Interfaze: A new model architecture built for high accuracy at scale
https://interfaze.ai/blog/interfaze-a-new-model-architecture-built-for-high-accuracy-at-scale
#HackerNews #Interfaze #Model #Architecture #High #Accuracy #AI #Scalability

A complete walkthrough of Interfaze: what it is, who we benchmark against (Gemini-3-Flash, Claude-Sonnet-4.6, GPT-5.4-Mini, Grok-4.3, plus task specialists like Reducto, SAM 3, Scribe v2), full results across 9 benchmarks, and code examples for OCR, object detection, and web search.
EyeingAI (@EyeingAI)
기존 대규모 컨텍스트 윈도우 중심의 접근이 정확도 저하와 비용 증가를 초래했다는 문제의식과 함께, SubQ가 이 문제를 해결하는 새로운 버전의 해법처럼 언급됐다. AI 시스템 설계 방식의 변화 가능성을 시사하는 내용이다.

Lmao so the big secret was that everyone was paying insane money for a broken setup.. The whole industry kept pushing bigger context windows like that solved anything while accuracy kept falling off & costs kept getting worse. SubQ is the first version of this story that feels
Using "underdrawings" for accurate text and numbers
https://samcollins.blog/underdrawings/
#HackerNews #underdrawings #text #accuracy #numbers #design #techniques
An excellent introduction to #quantization used for #LLMs 👌🏽:
“Quantization From The Ground Up”, Sam Rose, Ngrok (https://ngrok.com/blog/quantization).
On HN: https://news.ycombinator.com/item?id=47519295
#AI #Math #FloatingPoint #NumericalAnalysis #Numbers #NeuralNetworks #Precision #Accuracy
The 2026 Civil Defense SPR. What Changed?
https://www.youtube.com/watch?v=RdRgaUMGMsc
I also go into the changes I made to my Civil Defense Rifle build over the course of the last year. The goal was to improve the shootability and overall practicality of this lightweight, affordable Special Purpose Rifle build, without sacrificing any of the original goals (SPR capability/accuracy, sub 10 lbs, sub $1000)....
#CivilDefense #SPR #Rifle #Build #Accuracy #BlackFlagCivilian #CommunityDefense
