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Apple is the only Big Tech company whose capex declined last quarter

https://sherwood.news/tech/apple-is-the-only-big-tech-company-whose-capex-declined-last-quarter/
1•elsewhen•20s ago•0 comments

Reverse-Engineering Raiders of the Lost Ark for the Atari 2600

https://github.com/joshuanwalker/Raiders2600
2•todsacerdoti•1m ago•0 comments

Show HN: Deterministic NDJSON audit logs – v1.2 update (structural gaps)

https://github.com/yupme-bot/kernel-ndjson-proofs
1•Slaine•5m ago•0 comments

The Greater Copenhagen Region could be your friend's next career move

https://www.greatercphregion.com/friend-recruiter-program
1•mooreds•5m ago•0 comments

Do Not Confirm – Fiction by OpenClaw

https://thedailymolt.substack.com/p/do-not-confirm
1•jamesjyu•6m ago•0 comments

The Analytical Profile of Peas

https://www.fossanalytics.com/en/news-articles/more-industries/the-analytical-profile-of-peas
1•mooreds•6m ago•0 comments

Hallucinations in GPT5 – Can models say "I don't know" (June 2025)

https://jobswithgpt.com/blog/llm-eval-hallucinations-t20-cricket/
1•sp1982•6m ago•0 comments

What AI is good for, according to developers

https://github.blog/ai-and-ml/generative-ai/what-ai-is-actually-good-for-according-to-developers/
1•mooreds•6m ago•0 comments

OpenAI might pivot to the "most addictive digital friend" or face extinction

https://twitter.com/lebed2045/status/2020184853271167186
1•lebed2045•7m ago•2 comments

Show HN: Know how your SaaS is doing in 30 seconds

https://anypanel.io
1•dasfelix•8m ago•0 comments

ClawdBot Ordered Me Lunch

https://nickalexander.org/drafts/auto-sandwich.html
1•nick007•9m ago•0 comments

What the News media thinks about your Indian stock investments

https://stocktrends.numerical.works/
1•mindaslab•10m ago•0 comments

Running Lua on a tiny console from 2001

https://ivie.codes/page/pokemon-mini-lua
1•Charmunk•10m ago•0 comments

Google and Microsoft Paying Creators $500K+ to Promote AI Tools

https://www.cnbc.com/2026/02/06/google-microsoft-pay-creators-500000-and-more-to-promote-ai.html
2•belter•12m ago•0 comments

New filtration technology could be game-changer in removal of PFAS

https://www.theguardian.com/environment/2026/jan/23/pfas-forever-chemicals-filtration
1•PaulHoule•13m ago•0 comments

Show HN: I saw this cool navigation reveal, so I made a simple HTML+CSS version

https://github.com/Momciloo/fun-with-clip-path
2•momciloo•14m ago•0 comments

Kinda Surprised by Seadance2's Moderation

https://seedanceai.me/
1•ri-vai•14m ago•2 comments

I Write Games in C (yes, C)

https://jonathanwhiting.com/writing/blog/games_in_c/
2•valyala•14m ago•0 comments

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•15m 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•15m 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•15m ago•0 comments

Show HN: Stacky – certain block game clone

https://www.susmel.com/stacky/
2•Keyframe•18m ago•0 comments

AIII: A public benchmark for AI narrative and political independence

https://github.com/GRMPZQUIDOS/AIII
1•GRMPZ23•18m ago•0 comments

SectorC: A C Compiler in 512 bytes

https://xorvoid.com/sectorc.html
2•valyala•20m ago•0 comments

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

1•bot_uid_life•21m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•Jyaif•22m ago•0 comments

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

https://www.scientificamerican.com/article/new-glp-1-weight-loss-drugs-are-coming-and-theyre-stro...
5•randycupertino•23m ago•0 comments

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

https://brylie.music/apps/bpm-calculator/
1•brylie•26m ago•0 comments

Show HN: Tasty A.F. - Use AI to Create Printable Recipe Cards

https://tastyaf.recipes/about
2•adammfrank•26m ago•0 comments

The Contagious Taste of Cancer

https://www.historytoday.com/archive/history-matters/contagious-taste-cancer
2•Thevet•28m ago•0 comments
Open in hackernews

How we made v0 an effective coding agent

https://vercel.com/blog/how-we-made-v0-an-effective-coding-agent
29•MaxLeiter•1mo ago

Comments

themafia•3w ago
> A simple example is substituting long strings the LLM often refers to. For example, when a user uploads an attachment, we give v0 a blob storage URL. That URL can be very long (hundreds of characters), which can cost 10s of tokens and impact performance.

