… Three modules in LiSA: ① Broad policy abstraction — turn sparse failures into reusable policies ② Conflict-aware local policies — preserve boundary cues in mixed-label regions where a single broad rule would overgeneralize ③ Evidence-aware confidence gating — Beta posterior lower bound, so "validat… …
… Applying the same chain to Petri shows that it admits both tools. The substantial differences arise upstream of the chain, in claim-contract enforcement and deployment fit. …
… 4 Lightweight & Practical The framework is designed for edge deployment : local detection + placeholder substitution + SQLite lookup are low-latency operations works as a drop-in privacy layer for existing cloud agents / memory systems 5 Open-Source MemPrivacy Models We release a family of MemPriva… …
… Across AFTraj-2K and an external Who\&When benchmark, AgentForesight-7B outperforms leading proprietary models, including GPT-4.1 and DeepSeek-V4-Pro , achieving up to +19.9% performance gain and 3times lower step localization error, opening the loop from post-hoc failures detection to enabling dep… …
… At deployment scale, the relevant output is a quality-conditioned token produced under joint constraints from effective compute, delivered data-center power, cooling capacity, PUE, and utilization. …
… AI-generated summary We present RADIO-ViPE Reduce All Domains Into One -- Video Pose Engine , an online semantic SLAM system that enables geometry-aware open-vocabulary grounding , associating arbitrary natural language queries with localized 3D regions and objects in dynamic environments . …
… Just another llm model with Long waited "ChatGPT" system prompt revealing openai/gpt-oss-20b with Mxfp4HfQuantizer on T4 : https://colab.research.google.com/drive/1Gsgdydt4KgTm3S Dbc Gz08S2mQG4G8X?usp=sharing more details: https://github.com/ai-bot-pro/achatbot/pull/179 GPT-OSS PACK ----- $0.00 For… …
… Across computer-use benchmarks, these failures repeatedly take two forms: progress stalls , where the agent loops, repeats ineffective actions, or fails to make meaningful progress, and silent semantic drift , where the agent continues taking locally plausible actions after already deviating from t… …
… Skill documentation is not available at the provided link - https://github.com/huggingface/skills/blob/main/hf-llm-trainer/SKILL.md · Ah, we moved a couple of bits around in the repo -- link for that is here: https://github.com/huggingface/skills/blob/main/hf-llm-trainer/skills/model-trainer/SKILL.… …
… The following papers were recommended by the Semantic Scholar API Spec Kit Agents: Context-Grounded Agentic Workflows 2026 AlphaLab: Autonomous Multi-Agent Research Across Optimization Domains with Frontier LLMs 2026 Toward Autonomous Long-Horizon Engineering for ML Research 2026 AI-Supervisor: Aut… …
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