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Django scales. Stop blaming the framework (part 1 of 3)

https://medium.com/@tk512/django-scales-stop-blaming-the-framework-part-1-of-3-a2b5b0ff811f
1•sgt•32s ago•0 comments

Malwarebytes Is Now in ChatGPT

https://www.malwarebytes.com/blog/product/2026/02/scam-checking-just-got-easier-malwarebytes-is-n...
1•m-hodges•35s ago•0 comments

Thoughts on the job market in the age of LLMs

https://www.interconnects.ai/p/thoughts-on-the-hiring-market-in
1•gmays•1m ago•0 comments

Show HN: Stacky – certain block game clone

https://www.susmel.com/stacky/
2•Keyframe•4m ago•0 comments

AIII: A public benchmark for AI narrative and political independence

https://github.com/GRMPZQUIDOS/AIII
1•GRMPZ23•4m ago•0 comments

SectorC: A C Compiler in 512 bytes

https://xorvoid.com/sectorc.html
1•valyala•5m ago•0 comments

The API Is a Dead End; Machines Need a Labor Economy

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Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•Jyaif•7m ago•0 comments

New wave of GLP-1 drugs is coming–and they're stronger than Wegovy and Zepbound

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3•randycupertino•9m ago•0 comments

Convert tempo (BPM) to millisecond durations for musical note subdivisions

https://brylie.music/apps/bpm-calculator/
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Show HN: Tasty A.F.

https://tastyaf.recipes/about
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The Contagious Taste of Cancer

https://www.historytoday.com/archive/history-matters/contagious-taste-cancer
1•Thevet•13m ago•0 comments

U.S. Jobs Disappear at Fastest January Pace Since Great Recession

https://www.forbes.com/sites/mikestunson/2026/02/05/us-jobs-disappear-at-fastest-january-pace-sin...
1•alephnerd•14m ago•0 comments

Bithumb mistakenly hands out $195M in Bitcoin to users in 'Random Box' giveaway

https://koreajoongangdaily.joins.com/news/2026-02-07/business/finance/Crypto-exchange-Bithumb-mis...
1•giuliomagnifico•14m ago•0 comments

Beyond Agentic Coding

https://haskellforall.com/2026/02/beyond-agentic-coding
3•todsacerdoti•15m ago•0 comments

OpenClaw ClawHub Broken Windows Theory – If basic sorting isn't working what is?

https://www.loom.com/embed/e26a750c0c754312b032e2290630853d
1•kaicianflone•17m ago•0 comments

OpenBSD Copyright Policy

https://www.openbsd.org/policy.html
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OpenClaw Creator: Why 80% of Apps Will Disappear

https://www.youtube.com/watch?v=4uzGDAoNOZc
2•schwentkerr•22m ago•0 comments

What Happens When Technical Debt Vanishes?

https://ieeexplore.ieee.org/document/11316905
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AI Is Finally Eating Software's Total Market: Here's What's Next

https://vinvashishta.substack.com/p/ai-is-finally-eating-softwares-total
3•gmays•23m ago•0 comments

Computer Science from the Bottom Up

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2•gurjeet•24m ago•0 comments

Show HN: A toy compiler I built in high school (runs in browser)

https://vire-lang.web.app
1•xeouz•25m ago•1 comments

You don't need Mac mini to run OpenClaw

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Learning to Reason in 13 Parameters

https://arxiv.org/abs/2602.04118
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Convergent Discovery of Critical Phenomena Mathematics Across Disciplines

https://arxiv.org/abs/2601.22389
1•energyscholar•28m ago•1 comments

Ask HN: Will GPU and RAM prices ever go down?

1•alentred•29m ago•2 comments

From hunger to luxury: The story behind the most expensive rice (2025)

https://www.cnn.com/travel/japan-expensive-rice-kinmemai-premium-intl-hnk-dst
2•mooreds•30m ago•0 comments

Substack makes money from hosting Nazi newsletters

https://www.theguardian.com/media/2026/feb/07/revealed-how-substack-makes-money-from-hosting-nazi...
6•mindracer•31m ago•0 comments

A New Crypto Winter Is Here and Even the Biggest Bulls Aren't Certain Why

https://www.wsj.com/finance/currencies/a-new-crypto-winter-is-here-and-even-the-biggest-bulls-are...
1•thm•31m ago•0 comments

Moltbook was peak AI theater

https://www.technologyreview.com/2026/02/06/1132448/moltbook-was-peak-ai-theater/
2•Brajeshwar•31m ago•0 comments
Open in hackernews

Show HN: Duper – The Format That's Super

https://duper.dev.br/
31•epiceric•3mo ago
An MIT-licensed human-friendly extension of JSON with quality-of-life improvements (comments, trailing commas, unquoted keys), extra types (tuples, bytes, raw strings), and semantic identifiers (think type annotations).