> Before we invoke the LLM, we replace the long URLs with shorter versions that get transformed into the proper URL after the LLM finishes its response.

So, instead of fixing your blob URLs, you effectively run a regex to search and replace on the prompt before you feed it to the LLM? That does not seem like high quality engineering.

> In addition to text injection, we worked with the AI SDK team to provide examples in the v0 agent’s read-only filesystem. These are hand-curated directories with code samples designed for LLM consumption. When v0 decides to use the SDK, it can search these directories for relevant patterns such as image generation, routing, or integrating web search tools.

Curated or created? If you "curated" them what is the copyright license on those examples? Are they just copied into the project?

Remember when programming was about creating useful libraries of code? Now it's about sequestering them inside of an LLM and then charging insane amounts of money to convince a machine to sometimes copy them into your code for you.

Just.. wow... what are we even doing? Prepare for a very fragile future.

Aurornis•3w ago
> Curated or created? If you "curated" them what is the copyright license on those examples?

Given that they’re talking about their own SDK that they created in this article, the examples are probably from their own docs and engineers.

> Are they just copied into the project?

No, v0 doesn't copy and paste snippets into projects. LLM coding tools don't work like that.

Providing example code or patterns for LLMs to follow is a very effective technique. They don't copy and paste or clone the code. They're good at identifying patterns, especially when you give them hints. What they did is not new or novel, it's just a well-known and effective technique for accomplishing various things with LLMs. Providing similar or generic examples goes a long way.

aziaziazi•3w ago
> They don't copy and paste or clone the code

That’s not how I understand his post, instead "read-only filesystem" seems to reference the LLM working directory and not it’s outpost directory. He’s asking what’s the licences of the code sample which is fair.

It’s forbidden for Toyota to use a process protected by BID even if they only sell the result of that process (the car) and not the process itself.

I might have misunderstood the original article or themafia message though.

Aurornis•3w ago
The article is about their AI SDK. So this isn’t taking from someone else and using it as an example. They literally wrote the SDK, the docs for it, and the examples.
MaxLeiter•3w ago
v0 actually can directly copy files out of its examples and then apply edits. This saves it from having to write out the long examples verbatim. The rest of your comment is accurate
roncesvalles•3w ago
Although your criticisms are totally contrived, if it makes you feel better, nobody considers this real programming. Things like v0 are just an evolution on the no-code front, which has some utility but will always remain a niche without possibility of serious scale.
ramon156•3w ago
Depends what you consider an "effective coding agent"
llmslave3•3w ago
Doesn't everyone use OpenCode or Claude Code these days? I haven't heard about V0 in a long time.
atonse•3w ago
Whatever their secret sauce is (model, system prompt, or harness), v0 creates some of the most beautiful designs and mockups when I ask it to. And it looks really polished.

Even better than anything I’ve seen from Claude Code.

So I use it a lot for inspiration for screens and even have used it for proposals.

pxheller•3w ago
I feel like using sequential transformers generating code feels like a brute-force solution for UI generation.

The "obvious" path forward for frontend assistants is to move away from raw code generation toward some domain-specific language. UI is inherently structural - it should be expressed through component hierarchies that implement pre-defined design guidelines (with colors, margins, border radius etc being defined outside of the core model, and applied as a kind of theme to the model's output).

If we define the UI as a composition of VStacks/HStacks and predefined components, we can use diffusion models to generate the layout, and consistently apply the 'theme' afterwards. It's a much cleaner abstraction than asking an LLM to hallucinate valid CSS classes.