AI and where and when not to. BAD AI JUDGEMENT AI avatar job interviews. A robot face asks you scripted questions and scores your vibe. No human ... ... leadership." Copy, paste, post. Zero lived experience, zero original thought. It's just AI slop in a blazer. AI-written emails to people who matter. Your client can tell. Not because the grammar's off because the warmth is. VS

... such as facebook.com/share/ ... can be saved as cards again. PDFs that previously showed a blank white screen on some older iOS devices now open normally. The PDF annotation layer no longer disappears after opening a file. Numbered list markers are no longer cut off in long notebooks. Pasting or opening certain tables no longer crashes the notebook editor. Quickly clicking tags in the tag tree no longer accidentally enters multi-select. Hold Cmd or Ctrl, and Shift for ranges ...

... commit leaves my own database. I can't put my condition in Stripe's WHERE clause, so over there I fall back to an idempotency key and exactly one piece of code allowed to write the "this was paid" marker. Weaker, and I know it: it makes a retry harmless So which side of that line is Traccia on? Can you be inside the transaction that moves the money, or are you next to it deciding whether to allow ...

... download here https://xannotate.com Comment from Kim Benedict(@kim_ben_g): @saqib_butt  Oh yeah, I would also add a color picker so you can pick any color on screen and maybe a size input adjustment for the marker size, noted and thanks for the suggestion. Comment from Kim Benedict(@kim_ben_g): @aarav_pittman  I just got it released for windows actually just an hour, so far it's getting traction. user feedback helps ... ... what to do next, I implement fast, so just keep the feedback coming. :D Comment from Saqib Butt(@saqib_butt): I d love to see more customization for annotation styles on Windows. Different colors and marker

... repeating to the developers I work with, because I would have read it as a block too. Thanks for being that precise about it. Comment from Omri Ben-Shoham(@omri_ben_shoham1): Good writeup - the distinction between blocking Training vs blocking Agent is the part people are going to get wrong for a while. One thing worth adding from the operating side of an agent, not the site-owner side - when an agent gets blocked, it usually doesn't fail ... ... comes back classified as a bot block. Amazon serves a small error page both for a product that does not exist and for a client it has decided to soft-block, and our detector keys on the error-page markers

... codebase, decision history may become as important as documentation. How are you preserving the reasoning behind architectural or product decisions in AI-assisted projects? Comment from Konstantin Tikhaev(@konstantin_tikhaev): @evolvix_ai  helps, we had to back markers with CI checks. left to itself agent just refactors comment away, uses mock anyway ) Comment from Evolvix AI (@evolvix_ai): @fifthwye  ADR + CLAUDE.md is a really clean way to separate the rule from the reason . The Consequences part is especially ... ... idea of putting the ADR number directly where the decision matters in the code. That makes the reasoning much easier to recover later. Comment from Konstantin Tikhaev(@konstantin_tikhaev): @evolvix_ai  so we ended up adding explicit intent markers

... going solo is a completely different beast. The biggest shock hasn't been the workload it's the psychological shift: No constant validation: No quarterly reviews, manager praise, or instant feedback loops. No clear wins or promotions: The traditional markers of progress disappear overnight. The financial silence: Giving up a predictable paycheck with no guaranteed return on time spent. The loneliness: Going from leading teams and constant meetings to staring at a screen alone (mostly). For those ...

... highlighted glow genuinely freshly-legal spots, not just "technically fine" Streets with 2 7 hours left before their next cleaning get the same treatment in orange a real opportunity, not just "don't park here yet" Bus stop markers Stockholm's data doesn't reliably flag no-parking zones around bus stops, so we pull that in separately and flag it on the map Faster search results Still free, still no login - parkspot.se Story time: my own car was towed ...

... have used across every platform for weeks without issue. Went back and audited the account instead of arguing about it. The pattern that got flagged was not length or structure. It was confident mechanism reasoning with no first-hand marker in it, nothing that said I actually did this. Comment karma on that account went from 1 to 26 over two weeks once every comment started carrying a real number or a real mistake instead of just an argument. Curious ... ... whether anyone else here has found a similar tell for what reads as generated versus

... suddenly lose access to all AI. But what happens if , one day, access to the leading American models is restricted more broadly? We would still have European models, open-source systems we can operate ourselves, and Chinese alternatives. But there is no guarantee that another major power would never make the same decision to protect its own strategic advantage. AI is no longer just another software category. It is becoming infrastructure. It will shape education, healthcare, national security, research ... ... world are American, and Europe should continue working closely with the United States. But cooperation and dependency are not the same thing. Technological sovereignty does not mean refusing to use foreign technology. It means having a real alternative

... started off as a more general project management app, but after speaking to game developers I ended up taking the Unity side much further than I originally planned The Unity Bridge now keeps tasks, progress, status, assignments and scene markers synced in real time across Unity, web and mobile Each developer logs in with their own account and sees changes from the rest of the team as they happen The main thing is it doesn t rely on Git commits ... ... scene changes or everyone being on the same branch So one developer can update a task or place a marker

... than mine. It's emitted at weight zero, so it can't move a verdict the text is "calls X, which this scan does not resolve what that workflow does with what it is handed was not checked". A marker, not a finding, exactly as you'd want. But your framing catches something I'd missed, and it's a genuine gap rather than a defence: that marker

... Challenge: a live global map where a confirmed sponsorship adds points to a country s ranking. Sponsors can optionally place their website link on a public map marker, while helping their country climb the leaderboard. The long-term goal is simple: get at least one sponsor from every country. It is not an SEO service and it does not promise traffic it is a visibility experiment and a small global game. I d genuinely love feedback: is the idea clear ...

