PerforatedAI

PerforatedAI/PerforatedAI

Instructions file CodexOpenCode

Instructions for PerforatedAI/PerforatedAI, covering agents.md, orientation, setup & checks and traps.

PerforatedAI/PerforatedAI

Skill Claude CodeCodex

Analyze PerforatedAI training results and provide optimization recommendations. Trigger: 'Analyze my perforated results' (after training completes). Reviews CSV outputs, identifies performance patterns, recommends configuration improvements. For initial setup or debugging, use the perforatedai skill instead.

PerforatedAI/PerforatedAI

Skill Claude CodeCodex

Solutions for non-trivial PerforatedAI integration scenarios. Use when standard integration hits edge cases such as AMP (Automatic Mixed Precision) / GradScaler crashes in p mode, or other advanced setups not covered by the main perforatedai skill.

PerforatedAI/PerforatedAI

Skill Claude CodeCodex

Multi-GPU setup for PerforatedAI with DataParallel or DistributedDataParallel (DDP). Invoked automatically by the perforatedai skill when multi-GPU training is detected. Handles initialization workflow, checkpoint loading, rank 0 handling, and shell script generation for DDP.

PerforatedAI/PerforatedAI

Skill Claude CodeCodex

HuggingFace Transformers integration for PerforatedAI. Handles the Trainer-specific differences: usingperforatedai=True, GPA.metric, evalstrategy. Use when the user's script uses HuggingFace Trainer.

PerforatedAI/PerforatedAI

Skill Claude CodeCodex

WandB-specific PerforatedAI integration guardrail skill. Use when users want WandB sweeps/logging with PerforatedAI, or when fixing repeated WandB integration mistakes. Enforces strict adherence to the canonical PerforatedAI WandB API doc (api/wandb.md) and includes expandable correction sections.

PerforatedAI/PerforatedAI

Skill Claude CodeCodex

Expert in PerforatedAI library for adding artificial dendrites to PyTorch neural networks. Triggers: 'Perforate my model' (start interactive setup), 'debug my perforated model' (debug/optimize existing integration), 'load my perforated model for inference' (deploy trained models). Also use when: debugging dendrite…