01KNOWLEDGE, NOT NOISE
Understand what is changing, what the evidence supports, and what Armenia can do with it.
21 · The timely layer
What changed, what is established, and what is worth watching next.
30 Sept 2026
Pydantic AI says v1.107.7 patches a moderate local web_fetch resource-consumption issue involving deeply nested, attacker-controlled HTML. It also caps genai-prices below 0.1 for token-usage extraction and limits. The full affected-version range and installation details are not present in the supplied release record. [1]
29 Sept 2026
GitHub says full enforcement of its self-hosted-runner minimum-version requirements for GitHub Enterprise Cloud starts on 29 September 2026, replacing an unspecified earlier date. The company says runners below 2.329.0 will not be able to register or reregister, and runners below a higher undisclosed runtime minimum will stop executing jobs.[1]
24 Sept 2026
Google says Gemini 3.8 Live with Live Avatar is now available in Gemini Enterprise, combining live dialogue, streaming video, visual avatars, background tool calls, and multilingual speech-to-speech interaction. The announcement leaves major operational details unspecified, including plan and regional eligibility, pricing, quotas, supported tools, and custom-avatar approval criteria. Google says custom avatars require enterprise allowlisting and that AI-generated audio and video are marked with SynthID. [1]
66 · The explanatory layer
Concepts and systems explained beyond the headline.
What does this arXiv preprint report about multimodal agents' ability to navigate interactive 3D worlds and identify simulated-world anomalies?
What does this preprint claim changes when multimodal clinical-model prompt optimization targets AUROC rather than accuracy under class imbalance?
What does the Imagine3D-LLM preprint propose for multi-view 3D reasoning, and what results do its authors report?
What does this newly submitted preprint claim about adapting language-model agents by changing their executable workflow at test time rather than their model parameters?
What happened to NASA and Katalyst Space's attempt to boost the Neil Gehrels Swift Observatory, and what does NASA say the teams learned?
What does Google say developers have built with Gemini 3.8 Flash, and what limits should readers place on those demonstrations?
What does the Rolling-WAM preprint propose to reduce replanning latency in world action models, and what evidence do its authors report for the approach?
What does the RAPID preprint propose for turning one visual human demonstration into a reusable, testable robot program, and what evidence do its authors report?
What do the authors’ preprint results suggest about preserving action-dependent distinctions in latent world models used for counterfactual model-predictive control?
What does this arXiv preprint report about AI tutoring versus expert human tutoring on GRE learning outcomes, and what limits should readers place on those results?
What does this preprint propose for selecting a socially appropriate position when a robot joins a verbally described group, and what evidence do its authors report?
What does this preprint report about coordinating large numbers of AI agents without a central orchestrator, and what limits apply to its reported evaluation results?
What does the Harness-Zero preprint claim about transferring specialized AI-agent harness behavior into a model that runs with a fixed target harness?
What does this preprint report about transferring automated role classification of French occupational-accident narratives across sectors?
What does this preprint report about coding agents accurately disclosing whether they completed a requested file review?
What does this arXiv preprint claim to add for precise hex-color control in AI image generation and editing, and what remains unverified?
What does this preprint propose for retaining task-relevant memory in robotic manipulation while avoiding vision-language-model reasoning during deployment?
What does this arXiv preprint report about collision-related safety failures in coding-agent robot manipulation, and how do the authors say SafeHarness addresses them?
What does the ScienceBuddy preprint propose, and what can responsibly be concluded from its abstract without treating its claims as independently validated?
What does this arXiv preprint propose for improving safeguards when autonomous AI agents interact across trust boundaries?
What does this arXiv preprint mean by “Discovery Foundation Models,” and how does the proposed framework differ from AI systems focused on answering predefined questions or using tools within predefined tasks?
What did Google announce for Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking, and which access routes are stated as available now versus private preview or coming soon?
What does this preprint report about the difficulty of transferring hallucination detectors between general-language and biomedical benchmarks?
What does the Nuha-Speech preprint claim to contribute to Arabic speech-language-model research, and what remains unverified?
What did NASA report about propellant savings and the Roman Space Telescope’s potential operational lifetime?
What does this newly submitted preprint propose about adaptive drive and persistent alignment for AI agents that retain state across tasks?
What does this unreviewed benchmark suggest about using small vision-language models for species identification from camera-trap images?
What does this newly submitted, unreviewed preprint report about repeated training data and overfitting in Mixture-of-Experts language models, and what limits should readers place on its conclusions?
