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Can you say more? This sounds like it could be more useful than trying to build a knowledge base (say qmd) and then get the models to search it for the right context each time.
I feel like this benchmark reiterates my disbelief that anyone uses the latest Anthropic models for any productive work. They seem to be the best at burning tokens and spawning unnecessary subagents even for well-defined and tightly scoped tasks.
I keep Claude around for some specific tasks:
- Linked up to Figma MCP to implement front-end stuff
- Data analysis, in the "Connect AI to a data source and ask questions" way. I've tried both Opus 4.8 high and GPT 5.5 high for this and Opus is stronger because it gets the intent in the question better
I used to keep it around for planning too, but the 4.8 plans have had more holes than swiss cheese.
I'm only using Opus at all because GPT-5.5 in the subscriptions only has a small (400k, but 258k effective) context window.
Do you find that makes a difference in your work? I've been using 5.5 high/xhigh to optimize and benchmark a C codebase, and just reading the initial code virtually fills the first context window. A session will auto-compact 5-15 times, but it seems to do okay in spite of that because the task is mainly focused on the latest window each time.
I think for programming the strength of GPT over Opus is winning here over the context window.
The one positive of this is it seems to have livened up the open source project (Vinyl Cache). Features that haven't been added for years are now being worked on, whether they step on the toes of the commercial offering or not.
Jira is the one product I feel needs to be AI native.
AI native in the sense that it papers over the pain points.
New JIRA admin? AI will set it up to do what you want (after all, Atlassian has a great training set as they can see which Cloud installs work well)
Need to set up a workflow? Bam, AI to do that.
Need to onboard a user or manage permissions? Again, have a chatbot to do it (as a time-to-time Jira standin Admin, changing permissions always needs doing in 2+ places and devolves into a "Can you see this yet?" round of questions)
Previously covered at https://news.ycombinator.com/item?id=48053623
What's led to the higher prices than Germany? Usually substantially lower earnings would mean lower prices, even if not substantially lower (look at the UK, higher prices than much (all?) of Europe, average earnings slightly less).
Extremely debatable. They still have never fully implemented health checks and auto healing.
Agree.
Plus there's the monitoring of the host that is always overlooked in articles. I've ended up chucking Monit on there to monitor disk usage et al, and also used it for monitoring compose too and restarting containers.
And then there's Healthchecks.io, and external uptime monitoring... the list goes on. Properly monitoring systems, even single server systems, is not simple.
Only at the "hmm that seems an interesting idea" level.
Thanks for the links, going to have a read and see if I can apply any to my work.
If you can type code fast and accurately, it sounds a great process to use. You're using LLMs for the bit where they bring great value, and yourself as a higher quality coding agent :)
Developer of 20+ years here, can't give you an accurate multiplier but I am faster.
Because spotting holes in specs has never been one of my strengths. And working without technical colleagues much of the time, it's a boon to be able to "rubber-duck" my ideas with something that is at least more intelligent than plastic.
Grabbing multipliers from thin air, the coding bit may only be 2x faster with a poorer-quality outcome, but working out what's needed is a good 5x faster.
And yes, I'm using the same adversarial AI MO as @wood_spirit, combined with Matt Pocock's excellent /grill-me and /grill-with-docs skills [1] and Plannotator [2] to review the plans.
Hermes is one of these OpenClaw clones
So that's what it is. Reading its README I thought it was another harness like Pi [1], but with built-in memory so it remembers what it learns, and gets more capable the longer it runs.
Like Letta [2], Dirac [3][4] and the other "more experimental harnesses that look interesting but I haven't had time to try out".
What's the privacy/data security like? I can't find that on that page.
Edit: found it.
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Section 3 of https://www.kimi.com/user/agreement/modelUse?version=v2
Stripe APIs being simple and easy is a meme from the 2010s. It isn't anymore.
I'm working with Stripe subscriptions at the moment for a charity taking donations via their website. The subtle differences between subscriptions done through Stripe checkout and subscriptions set up yourself using Stripe elements are by turn infuriating and frustrating.
The documentation is geared towards people using checkout. Stripe's own AI help could find us a bit of information which going through the documentation didn't give us, and it even struggled to find the reference in the docs for it.
One product, two different ways to use it, and slightly diverging feature sets between the two. Argh!
