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Show HN: Seedance 2.0 AI video generator for creators and ecommerce

https://seedance-2.net
1•dallen97•2m ago•0 comments

Wally: A fun, reliable voice assistant in the shape of a penguin

https://github.com/JLW-7/Wally
1•PaulHoule•3m ago•0 comments

Rewriting Pycparser with the Help of an LLM

https://eli.thegreenplace.net/2026/rewriting-pycparser-with-the-help-of-an-llm/
1•y1n0•5m ago•0 comments

Lobsters Vibecoding Challenge

https://gist.github.com/MostAwesomeDude/bb8cbfd005a33f5dd262d1f20a63a693
1•tolerance•5m ago•0 comments

E-Commerce vs. Social Commerce

https://moondala.one/
1•HamoodBahzar•6m ago•1 comments

Avoiding Modern C++ – Anton Mikhailov [video]

https://www.youtube.com/watch?v=ShSGHb65f3M
1•linkdd•7m ago•0 comments

Show HN: AegisMind–AI system with 12 brain regions modeled on human neuroscience

https://www.aegismind.app
2•aegismind_app•11m ago•1 comments

Zig – Package Management Workflow Enhancements

https://ziglang.org/devlog/2026/#2026-02-06
1•Retro_Dev•13m ago•0 comments

AI-powered text correction for macOS

https://taipo.app/
1•neuling•16m ago•1 comments

AppSecMaster – Learn Application Security with hands on challenges

https://www.appsecmaster.net/en
1•aqeisi•17m ago•1 comments

Fibonacci Number Certificates

https://www.johndcook.com/blog/2026/02/05/fibonacci-certificate/
1•y1n0•19m ago•0 comments

AI Overviews are killing the web search, and there's nothing we can do about it

https://www.neowin.net/editorials/ai-overviews-are-killing-the-web-search-and-theres-nothing-we-c...
3•bundie•24m ago•1 comments

City skylines need an upgrade in the face of climate stress

https://theconversation.com/city-skylines-need-an-upgrade-in-the-face-of-climate-stress-267763
3•gnabgib•25m ago•0 comments

1979: The Model World of Robert Symes [video]

https://www.youtube.com/watch?v=HmDxmxhrGDc
1•xqcgrek2•29m ago•0 comments

Satellites Have a Lot of Room

https://www.johndcook.com/blog/2026/02/02/satellites-have-a-lot-of-room/
2•y1n0•29m ago•0 comments

1980s Farm Crisis

https://en.wikipedia.org/wiki/1980s_farm_crisis
4•calebhwin•30m ago•1 comments

Show HN: FSID - Identifier for files and directories (like ISBN for Books)

https://github.com/skorotkiewicz/fsid
1•modinfo•35m ago•0 comments

Show HN: Holy Grail: Open-Source Autonomous Development Agent

https://github.com/dakotalock/holygrailopensource
1•Moriarty2026•42m ago•1 comments

Show HN: Minecraft Creeper meets 90s Tamagotchi

https://github.com/danielbrendel/krepagotchi-game
1•foxiel•50m ago•1 comments

Show HN: Termiteam – Control center for multiple AI agent terminals

https://github.com/NetanelBaruch/termiteam
1•Netanelbaruch•50m ago•0 comments

The only U.S. particle collider shuts down

https://www.sciencenews.org/article/particle-collider-shuts-down-brookhaven
2•rolph•52m ago•1 comments

Ask HN: Why do purchased B2B email lists still have such poor deliverability?

1•solarisos•53m ago•3 comments

Show HN: Remotion directory (videos and prompts)

https://www.remotion.directory/
1•rokbenko•55m ago•0 comments

Portable C Compiler

https://en.wikipedia.org/wiki/Portable_C_Compiler
2•guerrilla•57m ago•0 comments

Show HN: Kokki – A "Dual-Core" System Prompt to Reduce LLM Hallucinations

1•Ginsabo•58m ago•0 comments

Software Engineering Transformation 2026

https://mfranc.com/blog/ai-2026/
1•michal-franc•59m ago•0 comments

Microsoft purges Win11 printer drivers, devices on borrowed time

https://www.tomshardware.com/peripherals/printers/microsoft-stops-distrubitng-legacy-v3-and-v4-pr...
3•rolph•59m ago•1 comments

Lunch with the FT: Tarek Mansour

https://www.ft.com/content/a4cebf4c-c26c-48bb-82c8-5701d8256282
2•hhs•1h ago•0 comments

Old Mexico and her lost provinces (1883)

https://www.gutenberg.org/cache/epub/77881/pg77881-images.html
1•petethomas•1h ago•0 comments

'AI' is a dick move, redux

https://www.baldurbjarnason.com/notes/2026/note-on-debating-llm-fans/
5•cratermoon•1h ago•0 comments
Open in hackernews