What does this newly posted preprint claim to add to methods for quantifying covariate and concept shifts when source and target data supports differ?
What NASA says it released in the NASA-IBM Lunar Foundation Model announcement, and what performance and operating limits it disclosed.
What does the IdeaAMBIG preprint report about language models’ ability to detect underspecified implementation details in research-method descriptions, versus clarify them once a defect is identified?
What does DeepSeek-AI’s supplied model card say about the DeepSeek-V4.1-Flash release, its context capacity, cache-compression design, prompt tooling, and reported evaluation results?
What does this preprint report about the risk of combining expert-trajectory fine-tuning with an agent harness evolved around a weaker model, and what narrower correction method do its authors propose?
What does this newly submitted preprint claim RegionFed changes in personalized federated learning for heterogeneous retail-query settings, and what limits should readers apply to its reported results?
What does this newly posted preprint say its CRT-based installation lets people physically explore about diffusion-model denoising?
What does the WearableQA preprint report about evaluating language-model reasoning over longitudinal wearable records?
What does this preprint's one-example on-policy-distillation result suggest about the relative roles of training-query diversity, rollout state coverage, and optimization steps?
What does NASA’s catalog currently report about KMT-2025-BLG-1160L b?
What does the newly posted Last Translation Benchmark preprint propose for evaluating machine-translation failures, and what can be verified from its arXiv record?
What does NASA’s catalog currently record about the exoplanet KMT-2025-BLG-0975L b?
What does this preprint’s controlled evidence support, and not yet establish, about using varied reformulations of knowledge rather than additional document repetition during LLM pre-training?
What does the SBS preprint claim to add to weakly supervised dense video captioning?
What does the EditVid preprint claim about combining several video-editing tasks in one training-free framework, and what evidence does it provide for those claims?
Does the text of a chain-of-thought step reliably reveal how much that step contributes to a model's eventual reward or correct answer?
What new engineering and landing-area updates did NASA report for the Dragonfly mission to Titan?
What did Curiosity’s team report after finding unusually broad, shallow pits in its recent Mount Sharp workspaces?
What does the ShallowStream preprint propose for reducing the compute and cache costs of continuous video processing, and what performance improvements do its authors report?
What does this unreviewed preprint claim about user feedback as a signal for improving LLM responses, and what limits should readers keep in mind?
What does this preprint report about using production-error analysis and specialized post-training to consolidate self-hosted LLM traffic?
What mechanism do the authors report for how two fine-tuned LLM evaluators turn detected summary errors into a rating?
What does NASA’s newly reported 10-sided wave at Saturn’s south pole show, and what remains unknown about it?
What did satellite observations show about the large Petermann Glacier iceberg after it calved in August 2026?
What does this unreviewed arXiv preprint claim about transferring grapevine cold-hardiness predictions to regions with limited local observations?
What does this draft preprint claim about the limits of inferring a speaker’s intended meaning from text alone?
What does NASA's photojournal entry establish about the completion and role of Deep Space Station 23 at Goldstone?
What does this preprint propose for limiting the size and weight of synthetic data in statistical inference?
What does the Aero Hand Open preprint say it releases for simulation-based dexterous-manipulation research?
What does this preprint report about the effect of automatic speech-recognition errors on safety behavior in voice-controlled embodied-AI evaluations?
What does DeepSeek’s newly published experimental vision model repository include, and what deployment guidance does its model card provide?
What does the MAELLE preprint claim to add to machine-learning reaction prediction, and what remains unverified?
What does the newly posted MCR-Bench preprint add to evaluation of AI-assisted code review, and what limitations do its authors report for current LLMs in multi-round review settings?
What does this preprint claim about selecting training trajectories and segments for software-engineering agents, and what are the limits of its reported benchmark gains?
What does the WikiSkill preprint claim about using a persistent knowledge base to turn prior agent execution experience into reusable, transferable skills?
What does this preprint’s sampling method change when estimating probabilities in transduced language models, and what evidence do the authors provide for its computational benefits?
What does the MyoMechanix preprint propose for combining movement video, pose, and muscle-activity signals to study fine-grained assessment of weight-loaded actions?
What does this newly submitted preprint propose for continually updating multimodal language models from unlabeled streaming data, and what remains unverified?
THE NEWS BECOMES INFRASTRUCTURE
Every update strengthens the next explainer, guide, map, and opportunity.
06 · LIBRARY
Every published dossier connects to its sources, related knowledge, and a useful next action.
Browse all 97 dossiers