The Peter Principle: https://en.wikipedia.org/wiki/Peter_principle
Let us know if it does, because we all want it to work :)
Dealing with Google is a nightmare. I'm one of the volunteer sysadmins for https://forum.buildhub.org.uk/, a DIY and self-build forum. For 10 years it ranked very well on Google, particularly in the UK, and then on 28 December 2025 it disappeared from Google's index.
Nothing has helped, the Google forums are tumbleweed and there's no one to reach out to for what could be an algorithm change or something gone wrong. I'm a paying Workspace customer and it's made me think I need a backup plan in case I'm ever suspended. Reports like this don't encourage.
This nono? https://github.com/always-further/nono
Just remember to disable CC’s auto-updater if that’s what you’re using.
Why?
Can anyone enlighten me how having a coding harness when for most customers you say "we won't train on your code" helps you do RL? What's the data that they rely on? Is it the prompts and their responses?
If you were creating a new programming language in 2026, which DateTime/Temporal library would you copy and why?
Is there only a cloud-based mode for Islo, or can I run this entirely on my laptop?
I came across a coding harness using Lua as its control plane yesterday: https://github.com/hsaliak/std_slop/blob/main/docs/lua_integ...
std::slop is a persistent, SQLite-driven C++ CLI agent. It remembers your work through per-session ledgers, providing long-term recall, structured state management. std::slop features built-in Git integration. It's goal is to be an agent for which the context and its use fully transparent and configurable.
For others, here's the paper: https://arxiv.org/abs/2507.00002
Hi @tabbott I've been meaning to pass this feedback on for 5 months, and I hope it comes across in the spirit it's meant.
I tried Zulip (cloud offering) with some techie/designery friends, so we should have been right at home but... the desktop app on macOS and the web app was visually unappealing and clunky, and we ended up going back to a paid Slack plan.
I looked for docs on how to theme Zulip (so I could contribute), or for existing theme packs that would soften the transition but found neither.
tl;dr: The functionality was good (Love the threading!) but the UI feels like the 2000s came calling. Some UI polish would go a long way.
This reminds me of a SaaS that existed 15+ years ago for PCI-DSS compliance. It did exactly that: you had it tokenize and store the sensitive data, and then you proxied your requests via it, and it inserted them into the request. It was a very neat way to get around storing data yourself.
I cannot remember what the platform was called, let me know if you do.
Why not use CSS without the custom element? From this post I don't see the benefit of using <swim-lanes> over <section class="swim-lanes"> for example.
What good use cases would you see for grid lanes today?
Fully responsive layouts, where sidebar content is interleaved with page content on small screens, but in a sidebar on larger screens.
Demo: https://codepen.io/pbowyer/pen/raLBVaV
Reordering the content on larger screens would be the icing on the cake but for now I'll take just doing it.
CSS Grid didn't solve this, as it added gaps: https://codepen.io/pbowyer/pen/azNarbZ
And using named grid-template-areas stacks the items you move to the sidebar on top of each other, so you only see one of them at a time. Eventualy I hope that https://github.com/w3c/csswg-drafts/issues/9098 will land and we'll be able to use this saner way to do it.
I saw people on reddit say that Opus 4.5 will hit that $20 limit after a 1-3 prompts
That's people doing real-vibe coding prompts, like "Build me a music player with...". I'm using the $20 Codex plan and with getting it to plan first and then executing (in the same way I, an experienced dev would instruct a junior) haven't even managed to exhaust my 5-hour window limits, let alone the weekly limit.
Also if you keep an eye on it and kill it if it goes in the wrong direction you save plenty of tokens vs letting it go off on one. I wasted a bunch when Codex took 25 minutes(!) to install one package because something went wrong and instead of stopping and asking it decided to "problem solve" on its own.
I'm pleased they rename it because grid-lanes opens up more than masonry layouts.
I've been waiting to be able to have a fully responsive layout (where interleave sidebar content in with the page content on small screens, but have it in a sidebar on larger screens) without using any JavaScript, and this finally makes it possible.
Demo: https://codepen.io/pbowyer/pen/raLBVaV
Previous comment: https://news.ycombinator.com/item?id=46228993
I think I've asked this before on HN but is there a language-independent test format? There are multiple libraries (think date/time manipulation for a good example) where the tests should be the same across all languages, but every library has developed its own test suite.
Having a standard test input/output format would let test definitions be shared between libraries.