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A Jev that can ask Opus for help gives Opus accuracy at 4x lower cost

https://hightouch.com/blog/llm-judges-identity-resolution
41•theanomaly•46m ago

Comments

giancarlostoro•20m ago
What about Sonnet? Haiku? Does it need Opus specifically?
rickypp•14m ago
Seems to me that the important factor is that Jev has well-calibrated confidence for this task. Which secondary expensive model it defers to is probably less critical in this technique as long as that model has higher performance than Jev.
gbrindisi•14m ago
Excellent read. I use the same hybrid approach for a lot of security engineering work and it’s working well after initial calibrations, for example for our own harness we rebuilt auto mode exactly like this to judge tool calls and intent.
xlayn•13m ago
If you use Qwen3.8 27B to manage, to orchestrate, do do shallow research, and then make it ask claude you will notice that Qwen can get out of Haiku, Sonnet and Opus almost as good answers... I was researching how good the model asnswers where, I can't get to work with anything but Fable, but Qwen can get good work from any of them. My theory is that if you make Qwen understand you, Qwen can elaborate as much as needed to get any of those models get good results, because it's filling in details. So using Qwen to direct claude also get's you amazing results way way cheaper...
koolba•11m ago
> My theory is that if you make Qwen understand you, Qwen can elaborate as much as needed to get any of those models get good results, because it's filling in details.

How is this different than just telling the model you’re using to fill in the gaps itself?

If you’re not manually reviewing the intermediate hop, how does that add to the “understanding you”?

drkleiner•4m ago
I do the opposite of this, use Qwen3.8-27B as subagents, Opus 5.5 as orchestrator and planner, never implementer, and it cuts my token usage significantly. So it is using Claude to direct Qwen. Never thought of the other way around, will give this a try soon as possible.
ltsSmitty•11m ago
Liked the read. I wish there were some code examples for how jev/Luna were actually done as I try wrapping my head around their new paradigm.
Fordec•5m ago
This sort of stuff has me believing that decision model controlled/prioritized context is the future of context management beyond the raw AGENTS.md file.

Why give all the context to an agent, when the context can also be curated, updated and made concise automatically for each new problem.

bigcat12345678•3m ago
Yes × 1000... Jev is the classic type of scientific discovery, any human can see it's effectiveness without actually trying it. We were only deprived the discovery because of the incredible noises created by the AGI/ASI ferver....

The Ballmer Peak: An Empirical Search (2024)

https://arxiv.org/abs/2404.10002
1•theanonymousone•13s ago•0 comments

Show Homi, a self-hosted offline-first family organizer

https://github.com/thecybermacgyver/homi
1•thecybermacgyve•56s ago•0 comments

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https://www.doubleai.com/research/can-llms-redesign-themselves-as-they-train
1•bilsbie•4m ago•0 comments

SonicWall SonicOS SSLVPN auth bypass (CVE-2026-19868)

https://psirt.global.sonicwall.com/vuln-detail/SNWLID-2026-0014
1•acossta•6m ago•0 comments

SketchAgentBench – evaluate LLMs on 3D spatial reasoning

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https://blog.pypi.org/posts/2026-11-06-ui-updates-complete/
1•miketheman•9m ago•0 comments

Modernising 40-year-old scientific code with Gemini 4 Argon

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1•andrewstetsenko•9m ago•0 comments

AI Text Watermarking May Not Be Able to Meet the E.U.'S New Rules

https://spectrum.ieee.org/ai-watermark-openai-textgrain-europe
1•pseudolus•10m ago•0 comments

How to speed up the Rust compiler in November 2026

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1•birdculture•15m ago•0 comments

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ICLR 2027 review scores for 40,458 papers

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Artemis II launch tore a hole in upper atmosphere so it disrupted GPS

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Carbon Monitor, tracking daily carbon dioxide emissions

https://carbonmonitor.org/
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The Doubling Board: 64 squares, each one costs twice the last

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Near-real-time global gridded daily CO2 emissions

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Ask HN: Banned for Reddit Inauthentic Ads?

2•polywickstudio•37m ago•0 comments

Meat Proxy – Claude Opus 5.5 music video

https://www.youtube.com/watch?v=gQvQ2NanBTI
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Will AI Kill Mathematics?

https://www.youtube.com/watch?v=WLYW6BPkkIk
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The Moe Training Handbook

https://huggingface.co/spaces/huggingface/moe-blogpost
2•kashifr•41m ago•0 comments