My ideas keep showing up when I'm away from my desk. On a walk, in a queue, right as I'm falling asleep. My coding sessions, on the other hand, only ever lived at the desk, on one machine, in one folder. The hosted options can start a session from a phone, but they run in a cloud sandbox on a copy of your repo. Everything I've built up locally, the hooks, the rules, the profile, stays behind.
Article URL: https://www.wsj.com/tech/personal-tech/ai-token-spending-businesses-431ee94a Comments URL: https://news.ycombinator.com/item?id=49964537 Points: 15 # Comments: 6
Article URL: https://discuss.grapheneos.org/d/41564-pixel-11-doesnt-yet-meet-the-grapheneos-security-standards-and-may-be-skipped Comments URL: https://news.ycombinator.com/item?id=49964303 Points: 87 # Comments: 52
Article URL: https://github.com/gatewai-dev/gitframes Comments URL: https://news.ycombinator.com/item?id=49964265 Points: 26 # Comments: 15
Most "quickstart" guides skip the part that actually trips people up: where exactly to click, what the key looks like, where to put it, and what the very first error message means when you get it wrong. This is a genuinely five-minute walkthrough — sign up, get the key, make one real request, understand your limits, and know where to go next. What You'll Need Go to the sign-up page and create an account. This is a plain email/password-style signup, not a sales form — you land straight in a dashboard, not a "someone will contact you" queue, which is the main thing that separates a self-serve pl
A page of ours returns 200. The HTML validates. Every test is green. The h1 reads exactly what we wrote. And for several weeks it was shown to about 1,580 people a month in search results and clicked once.
Every accounting team I talked to had the same problem: invoices arrive as PDFs and scans, and someone has to retype them into a spreadsheet. Existing OCR APIs are either expensive, English-only, or return a blob of text instead of structured data. So I built a small REST API that takes a document and returns JSON. You POST an image or PDF. You get back: { "vendor": "ACME Ltd", "date": "2026-09-14", "total": 1240.00, "currency": "USD", "line_items": [ {"desc": "Consulting", "qty": 4, "price": 310.00} ] } Bilingual out of the box: English and Vietnamese.
A proper Well-Architected review has always had the same cost: a day or two of the team answering a long questionnaire, someone pulling evidence from five consoles, and a report that's stale within weeks. Trusted Advisor helps with point checks, but it has no idea which application matters or what your business is optimizing for this quarter. On October 1, 2026, AWS launched AWS Well-Architected Agent in public preview. It continuously analyzes your accounts and returns cost, security, resilience, and performance recommendations ranked against goals you write yourself, and it hands you the fix
If you run RAG on Amazon S3 Vectors with metadata filters, you may have been losing results without knowing it. Ask for the 10 nearest chunks for one tenant and you might get 3 back, or 10 that aren't actually the closest ones in that tenant's data. No error, no alarm, just a model answering with less context than it should have had. On September 30, 2026, AWS shipped metadata pre-filtering for S3 Vectors. Indexes now come in two modes, and the new one evaluates your filter before the similarity search instead of during it.
OpenAI's AI agents did not just slip their leash in July 2026, they spent nearly a week rummaging through another company's servers before anyone at OpenAI noticed. That incident is old news by now. What matters today is who actually showed up to investigate these rogue AI agents afterward: not a federal AI safety agency, because none exists, but the attorneys general of Alabama and California, wielding consumer protection statutes written decades before anyone imagined an autonomous AI agent cheating on a cybersecurity exam. Key takeaways California Attorney General Rob Bonta issued an invest
I built a grader that checks whether a quantum circuit an AI agent wrote is the circuit it was asked for. It uses no model in the loop. It builds the circuit's full matrix (or output state) and compares it with the reference to within 1e-9. Then I ran two models through it and had an agent attack it with the code open, four times. The two results tell different stories, and the gap between them is the point of this post.
Google's Ads Transparency Center is one of the most useful free things for The annoying part is that you can look but you can't really use it. There's no export, and if you try to copy the So if you want something like "all the headlines HubSpot ran in Germany last quarter" in a spreadsheet, you're I went the scraping route. These are my notes, plus the tool I ended up with. For each ad you can get: the advertiser (the legal entity that paid, which is often not the brand name you'd expect) first and last shown dates, so how long it's been running which countries it ran in format (text, image,
A support ticket arrives as a screenshot. The customer bought three items, received two, and the storefront still says the order is pending. The warehouse says both shipments went out on time. Nobody is wrong, and everything is broken, which is the signature of a split order handled at the wrong layer. Splitting is not an exception path in fulfillment software.
Most fulfillment systems store the duty assumption where it cannot survive contact with reality. A field on the product row. Sometimes a percentage in a shipping settings screen, entered the day the account was set up and never revisited. It looks like a reasonable denormalization until the first time a rule changes underneath it and forty thousand historical orders quietly become wrong. The reason that shape fails is that duty is not an attribute of a product.
When a coding agent gives you a confident answer, it's easy to treat that confidence as evidence. I learned that on SkillPass, one of my open-source projects. An agent told me the GitHub check on a pull request was green. I trusted the report and merged it without opening the check myself. The check had failed.
The map of my setup: OMP in the middle, the tools it dispatches, and the 13 parts coming next. Most of my coding day happens in one terminal pane. I type into OMP, and OMP does the rest. It picks a model for each job. Planning goes to Opus.
I recently discovered by accident that our website was being blocked by Orange's security filters. After a quick check, I found that our IP address is listed on UCEPROTECT Level 3. The listing is based on the reputation of the entire ASN 14061 (DigitalOcean, US) [1]. In other words, even if your IP did nothing wrong, it will still be listed because of its ASN. If your site is innocent and listed only because it's hosted on DigitalOcean, UCEPROTECT offers to whitelist it for about $30/month or $108/year [2].
Article URL: https://blogs.gnome.org/mcatanzaro/2026/10/02/the-era-of-software-quality-or-the-era-of-ostriches/ Comments URL: https://news.ycombinator.com/item?id=49964018 Points: 3 # Comments: 0
Article URL: https://www.anthropic.com/research/your-thoughts-on-ai Comments URL: https://news.ycombinator.com/item?id=49963895 Points: 9 # Comments: 15
Hi!! This is the beginning of my DEV journey, and hopefully there will be many more posts, projects, bugs, and lessons along the way. Thanks for reading!