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Show HN: Chaos engineering for LLMs – Making models cross-examine each other

https://www.usecouncil.app/
1•jonnyhere•2h ago
Single-model inference is a single point of failure. I got sick of Chatgpt hallucinating fake citations and having to manually check them in a different tab with Claude.

So I built Council

The Difference: Shared Context Most "multi-bot" UIs are just parallel silos. Council uses a sequential backend stream where every response is injected into the context of the next model.

If GPT cites a fake study, Claude sees it and calls it out.

If Gemini misses a logic gap, Grok roasts it.

Adversarial Logic Instead of "consensus" (which leads to boring, average answers), I'm using model-on-model friction to surface the truth. By forcing GPT-4o, Claude 3.5, Gemini 1.5, and Grok into one adversarial window, you get a "red-teamed" output that’s harder to fake.

What I need: It's an MVP. I'm trying to figure out if "Inter-model Cross-Examination" actually kills hallucinations or just creates more expensive ones.

Give it a spin and try to break the logic. No fluff, just testing the architecture.

The State of DevOps Jobs in H2 2025

https://devopsprojectshq.com/role/devops-market-h2-2025/
1•thomster•3m ago•0 comments

The golden age of Indie software

https://www.markbernstein.org/Dec25/TheGoldenAge.html
1•hermitcrab•5m ago•0 comments

An Imprecision Problem

https://codeforces.com/blog/entry/149528
1•de_sousa•10m ago•0 comments

Giscus: A comments system powered by GitHub Discussions

https://giscus.app/
1•indigodaddy•10m ago•1 comments

Eastern Market Detroit

https://easternmarket.org/
1•marysminefnuf•14m ago•0 comments

Uv: An Fast Python Package Manager

https://www.janestreet.com/tech-talks/uv-an-extremely-fast-python-package-manager/
4•simonebrunozzi•14m ago•0 comments

Humanist Plumbing

https://www.tbray.org/ongoing/When/202x/2025/12/18/Humanist-Plumbing
1•praptak•18m ago•0 comments

Show HN: An AI-generated daily quiz app I built on my bike

https://www.dailyquiz.ai
1•GFuller•19m ago•0 comments

OGhidra: Automating dataflow analysis and vulnerability discovery via local LLMs

https://github.com/llnl/OGhidra
1•rmast•20m ago•1 comments

The Untold Story of the Nintendo Entertainment System [video]

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

Show HN: Jotter – A Note Keeping App

https://jotter.marstol.com/
1•sethhovestol•25m ago•1 comments

Zodiac Z13 Decryption on Colab – experts claim validation of Baber's decipher

https://colab.research.google.com/drive/19p4n1aMyeYte1jC4P3GKflMgD6xuZAvV
1•Artix187•27m ago•0 comments

China's TFR dev team has disbanded, following the arrest of its head dev by MSS

https://www.reddit.com/r/hoi4modding/s/5MTCy4s7HO
2•DustinEchoes•28m ago•1 comments

Amazon non-consensually forced TikTok onto my family's device

https://mastodon.neilzone.co.uk/@neil/115787607800144474
3•ColinWright•28m ago•0 comments

Attention Is Not What You Need: Grassmann Flows as an Attention-Free Alternative

https://arxiv.org/abs/2512.19428
2•lexandstuff•30m ago•0 comments

Tiny chip could change the future of quantum computing

https://www.sciencedaily.com/releases/2025/12/251226045341.htm
1•tsenturk•33m ago•0 comments

Capsules transforms writing into cinematic, interactive experiences

https://capsules.ink/
1•fcpguru•33m ago•1 comments

Association of healthy sleep patterns with risk of mortality and life expectancy

https://pubmed.ncbi.nlm.nih.gov/37831896/
1•RickJWagner•34m ago•0 comments

Apparatus for facilitating the birth of a child by centrifugal force

https://patents.google.com/patent/US3216423A/en
2•boguscoder•35m ago•1 comments

I Think about Kubernetes

https://garnaudov.com/writings/how-i-think-about-kubernetes/
13•todsacerdoti•37m ago•0 comments

use Claude Code via Nvim and ACP

https://github.com/jonmorehouse/avante.nvim/pull/1
1•MorehouseJ09•41m ago•1 comments

Police Say He Killed in Self-Defense. His Phone Tells Another Story

https://www.wsj.com/us-news/spivey-killing-stand-your-ground-f45a3492
2•JumpCrisscross•48m ago•1 comments

Teaching Tech Together (2019)

https://teachtogether.tech/en/index.html
1•Tomte•48m ago•0 comments

The Impossibility of Virus Detection [pdf]

https://www.cs.virginia.edu/~evans/pubs/virus.pdf
3•friedrich12•49m ago•0 comments

Administration Is the Root Bug of Civilization

https://blog.hermesloom.org/p/administration-is-the-root-bug-of
2•sigalor•50m ago•0 comments

Kubernetes 1.35: In-Place Pod Resize Graduates to Stable – Kubernetes

https://kubernetes.io/blog/2025/12/19/kubernetes-v1-35-in-place-pod-resize-ga/?trk=comments_comme...
2•abdelhousni•52m ago•0 comments

Toys with the highest play-time and lowest clean-up-time

https://joannabregan.substack.com/p/toys-with-the-highest-play-time-and
3•surprisetalk•52m ago•1 comments

T-Ruby is Ruby with syntax for types

https://type-ruby.github.io/
2•thunderbong•53m ago•0 comments

Friday Deploys: Sometimes That Puppy Needs Murdering

https://charitydotwtf.substack.com/p/on-friday-deploys-sometimes-that
2•BerislavLopac•54m ago•0 comments

SaaS Is the New Mall

https://sagivo.com/blog/saas-is-the-new-mall
3•sagivo•54m ago•0 comments