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Earlier sources: Artificial Intelligence

Artificial intelligence covers systems that learn from data, generate content, perceive their surroundings, or act toward a goal. Follow model research, agent tooling, evaluation, and the infrastructure used to build and run these systems.

SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.

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5938 classified signals in the fourteen-day window. Recent momentum: steady. These counts include signals awaiting readable evidence.

Earlier sources

Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.

  1. GitHub · Repository created · First archived

    akitaonrails/ai-toolkit-web ↗

    personal landing page for my AI projects

  2. GitHub · Repository created · First archived

    Jwuthri/SelfJev ↗

    Open decisions model with Jev's API: typed answers (yes/no, choice, score, multi) with probabilities from forward passes, no generation. Qwen3.5-4B + LoRA, one GPU.

  3. Hacker News · Posted on Hacker News · First archived

    Once Claude can measure something, it can make it faster ↗

    Hacker News discussion.

  4. arXiv · Published · First archived

    AI-Accelerated Gyrokinetic Predictions of Turbulent Transport for Stellarator Design Optimization and Experimental Planning ↗

    Previous work built AI-based surrogates for a nonlinear gyrokinetic simulation code with the goal of using them for fast, direct calculations of turbulent ion heat flux in stellarator design optimizations and scenario planning for experiments. These AI surrogates were trained on data from >200k nonlinear, adiabatic electron gyrokinetic simulations with the gyrokinetic flux-tube code GX, using a wide range of stellarator magnetic configurations ($\sim$23k), positions in the plasma, and gradient scale lengths. In this paper, we demonstrate the use of the AI-based turbulence surrogate in the opti…

  5. GitHub · Repository created · First archived

    yoheinakajima/glance-speedlab ↗

    A measurement-first lab for low-latency local camera inference with Glance.

  6. Hacker News · Posted on Hacker News · First archived

    Cloud Agents Are Inevitable AI Prisons ↗

    Hacker News discussion.

  7. GitHub · Repository created · First archived

    yukitorido/short-video-generator-AI ↗

    AI video processing pipeline for generating vertical shorts using LLMs, Whisper transcription, highlight detection and automated editing

  8. Hacker News · Posted on Hacker News · First archived

    Claude discovers a novel enzyme system with CRISPR-like repeats ↗

    Hacker News discussion.

  9. arXiv · Published · First archived

    On the Diffusibility of High-Dimensional Latents ↗

    Representation Autoencoders (RAEs) enable diffusion models to operate in the feature spaces of pretrained visual encoders. However, many off-the-shelf encoders are not optimized for faithful reconstruction, discarding fine-grained visual details. As expected, finetuning these encoders for image reconstruction recovers such details. However, perhaps counterintuitively, this procedure reduces the effective dimensionality of the resulting representation, and the altered geometry has downstream effects on generation. Specifically, we show that using the standard velocity prediction in flow matchin…

  10. arXiv · Published · First archived

    Contrastive Learning for Authorship Verification ↗

    Our results show that contrastive learning outperforms a classification-based approach to authorship verification under the tested settings. We identify loss function, batch size, training duration, pre-trained model, input context length, and random text span data augmentation as important factors of model performance. Based on these considerations, we develop a ModernBERT Bi-Encoder model that achieves 98.4% accuracy on the PAN21 authorship verification task.

Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.

How to assess evidence about Artificial Intelligence

Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.

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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.