... users can review and correct the result before saving it. They can change the food name, portion, preparation method, quantity, or ingredients. When confidence is low, FitBin can request another picture, ask a short clarification question, or provide likely alternatives. In addition to taking pictures, users can search for predefined foods by name. Search results can include common foods, branded products, restaurant items, recent meals, favorite foods, and previously saved combinations. This allows FitBin to remain useful in situations where ... ... information For example, FitBin may explain that a meal provides enough protein for the user s muscle-building goal but contains more sodium than their remaining daily target. It may recommend a smaller portion or suggest a lower-sodium alternative

... that the paid version should feel meaningfully better, not just technically different under the hood. How much of that "tone didn't change enough" problem did you solve by actually engineering the cheaper model's output to sound different, versus just accepting some users will never notice the switch and moving on? Comment from Yuki_Code1(@ark_y_k): @asadmalik901  "The fix was mostly about what we removed" is the part I want to pull on, because it seems ... ... against itself. Getting B to question A's framing sounds like it needs something added a marker

... opens the navigator, and new tabs scroll into view; - Window drag region : on Linux-style title bars, the drag region extends across toolbar buttons for easier window moving; UI Improvements: - Active pane indicator : clearer active pane marker in the status bar when split view is on; - Resizable info panel : drag to resize the info panel width and the preview/details split; - Compact info panel : denser property layout in the info panel; - Context menu actions : `Edit card` is shown as an action ...

... feature slower. rate limits are the only mechanism that reliably catches the 'ill just trust it and keep going' pattern. worth using them as the checkpoint instead of routing around them. Comment from Raffay Sajjad(@raffay_sajjad): The decision vs reasoning split matches something I do without ever having a name for it. Before I stop for the day I write one line per thing I changed and why, not what, git already has that part. What breaks ... ... next agent inherits the same false starts. Comment from Abdullah Javaid(@abdullah_javaid3): @bickov   @alpertayfurr  Provisional catches the case that currently disappears entirely, a session dying before anything resolves leaves nothing behind right now, not even a marker

... works if it survives to where people actually read the task. Most people don't meet a new item in the app first, they meet it in the notification, the email, or the daily digest. If the agent-created marker only lives in the web UI, Sara still gets a message that reads exactly like a colleague set her a Friday deadline, and the assumption forms right there, before she ever opens RunEvr. Worth carrying it into the notification surface ... ... whose deadline it actually is. Comment from Arash Rahimi(@irahimiam): Claude, most of my day too. First thing I'd want out of this isn't a task list, it's which of those tasks actually need my decision versus

... publicly yet I'd rather tell you honestly this is real, active thinking than promise a quarter and risk not delivering. Comment from Abhineet Arora(@abhineetarora): @abdullah_javaid3  The pending-confirmation banner and all three [FOUNDER INPUT NEEDED] markers are gone. Specifically on the CA question: our signing certificate chains to a trusted Certificate Authority, not self-signed that's not just a claim on the page anymore, there's now a direct link to our official record ... ... Abdullah Javaid(@abdullah_javaid3): @abhineetarora  I checked instead of taking the page's word for it. Clipstudios.ai is on the Conforming Products List, Conformant, Generator, Assurance Level 1, dated June 11 2026, and the banner and all three markers

... said: layer both, and be honest about what each layer can and can't prove. the failure mode to avoid is either side overclaiming. yes to staying in touch. i work the reading/detection side of this (checking what markers a file already carries, locally), so we're looking at the same problem from opposite ends. happy to compare notes properly. Comment from Luke Bunting(@elbunts): @matthias_stralman  This is exactly the framing I've been working from! Provenance ... ... permanence are the same fight. You're right that C2PA is the most promising direction for at-capture signing, and the gap you mentioned is right: a marker

... feel more natural, but I sometimes miss details - teleprompter-style reading helps, but the WPM and sentence length matter a lot A few things I m experimenting with: - writing shorter paragraphs instead of full-page scripts - adding intentional pause markers - setting a slower pace for tutorials than for short demos - doing one quick rehearsal before recording For people who record demos, course videos, launch videos, or webinars: what actually helps you sound natural on camera while still staying on script ...

... answer is the same lesson i learned, from the opposite direction. i assumed i knew my own product's limits. a stranger in a launch thread proved i didn't. my app reads content provenance in files, the embedded markers that say where something came from. someone pointed out that a cryptographically intact signature isnt the same as a trustworthy one, anyone can sign something. i was fairly sure i handled that distinction. i went and checked my own code ... ... think it is anymore, at least not with technical users. saying "here's what i can't prove" is what makes the rest believable. Comment from Stacy Wycoff(@stacywycof83995): @simon_banner  that split, is the source healthy versus

... links" era is officially over. Since July 10, 2026, Google has fundamentally changed its search interface. Gemini 3.5 Flash now delivers AI-generated answers by default , largely displacing the traditional list of links. The layout now includes a visual marker, and users must actively scroll further to reach the traditional results page. A structural shift in search The central question has shifted from "Who ranks as a click target?" to " Who provides data and context that appears in synthetic answers ... ... queries are getting absorbed completely: my single biggest query sits at position 5 with 2,562 impressions and zero clicks, because Google just answers it on the results page. Meanwhile commercial-intent queries behave like it's 2019 "X vs