Model Detail
laya-typed-decisions
—laya-typed-decisions is a large language model with 211M parameters released by convaiinnovations. The model is registered under the text-classification pipeline tag on Hugging Face, distributed under the permissive apache-2.0 license.
laya-typed-decisions ships with 211M parameters. The apache-2.0 license is permissive, allowing commercial deployment and derivative work without per-seat fees, though attribution requirements still apply.
laya-typed-decisions is best fit for general-purpose chat and instruction-following workloads. Treat this as a starting matrix rather than a benchmark verdict — the right deployment usually depends on the specific evaluation suite that mirrors your workload.
Calibrated Decision Models for Autonomous Penetration-Testing Harnesses: JEV and Laya as System One Decision Layers for LLM-Driven Pentest Agents
arXiv:2609.28940v1 Announce Type: cross Abstract: Autonomous penetration-testing harnesses use large language models (LLMs) for reconnaissance, exploitation, and reporting, but often rely on those same models to confirm findings, grade severity, and select agents. This can lead to false positives, i
Laya: A LeJEPA Approach to EEG via Latent Prediction over Reconstruction
arXiv:2603.16281v2 Announce Type: replace Abstract: Electroencephalography (EEG) is a widely used tool for studying brain function, with applications in clinical neuroscience, diagnosis, and brain-computer interfaces (BCIs). Recent EEG foundation models trained on large unlabeled corpora aim to lear
