... into one place, and the bugs that turned up while I was in there. The shape. /ocr/fields, /ocr/markdown and /ocr/text now return the same four keys. values is your data, exactly the schema you asked for and nothing else. cells is a flat map keyed by path, one entry per value, carrying box and quad (both always present, normalized 0 1000), verified, review, and the raw evidence behind that verdict. review is the summary: declared, returned, boxed, verified, flagged ... ... shipped something and twice it grew without me noticing, which is a bug I would rather not be able to write again. It also carried counters whose unit was never defined: needs_review: 2 never said whether it counted cells

... handle full width digits, thousands separators, currency marks, unit suffixes like 3 , accounting negatives written as or in parentheses, era years like 8 , and compound scale notation like 1 2 . When a parse fails the leaf is null and the cell says why, as not_numeric, not_an_integer, not_a_date or no_year. A date printed as 8/16 is refused rather than completed from the issue date. Filling in the year would be producing a value the document does ...

... open: thinking time, steps completed, which tool it's on reported as it runs. You go refill your water. By the time you're back, the reading list can introduce itself one summary per book, written into the cell where it belongs. Example 2: Buy back the most expensive hour of your day (GitHub + Slack + Calendar Notion) Every morning starts the same: check GitHub for what happened overnight, climb through Slack, glance at the calendar an hour gone before ...

... required in a schema. If a read finishes and that field comes back empty, or does not come back at all, the response records it in the review summary with the reason "missing", and in the sheet view the cell is drawn as an explicitly empty cell

... Cleanroom is live on Product Hunt today. It runs entirely in the browser and cleans messy CSV exports without uploading customer or business data. It detects delimiters, normalizes headers, trims cells, removes blank and duplicate rows, infers column types, and previews the result before export. There is a free 25-row demo, and the complete offline version is $12 as a one-time purchase. No account, subscription, telemetry, or internet connection is required. I built it for the repetitive cleanup ...

... tags, sources, and connection counts. More AI languages AI language support is much broader. You can choose from 62 languages for summaries, quizzes, and tags, including Traditional Chinese. Caption and transcript language matching is also more accurate for Simplified versus Traditional Chinese. New AI models More models are now available in the picker on the Max Plan, including GPT-5.6 Terra, GPT-5.6 Luna, and Grok 4.5. We will release more documentation on which model to use when ... ... Recall Watch the interview Improvements and Bugs Improved AI for tags, connections, summaries, and quizzes Tags reuse your existing tree more often Connections focus on the core topics in a card rather than incidental mentions Summaries better separate concise versus

... been silently publishing near-duplicate versions of the same article for 25 straight days no errors, no alerts, everything looked successful in the logs. Root cause: the automation checked for the literal text published in a spreadsheet cell instead of reading the actual row state, so every article looked unpublished to it forever. Fixed it with a real similarity check before anything goes live now. The thing that stuck with me: automation failures like this don t look like failures ...

... built CSV Repair & Deduper for people who receive customer or contact exports that fail imports or create duplicate records. It detects comma, semicolon, tab, or pipe delimiters; handles quoted and multiline cells; supports UTF-8 and legacy Windows-1252 exports; and flags exact or near-duplicate rows for review. Everything runs locally in the browser, so the CSV is not uploaded. It is USD 19 once, with no subscription. The downloaded version can be used permanently and includes version ...

... prescription forms online. She did not have the budget for a massive Shopify setup or a heavy WooCommerce database server. She needed a fast, clean, static web catalog that could load on any phone, even with a poor 3G cell connection. As a developer who has built websites for over ten years, I know that starting a design from scratch is a massive waste of time. I searched for a solid front-end layout that looked clean and professional ...

... Been building NexQL for a while and wanted to open this up for actual discussion rather than just a launch post. What it is: a PostgreSQL extension for VS Code database explorer, SQL notebooks, real-time dashboard, and an AI assistant, all without leaving the editor. The part I care most about: AI never executes SQL on its own. Every suggestion lands in a notebook cell

... between sessions. For now, a screenshot or short note helps identify the exact element. Comment from Eason Zhou(@eason_zhou): curious about the handoff after export. if a teammate opens the saved HTML later and flags one nested-table cell or iframe state, does HtmlDrag keep a ref that maps back into the editor, or is it still screenshot + explanation? the Structure Lab demo would be a pretty clean way to test one outside-review round. Comment from Eason Zhou ... ... eason_zhou): @htmldrag   ah, that's the bit i was trying to pin down. would you be up for a tiny PreApp cross-test with the public Structure Lab demo? one outside reviewer marks a nested-table cell

... drop block reordering is limited on very large notes to keep the editor responsive. Reader accuracy: Bracketed text in saved articles (e.g. [like this]) no longer renders incorrectly as math equations. Images in tables: Images inside notebook table cells now stay within the cell

... source document, conflicts get flagged automatically, and the system re-verifies before anything hits the final memo. Every number in your deal summary is fully traceable; you can click any figure and see exactly which document, page, and cell it was pulled from. This update also improves: AR and AP concentration accuracy Balance sheet metrics across multiple reporting periods Borrowing base availability calculations We're building Wagoo one customer feedback loop at a time. Every improvement comes from real lenders ...

