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Suno launches Spark incubator program to feed independent artists to its AI machine

Suno has ambitions to be more than just a toy to churn out AI slop, it also wants to be a streaming destination and to break new artists. Spark is their new incubator program for independent artists that provides grants, mentorship, and marketing support. To apply, artists need to be an unsigned singer, songwriter, or […]

Show HN: Bash4LLM+ – A lightweight, dependency-free Bash wrapper for LLM APIs

Bash4LLM is a single-file Bash wrapper for interacting with LLMs from the terminal. I created it because I wanted something simple that worked without installing Python, Node, or any other runtime.

It uses only Bash, curl, and jq. You can send prompts, start a small chat, process files line by line, stream output, and save session metadata in JSON format.

I tried to make it safe and predictable: no use of the system /tmp, no use of eval. Groq is supported by default, and other providers can be added with dedicated Bash scripts in the extras/providers/ folder.

Example:

  echo "explains the command: ls -l" | ./bash4llm


Comments URL: https://news.ycombinator.com/item?id=48710827

Points: 6

# Comments: 3

Show HN: NanoEuler – GPT-2 scale model in pure C/CUDA from scratch

Hi everyone,

I started working on nanoeuler after the ban of anthropic's fable because my ambition and dream is to work in the AI field in anthropic. The two interesting reasons that led me to create nanoeuler were (1) interfacing with llm does not mean understanding how they are composed and (2), working on llm with a very low-level layer to understand the correlation between parameters and data and growth of the model and how the GPU works and how some layers can be optimized.

So I started working on it with a research aspect by making nanoeuler grow more and more but doing one step after another starting from Shakespeare.txt and understanding what a text generation model understands at 23 million parameters. For example, nanoeuler at that number had understood that Name: started a line and wrote that line with sense.

I wrote everything in CUDA because I wanted to not use any intermediary between the model in training and inference and what it had to do. Then the use of SFT and much more, even if in small ways, were really useful to understand the various step to make an llm like a chatbot.Any feedback, help, or suggestions are absolutely welcome!


Comments URL: https://news.ycombinator.com/item?id=48710778

Points: 8

# Comments: 1

TOP500 at ISC'26: We Have a New Number 1 – By George Cozma

Article URL: https://chipsandcheese.com/p/top500-at-isc26-we-have-a-new-number

Comments URL: https://news.ycombinator.com/item?id=48710775

Points: 18

# Comments: 7

Ford rehires 'gray beard' engineers after AI falls short

Article URL: https://techcrunch.com/2026/06/28/ford-rehires-gray-beard-engineers-after-ai-falls-short/

Comments URL: https://news.ycombinator.com/item?id=48710749

Points: 60

# Comments: 27

The US Used to Demand the Best Tech. Now We Ban It

Article URL: https://www.pcmag.com/opinions/the-us-used-to-demand-the-best-tech-now-we-ban-it

Comments URL: https://news.ycombinator.com/item?id=48710437

Points: 25

# Comments: 15

Ford rehires ‘gray beard’ engineers after AI falls short

"Mistakenly we thought that by just introducing artificial intelligence ... that would produce a high-quality product.”

Computer-Aided Language Development in Nonspeaking Children (1968) [pdf]

http://i.stanford.edu/pub/cstr/reports/cs/tr/68/85/CS-TR-68-...


Comments URL: https://news.ycombinator.com/item?id=48710350

Points: 10

# Comments: 0

Why did this journal retract two 1940s papers by Max Planck?

Clicking on the links now reveals blank pages and empty PDFs. "Intellectually, it’s not acceptable.”

Librepods: AirPods liberated from Apple's ecosystem

Article URL: https://github.com/librepods-org/librepods

Comments URL: https://news.ycombinator.com/item?id=48710232

Points: 87

# Comments: 5

دسته‌بندی‌ها

معمولی: گجت‌ها، نرم‌افزار، امنیت، AI، استارتاپ