Systematically Improving Espresso: Mathematical Modeling and Experiment (2020)

https://www.cell.com/matter/fulltext/S2590-2385(19)30410-2
77•austinallegro•1mo ago

Comments

bee_rider•4w ago
I think they’ve modeled espresso channeling? It’s well known by hobbyists. Although, they’ve quantified things nicely, and anyway having a result in the record that matches your gut is great!
nerdponx•4w ago
If I'm not mistaken this is the original "turbo shot" paper.
bee_rider•4w ago
Oh wow, so this is what kicked off the whole channeling thing? Neat!
nerdponx•4w ago
No, but I think this was novel at the time for being able to model espresso puck dynamics well enough to produce a testable/tasteable prediction that led to a big shift in how coffee hobbyists think about espresso.
0xWTF•4w ago
MORE TO EXPLORE

Coffee. Vols. 1–6. R. J. Clarke and R. Macrae. Elsevier Applied Science, 1985.

Coffee: Botany, Biochemistry and Production of Beans and Beverage. M. N. Clifford and K. C. Willson. Croom Helm, London, 1985.

Caffeine, Coffee and Health. Edited by S. Garattini. Raven Press, 1993.

Coffee: Recent Developments. R. J. Clarke and O. Vitzthum. Blackwell Science, 2001.

Espresso Coffee: The Science of Quality. Second edition. A. Illy and R. Viani. Academic Press, 2005.

Association for Science and Information on Coffee: www.asic-cafe.org (sadly now a spam/gambling site)

International Coffee Organization: www.ico.org (seems to have a bad cert now?)

News from the industry of specialty coffee: www.scaa.org/chronicle/category/coffee-science (also dead)

from https://www.scientificamerican.com/article/the-science-of-a-...

semessier•4w ago
a parameterization would be helpful for machine designers probably
patspam•4w ago
I’ll wait for the Lance Hedrick / James Hoffmann video.
josephcsible•4w ago
You'll have to wait negative six years. https://www.youtube.com/watch?v=BoYBLn9hRqs
iosguyryan•4w ago
For an academic coffee paper, it is better than many.

A common sin remains: like most coffee papers, I was unable to find calibration procedures in the methods or supplementary sections for the espresso brewing instrument whose performance may vary between runs, days, or users. In this case, they claim/assume "The Opera allows for precise control of shot time, water pressure (PW), and temperature"). As a Decent owner, I'm less familiar with the Opera, but for either machine I would want to disprove any confounding variables by attaching independent sensors. Decent has openly discussed hurdles they've confronted for consistency and accurate measurement.

Their main takeaways, though, are interesting and track with how many now prefer to extract:

As we demonstrated in Figure 3, our model informs us that a reduction in dry coffee mass results in an increased EYmax (shown schematically in blue in Figure 6). Thus, a barista is able to achieve highly reproducible espresso with the same EY as the 20 g espresso by reducing the coffee mass to 15 g and counter-intuitively grinding much coarser (as shown in red, Figure 6B). This modification may result in very fast shots (<15 s), a reduction in espresso concentration, and a different flavor profile.

...

Beyond sensory science studies, a persistent difficulty is that there is no rapid route to assessing the quality of two identical EYs made with different grind settings or brew parameters. It is clear that espresso made at 22% EY in the partially clogged regime tastes more ‘‘complex’’ than a fast 22% EY obtained using the optimization routine presented in Figure 6. In an attempt to recover the same flavor profile as the partially clogged flow regime, a shot must contain a mixture of higher and lower extractions. Consider the tasty point in Figure 7: One can approximate its flavor pro- file by blending two shots: (1) a low extraction/high dose (purple point) and (2) a high extraction/low dose (green point). This procedure can more economically yield a shot with a flavor profile that should approximate that which was previously only obtainable in an economically inefficient partially clogged shot. Blending shots does double the total volume of the beverage, and the procedure comes with the added combinatorial complexity associated with calibrating two shots that, when mixed together, yield superior flavor. We expect only the most enthusiastic practi- tioners would consider this approach, but it may well be actionable in an industrial setting where extraction is carried out in bulk.

amelius•4w ago
There is one important thing missing in the paper:

https://news.ycombinator.com/item?id=46526933

sho_hn•4w ago
Amusingly I also added a coffee stain to my Tex-based e-ink newspaper:

https://imgur.com/a/diy-automatic-e-ink-newspaper-using-rust...

Not using that package, though.

vrighter•4w ago
I thought this was going to be about logic minimization. Was severely disappointed
Mathnerd314•4w ago
Logic minimization is kind of boring? I had to solve a problem once and the answer was still to use the espresso software from the 1980s. It is a pretty specialized problem and honestly I don't see how you would improve on it, besides integrating the digital circuit design research. But in terms of software, there is not really any reason to use a Boolean logic formula instead of just passing around the truth table directly.
vrighter•4w ago
well that's exactly why i thought this was exciting. I thought there had been some advances on that front