Built in Rust, with bindings for Python and WebAssembly, as well as syntax highlighting in VSCode. I made it for those like me who hand-edit JSONs and want a breath of fresh air.

It's at a good enough point that I felt like sharing it, but there's still plenty I wanna work on! Namely, I want to add (real) Node support, make a proper LSP with auto-formatting, and get it out there before I start thinking about stabilization.

Comments

notpushkin•3mo ago
https://xkcd.com/927/
hshdhdhehd•3mo ago
The X on the date time support means we need a new standard :)
ACAVJW4H•3mo ago
Nice work this actually looks great. Of course, it’s only a matter of time before someone drops the XKCD about standards proliferation, so I’ll save them the trouble. Pre-emptive XKCD #927 deployed.
jitl•3mo ago
I think a neat route would be to use this as an authoring plugin in VS Code, like prettier: write Duper (or JSON5, or whatever), and then downlevel it to regular json automatically when pressing cmd-s. You wouldn't get to keep your comments (or they could be transformed to { "//": "comment text" }).

Outside of that, it's tough to compete with JSON in the "human readable unschematized serialization format" market, especially targetting JavaScript:

Use in the browser requires some degree of bundle size increase, since the parser code needs to be loaded before your format can be used. WebAssembly libraries are usually quite large compared to a pure-JS implementation. According to [bundlejs](https://bundlejs.com/?q=%40duper-js%2Fwasm&treeshake=%5B*%5D), @duper-js/wasm weighs in at about 488 kB uncompressed, 159 kB gzip.

Use in any JavaScript runtime means you're competing against the runtime's native `JSON.parse` and `JSON.stringify`. In v8, these are very quick and have runtime-level tricks to go faster, for example see [v8's recent post on making JSON.stringify 2x faster](https://v8.dev/blog/json-stringify) when serializing plain objects with no funny business .toJSON methods, replacer, or indent formatting.

Besides those points, my major complaint about JSON is how expensive it is to encode binary data for transmission; in JSON I usually do base64, with your format it's transformed to escape characters that are less efficient than base64, right? \xNN is base16 with 2 extra bytes wasted on the \ and x, or \uNNNN which is base 10 with 2 extra bytes. Is there a way you can fit binary with no expensive encode/decode step into the format?

So, for me this seems suitable as a config file format: there you get good benefit from comments, identifiers, easier string authoring. Not sure I need the binary raw string thingy in config files that much, but I guess it doesn't hurt.

notpushkin•3mo ago
> I think a neat route would be to use this as an authoring plugin in VS Code, like prettier: write Duper (or JSON5, or whatever),

This actually somewhat works right now. If you pass this JSON5 example through Prettier:

    {
      // comments
      unquoted: 'and you can quote me on that',
      singleQuotes: 'I can use "double quotes" here',
      lineBreaks: "Look, Mom! \
    No \\n's!",
      hexadecimal: 0xdecaf,
      leadingDecimalPoint: .8675309, andTrailing: 8675309.,
      positiveSign: +1,
      trailingComma: 'in objects', andIn: ['arrays',],
      "backwardsCompatible": "with JSON",
    }
You’ll get:

    {
      // comments
      "unquoted": "and you can quote me on that",
      "singleQuotes": "I can use \"double quotes\" here",
      "lineBreaks": "Look, Mom! \
    No \\n's!",
      "hexadecimal": 0xdecaf,
      "leadingDecimalPoint": 0.8675309,
      "andTrailing": 8675309,
      "positiveSign": +1,
      "trailingComma": "in objects",
      "andIn": ["arrays"],
      "backwardsCompatible": "with JSON"
    }
Which is still invalid JSON... but it does fix unquoted keys, floats, trailing comma, and single → double quote strings with correct escaping. So if you have “format on save” enabled in your editor, it might just work!
epiceric•3mo ago
Duper certainly won't outperform the native JSON implementation (and it likely never will), though I do think benchmarks would be a great addition. Bundle size and binary representation are definitely things I'll keep in mind!

