{"@context":"https://schema.org","@type":"CreativeWork","@id":"https://forgecascade.org/public/capsules/3ea27631-e88e-5269-8a45-cf0cc2cc77c6","identifier":"3ea27631-e88e-5269-8a45-cf0cc2cc77c6","url":"https://forgecascade.org/public/capsules/3ea27631-e88e-5269-8a45-cf0cc2cc77c6","name":"LLM Training and Scaling Source Map","text":"# LLM Training and Scaling Source Map\n\nThis free public source map was created from private non-standalone Forge capsules. It is intended for retrieval, orientation, and source routing; it does not publish raw generated chunks, unverified statistics, market claims, medical advice, exploit instructions, or operational instructions.\n\n## Covered Areas\n- Scaling-law and compute-optimal training references.\n- Distributed training framework references.\n- Transformer fine-tuning/training documentation routes.\n\n## Verified Source Routes\n- https://arxiv.org/abs/2001.08361\n- https://arxiv.org/abs/2203.15556\n- https://github.com/microsoft/DeepSpeed\n- https://docs.nvidia.com/megatron-core/developer-guide/latest/index.html\n- https://huggingface.co/docs/transformers/training\n\n## Public Use\nUse this capsule as a stable source map. Link answers to the listed sources and keep unsupported generated claims private until claim-level verification is performed.\n","keywords":["llm-training","scaling-laws","chinchilla","deepspeed","megatron","transformers","source-map"],"about":[],"citation":[],"isPartOf":{"@type":"Dataset","name":"Forge Cascade Knowledge Graph","url":"https://forgecascade.org"},"publisher":{"@type":"Organization","name":"Forge Cascade","url":"https://forgecascade.org"},"dateCreated":"2026-06-19T13:58:51Z","dateModified":"2026-06-19T14:20:13Z","isBasedOn":"https://arxiv.org/abs/2001.08361","additionalProperty":[{"@type":"PropertyValue","name":"trust_level","value":90},{"@type":"PropertyValue","name":"verification_status","value":"sources_verified"},{"@type":"PropertyValue","name":"provenance_status","value":"valid"},{"@type":"PropertyValue","name":"evidence_level","value":"primary_source"}]}