gen-cards: regenerate Use-it block

gen-cards: regenerate Use-it block

Card: macOS/iOS 27 GA wording (beta requirement dropped; beta findings dated)

lfm2_5_1_2b_instruct_decode_int8lin: re-save with coreai-core 1.0.0b2 (strip debug locations; weights unchanged). The 0.4.0-era IR refused AIModel.load on every OS 27 build since beta 2, still on the RC 26A428 (2026-09-14); the re-saved bundle loads. Recovery: coreai-model-zoo conversion/recovery/{strip_b1,resave_b2}.py

gen-cards: regenerate Use-it block

Card: DeviceMark row (2026-09)

Card metadata: library_name coreai, ensure coreai tag

Card: definition line (Core AI, 2026-09)

Card: base_model_relation: quantized (so the conversion lists under the base model's Quantizations, not Finetunes)

gen-cards: regenerate Use-it block

Link the card back to its collection and the request box

gen-cards: regenerate Use-it block

Re-export with coreai-torch 0.4.1 (fixes OS 27 beta 2+ load failure); gated token-for-token vs fp32 oracle

Note b2 (beta3-loadable) bundles under gpu-pipelined-b2/

Add b2 (beta3-loadable) bundle under gpu-pipelined-b2/lfm2_5_1_2b_instruct_decode_int8hu_block32_sym/ (b1 retained)

gen-cards: regenerate Use-it block

gen-cards: regenerate Use-it block

gen-cards: add Use-it markers

Add root config.json (Hub download-stats query file + framework pointer)

head-quant docs: per-block-32 absmax ship shape (per-channel = beta delegate bug; naming note)

Upload folder using huggingface_hub

gpu-pipelined int8lin bundle: 253 tok/s M4 Max / 38-39.6 iPhone 17 Pro, oracle gate 16/16

LFM2.5-1.2B Core AI: card + LFM Open License v1.0

initial commit