sietse schelpe PRO

Corbenic

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https://www.corbenic.ai

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reacted to theirpost with 👀 7 days ago

Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute https://www.reddit.com/r/huggingface/s/T2tXxKlqSb

reacted to danielhanchen's post with 👍 7 days ago

You can now train your own Decision model like Jev locally! We increased Qwen3.5 0.8B’s aggregate accuracy from 20.7% to 74.3% across 3 decision benchmarks - on just 4GB VRAM. Turn any LLM like Qwen3.8, Gemma 4 into decision models with our open-source Unsloth repo. GitHub: https://github.com/unslothai/unsloth Guide: https://unsloth.ai/docs/basics/train-your-own-decision-model-with-unsloth

posted an update 7 days ago

Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute https://www.reddit.com/r/huggingface/s/T2tXxKlqSb

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upvoted a paper 9 days ago

Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute

Paper • 2610.10845 • Published 11 days ago • 11

upvoted a paper 17 days ago

Working Around the Compute Ceiling: Byte-Exact Memory in Galahad Makes LLM Reading a One-Time Cost LLM Reading a One-Time Cost

Paper • 2609.39358 • Published 18 days ago • 4

upvoted 2 papers 3 months ago

A Frozen 12B Beats Frontier Models on Verified Work: 100% Accuracy, 0 Tokens, Bit-Exact, Forever

Paper • 2607.23806 • Published Jul 26 • 8

Smarter and Cheaper at Once: Byte-Exact KV-Cache Grafting Turns a Frozen Small Model into a Verified-Knowledge Flywheel

Paper • 2607.14431 • Published Jul 15 • 7

upvoted 2 papers 5 months ago

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference

Paper • 2605.09990 • Published May 11 • 1

Byte-Exact Deduplication in Retrieval-Augmented Generation: A Three-Regime Empirical Analysis Across Public Benchmarks

Paper • 2605.09611 • Published May 10 • 1