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LEDGERMIND proposes a provenance‑constrained state‑machine view of multimodal agent trajectories for visual question answering. It normalizes tool outputs into a structured evidence ledger, allowing evaluation of whether…
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Researchers propose a person-aligned user simulation framework for evaluating role-playing agents (RPAs) in interactive, multi-turn conversations. Unlike traditional benchmarks that rely on fixed dialogue histories and s…
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OmniScope introduces a training-free token compression framework for omnimodal LLMs that addresses cross-modal salience mismatch, where audio and video relevance peaks at different moments for the same query. Unlike unid…
→ View original sourceH-JEPA-LM is a Hierarchical Joint-Embedding Predictive Architecture implemented in PyTorch. This language model leverages a hierarchical framework to improve predictive modeling capabilities. Read original
→ View original sourceThe nano-llm-posttraining repository provides a framework for conducting minimal LLM post-training experiments on hardware with only 8GB of VRAM. It supports various alignment techniques, including Supervised Fine-Tuning…
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Benchmark leaderboards are usually unreliable signals. Models overfit to test distributions, evaluation setups differ, and headline numbers rarely translate to production behavior. That's why the new
→ View original sourceOpenAI has introduced Astra, an internal frontier model (potentially GPT-6) developed using only a fraction of the compute resources expected by 2027. Future model generations will leverage Astra's research gains, open-s…
→ View original sourceDeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.
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A new Rust-based inference framework has been developed that runs Qwen3.5 2B with vision-language (VL) support up to 10x faster than PyTorch on Apple Silicon. The framework natively supports text-to-speech (TTS), automat…
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Free AI Prompt Gen is a local‑first, open‑source tool for generating AI prompts used in prompt engineering. It runs entirely on the client side, preserving user privacy and enabling offline use. Read original
→ View original sourceOpenAI’s Astra represents a shift from AI as a writing
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DeepSeek-V4-Flash-0731 achieves an intelligence score of 50, nearly matching the top frontier models' score of 51 from March 2026, despite being runnable on Read original
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