The config file transpiration to JSON idea is quite interesting. It's pretty similar to how I'm already defining the TextMate grammar used by the website's syntax highlighter, so I'll certainly try to incorporate that into the tooling.

jitl•3mo ago
It may be worth it to pipe Duper into your WASM/native code, and get back plain JSON out, which you then hand off to the runtime's `JSON.parse` with a post-processing step to support any special features needed. Something like this:

    // idea of implementing public duper.parse function to lean on
    // runtime's JSON.parse
    //
    // downlevel to json, eg binary strings become base64 normal json strings
    const { jsonString, enhancements } = duper.duperToJSON(data)
    // let the runtime go fast when decoding
    const rawObject = JSON.parse(jsonString)
    // `enhance` knows the paths to all the binary base64 strings
    // and replaces them with Uint8Arrays
    const decoded = duper.enhance(rawObject, enhancements)
Here enhancements is something very easy / low cost to construct over the FFI bridge, like

    type Path = Array<string | number>
    type TransformFn = (value: unknown) => unknown
    type Transform = TransformFn | Enhancements
    type Enhancements = Array<[path: Path, transform: Transform]>
Not sure if this would end up faster, it may allocate more, but it's probably better than unoptimized object/array construction from WASM/native -> runtime. You could also try with a `reviver` argument to JSON.parse but i always find the lack of full path to key somewhat clunky.
aappleby•3mo ago
Where the ** is the grammar specification? Prose is nice, but with a BNF I could plug this into my parsing expression grammar library right quick and give it a rundown.
epiceric•3mo ago
Good point. I'll see about making one.
anilgulecha•3mo ago
The object notation format that's going to win is the one that's going to maximally support LLM output. I've come across BAML before, but it's not widely used for some reason.

Today JSON is winning, but for more complex structures, there's still syntax issues in output. XML does reasonably well (given the deep react jsx/HTML in the training corpos), so perhaps that will make a comeback.

Are there benchmarks on this? I think the SOTA models are fine -- they can work with most models, but the fun is that models that are 90% of SOTA performance and cost 90% less - which output format do they work best with. This is where the winner will be found.

TLDR: probably JSON or XML will remain the config format for a while.

anonzzzies•3mo ago
Why no date and time?
epiceric•3mo ago
My reasoning is that they are normally transmitted as strings in JSON, and you could use an identifier like DateTime("2025-11-02T02:33:00Z") if you need to be explicit.

Making them part of the language would increase the complexity of parsers - how would you validate that a date is actually valid? It's doable (YAML and TOML do it, after all) but requires extra steps.

epiceric•3mo ago
Although given the feedback I've received, date/time might get included into the format.
jitl•3mo ago
note that a DateTime w/ a UTC offset is significantly different from a DateTime w/ a TimeZone (+ optional Calendar), aka ZonedDateTime. ZonedDateTime(July 26, 2035 10:15:32pm in Instanbul) may not necessarily always be at today's value of Instant(July 26, 2035 10:15:32pm in Instanbul). If you are going to support date/time, you should not use the word "DateTime", "Date", "Time" in a way that is ambiguous (is it a ZonedDateTime, or an Instant?), or forget to include support for ZonedDateTime.

MDN page on JavaScript's Temporal library gives a good overview of the difference between the two; today's practice of encoding Instants as ISO 8601 strings in UTC (Z suffix) or at a UTC offset is okay for ephemeral data-in-motion that will be used right now, but is not a good practice for persisted data since time zones, DST rules, etc change all the time. Temporal is the JS-specific API, but these concepts apply to all handling of date/time/etc data in computer systems.

That said, v8 plans to use [temporal_rs][] as their Temporal backend.

Temporal: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Refe...

temporal_rs: https://crates.io/crates/temporal_rs

You can encode extended ZonedDateTime information to string following this RFC [Date and Time on the Internet: Timestamps with Additional Information](https://www.rfc-editor.org/rfc/rfc9557.txt)

djfobbz•3mo ago
DateTime handling, especially with timezone offsets, is crucial. If your format gets that right, it'll stand out...most formats still mess up time zones or rely on loose string parsing. It's key for stuff like logs, scheduling, or syncing data across systems. DuperGZ right after that! ;)