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Updated: 1 hour 51 min ago

Show HN: Ototo: A tool to offload code exploration to a smaller model

2 hours 45 sec ago

Hey all - I made a thing with my clanker Kevin: Ototo (https://ototo.dev/) - yes this is clanker driven dev. The idea is to offload code exploration and other token'y heavy tasks to a smaller model to do the work and chuck the result back. This helps in a couple of ways (1) it saves tokens if you can offload to a cheaper or free local model (2) it can keep the main context clearer as it removes all the sherlocking thinking/exploration. It also saves more tokens than using anthropics own exploration agent.

I had originally played around with a graph based approach but found this to work better. Currently, I have this running with Qwen 3.8 27B on my framework (I had Kevin build me a custom inference engine to squeeze all the juice I could out of the AMD - https://gitlab.com/handmadedigital/projects/shocho).

It's been through a bunch of tests (results are available if people want) against a load of different repos, including comparing subsequent commits of large repos with claude, claude + exploration agent and claude + ototo and so far ototo seems to really help.

The site is very 'LLM'y at the moment - I haven't had time to edit it to make the text more readable for us humans. Sorry.

Hope it helps folks in their day-to-day.

--EOL

Comments URL: https://news.ycombinator.com/item?id=49971028

Points: 1

# Comments: 0

Categories: Hacker News

Show HN: I recreated "Crazy Ones" ad as an animated web tribute to Steve Jobs

2 hours 1 min ago

Today marks 15 years since Steve Jobs died. I remember watching his narrated version of "Here’s to the crazy ones" that day and crying. It felt like he was reading his own obituary. The ad suddenly seemed to have been about him all along.

When I first saw the original as a teenager, I decided to buy a Mac. It took me four years of saving. I still think it’s the best ad ever made: it never mentions a product, but it sold me on the whole company.

To mark the anniversary, I recreated it as an animated monochrome experience that runs in the browser, with Jobs' original narration.

I used Claude Opus 5.5 (ultracode) for the code, animation, and sound design, GPT-Image-2.5 for the illustrations, and ElevenLabs for the music. The voice is Jobs’s actual recording, isolated from the original soundtrack.

Comments URL: https://news.ycombinator.com/item?id=49971016

Points: 1

# Comments: 0

Categories: Hacker News

Not a Wedding Crasher

2 hours 2 min ago

Article URL: https://www.notaweddingcrasher.com/

Comments URL: https://news.ycombinator.com/item?id=49971003

Points: 2

# Comments: 0

Categories: Hacker News

Nix on the Steam Frame

2 hours 15 min ago
Categories: Hacker News

Testing AI on Real-World Tasks

2 hours 15 min ago

Article URL: https://www.vals.ai/home

Comments URL: https://news.ycombinator.com/item?id=49970806

Points: 2

# Comments: 0

Categories: Hacker News

Show HN: Soundscaper – Audacity 4-like audio editor in the browser

2 hours 17 min ago

After I finished my job as a designer on Audacity 4, I dabbled around in making some web tools/WASM things, until I eventually had the thought: But what if I made a web port of Audacity? How hard could that be? Turns out: Browsers actually are reasonably capable at handling media, and the word robots are lying bastards which can be tamed somewhat by having enough tests.

And thus, Soundscaper exists now, featuring Audacity 4's UI, a bunch of extra features that Audacity doesn't have, and, going full circle, even desktop versions of it. And most importantly, it's owned by a non-profit, so I'll never again have to implement monetization strategies into an open source audio editor.

Comments URL: https://news.ycombinator.com/item?id=49970788

Points: 1

# Comments: 0

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