... moving pieces. I really love it Comment from Nabeel Ali Hashmi(@nabeelalihashmi): @busmark_w_nika  Yes! Human, Problem Solver, Programmer! Comment from Nabeel Ali Hashmi(@nabeelalihashmi): If " simply couldn't do your work without" then VS Code Terminal Edge/Chrome File Manager Image Viewer Comment from Ihor Herasymovych(@ihor_herasymovych): Claude Code (Coding) Claude Code (Notes) Claude Code (Psychotherapist) Claude Code (Remotion) Figma Comment from Abdelrahman Mostafa(@abdomk): mmm thats a tough one because i use so many ... ... more than enough for all text operations .. my top 5 stack is: - Figma, Framer, Affinity (for design) - VS

... Manual method: 1. Go to Shopify Admin 2. Open Products 3. Click Export 4. Export your products as a CSV 5. Open the CSV in Excel or Google Sheets 6. Look for the Image Alt Text column 7. Blank cells in that column usually mean product images are missing alt text This matters because alt text helps screen-reader users understand product images, and it can also help Google understand image content better. A simple alt text example: Bad: product ...

... 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

... early bird so I'd work while my people sleep. But once they're up, I'm done. Comment from Richard Smith(@richard_smith_sv): This is so true. I always overestimate how much I've actually missed vs. how much I just scrolled past. Comment from Joshua VanAllen (JVA)(@joshvanallen): If it's just a single day, it's usually easy peasy for me to jump back into the flow. If it's a week...that's a whole ... ... Someone is still launching an AI wrapper. Someone is still declaring the death of something that will somehow survive another decade. Tech will still be chaotic on Monday. It always is. Might as well show up with functioning brain cells

... work looks solvable by AI. The last 20% is where the real decision lives. And that 20% is not harder. It is different. It is about context, judgment, and risk. The list you gave is the real work. Revenue vs financing classification. DSCR target by project type. DSRA sizing without a PPA. Exit multiple ranges that survive a committee. Those are not formula gaps. They are experience gaps. The teams that win use AI to handle the plumbing. They ... ... decisions. The AI does not replace the analyst. It makes the analyst faster. The analyst still picks the assumptions. The analyst still defends the numbers. The analyst still gets the blame when the deal goes wrong. The "500 cells

... spent 6 months paying for shortcuts you took in the first 6 weeks. The cost breakdown is not about the money. It is about the lost features you never got to build. The customers you never acquired. The competitors who passed you while you were debugging. The most expensive code is not the code that broke. It is the code that worked just well enough to keep around while it slowly drained your team's energy. Have you ever ... ... people who learn the fundamentals will build things that last. What is the one guardrail that saved you the most time in the rebuild? Comment from Nolan Vu(@nolan_vu): The pattern you described in months 1-6 vs

... breakpoints just paste and run. Try it out! What it does - Paste a function (or plain code) and it runs step by step - Variables are tracked and displayed at every step - Arrays are shown as a grid with per-cell change highlighting - Recursive functions are visualized as a call tree - Parameters are auto-detected just fill in the values and hit run Quick example Paste this Python code: def bubble_sort(arr): n = len(arr) for i in range ...

... site has the photo and the second has the science content, not interactive at all, I do know how it is to be a solo dev,thats why i'd take my mind off in nature ,let my brain cells wrie after playing chess in 5 dimensions. I hope Sponge will be doing a good job at flashcarding, and moreover find its success in launching ,maintaining , developing . DUONG NGUYEN. Comment from DUONG NGUYEN(@nestin_coldwater): @taeyun  Hi Kim , cheers ...

... bridging the gap with every release. [2] Curious what the community recommends for @OpenClaw ? Note: The poll is inspired by the current leaderboard on pinchbench.com by @KiloClaw [1]: What's the best AI model for coding? [2]: MiniMax M2.7 vs. Claude Opus 4.6 Comment from J.D. Salbego(@jdsalbego): @fmerian Claude Opus 4.6 with extended thinking for everything. Full stop. We run it across virtually every workflow, coding, security analysis, content, strategy, architecture, all of it. The only exceptions are basic ... ... tooling around the model matters almost as much as the model itself. Comment from fmerian(@fmerian): "Would honestly love to see this split by workflow" great suggestion - fwiw you can find on pinchbench.com a task-level performance heatmap: each cell

... your spreadsheet data without ever touching a formula or navigating complex menus. The problem I was solving: Excel is powerful, but managing data in it feels clunky. Adding rows means scrolling to the bottom, editing means finding the right cell, validating means writing formulas. It shouldn't be this hard. What GridManager does: Add, edit and delete rows via a structured form Real-time row search across all columns Per-column validation rules required fields, email, URL, number and date ... ... formats. Invalid cells

... formats, your table conventions, or your validation rules. Every document is a cold start. A NeoSmith SLM trained on your extraction workflow is different. It learns from your actual production documents, including the messy ones. Inconsistent column headers, merged cells, multi-line rows, rotated tables, footer-bleed into data zones, vendor-specific quirks. All of that gets embedded into the model weights through training on your real data. For complex tables specifically, the model learns your schema deeply. It knows ...

... Accuracy Circle (That Blue Halo): That blue circle around a location marker isn't a mistake it's crucial context. It shows the potential area where the device could be, based on GPS signal strength, nearby Wi-Fi, and cell towers. A large circle means lower accuracy (often indoors). A small, tight circle means a strong, precise signal. Refresh Rate & Manual Pings: The refresh rate is how often the app updates a location in the background. To save battery ... ... this isn't constant. A manual ping forces a real-time, high-accuracy update. In Number Tracker, you can request one when you need a precise, current location, balancing battery life with on-demand accuracy. Active vs