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Show HN: Ototo: A tool to offload code exploration to a smaller model
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
Mobile-first SCUMM-style point-and-click engine
Article URL: https://github.com/wanoo/web-scumm
Comments URL: https://news.ycombinator.com/item?id=49971022
Points: 1
# Comments: 0
Show HN: I recreated "Crazy Ones" ad as an animated web tribute to Steve Jobs
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
Wealth Against Commonwealth (1994)
Article URL: https://en.wikipedia.org/wiki/Wealth_Against_Commonwealth
Comments URL: https://news.ycombinator.com/item?id=49971008
Points: 1
# Comments: 0
Not a Wedding Crasher
Article URL: https://www.notaweddingcrasher.com/
Comments URL: https://news.ycombinator.com/item?id=49971003
Points: 2
# Comments: 0
Turkey's 20B ponzi scheme collapsed
Article URL: https://www.reuters.com/world/middle-east/how-turkeys-investment-fund-bubble-burst-2026-10-02/
Comments URL: https://news.ycombinator.com/item?id=49970990
Points: 1
# Comments: 0
Which brain computer interface is better for research in 2026
Article URL: https://ildarr2016.medium.com/pieeg-vs-openbci-emotiv-and-muse-an-honest-founders-comparison-acbf02d3c57c
Comments URL: https://news.ycombinator.com/item?id=49970976
Points: 1
# Comments: 0
Why your Claude Code routine reported success and did nothing
Article URL: https://runbook.scosovan.com/claude-code-routine-reported-success-did-nothing/
Comments URL: https://news.ycombinator.com/item?id=49970942
Points: 1
# Comments: 0
At-Protocol Based Encrypted Firmware Management Project
Article URL: https://github.com/ListeningPost/open-firmware-manager
Comments URL: https://news.ycombinator.com/item?id=49970909
Points: 1
# Comments: 1
CIA Report Warns Israel Could Head Toward Civil War, Total Collapse
Article URL: https://www.dropsitenews.com/p/cia-report-israel-civil-war-collapse
Comments URL: https://news.ycombinator.com/item?id=49970888
Points: 4
# Comments: 0
Dust: Pretraining Transformers Without Backpropagation
Article URL: https://qlabs.sh/research/dust
Comments URL: https://news.ycombinator.com/item?id=49970871
Points: 2
# Comments: 0
Exit interviews with defectors from OpenAI, Anthropic, and DeepMind
Article URL: https://nymag.com/intelligencer/article/ai-researchers-quit-openai-anthropic.html
Comments URL: https://news.ycombinator.com/item?id=49970858
Points: 2
# Comments: 0
Nix on the Steam Frame
Article URL: https://johns.codes/blog/nix-on-steam-frame
Comments URL: https://news.ycombinator.com/item?id=49970817
Points: 1
# Comments: 0
Show HN: Sideloop – Re-sign sideloaded iOS apps over Wi-Fi before they expire
Article URL: https://github.com/filippofinke/sideloop
Comments URL: https://news.ycombinator.com/item?id=49970810
Points: 1
# Comments: 0
Testing AI on Real-World Tasks
Article URL: https://www.vals.ai/home
Comments URL: https://news.ycombinator.com/item?id=49970806
Points: 2
# Comments: 0
F1 in Bahrain in Malaysia: The race needed a software update to start
Article URL: https://arstechnica.com/cars/2026/10/f1-in-bahrain-in-malaysia-the-race-needed-a-software-update-to-start/
Comments URL: https://news.ycombinator.com/item?id=49970803
Points: 1
# Comments: 1
You don't need an effect system
Article URL: https://burningwitness.github.io/blog/posts/against-effect-systems/
Comments URL: https://news.ycombinator.com/item?id=49970794
Points: 2
# Comments: 0
Show HN: Soundscaper – Audacity 4-like audio editor in the browser
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
