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liuxiaotong
knowlyr-modelaudit

LLM distillation detection and model fingerprint audit tool - text source detection, model identity verification, and distillation analysis

687 2 0
liuxiaotong
knowlyr-datarecipe

Automated dataset reverse engineering framework — 6-stage analysis pipeline, LLM-enhanced cost modeling & 23+ production documents. CLI + MCP ready.

647 0 0
liuxiaotong
knowlyr-datasynth

Seed-to-scale LLM synthetic data engine with auto-detected templates, schema validation & quality-diversity optimization. CLI + MCP ready.

450 0 0
liuxiaotong
ai-dataset-radar

Multi-source async competitive intelligence engine for AI training data ecosystems with watermark-driven incremental scanning & anomaly detection. CLI + MCP ready.

347 2 1
liuxiaotong
knowlyr-datacheck

Composable rule engine for LLM data quality validation with IQR/Z-score anomaly detection & auto-fix pipeline. CLI + MCP ready.

337 0 0
liuxiaotong
knowlyr-datalabel

Serverless annotation framework with LLM pre-labeling, inter-annotator agreement analysis & offline HTML interface. CLI + MCP ready.

301 0 0
liuxiaotong
knowlyr-sandbox

Gymnasium-style RL framework for LLM agent training — MDP environments, three-layer process reward & SFT/DPO/GRPO policy optimization. CLI + MCP ready.

252 3 0
liuxiaotong
knowlyr-hub

Gymnasium-style RL framework for LLM agent training — MDP environments, three-layer process reward & SFT/DPO/GRPO policy optimization. CLI + MCP ready.

246 3 0
liuxiaotong
knowlyr-core

Gymnasium-style RL framework for LLM agent training — MDP environments, three-layer process reward & SFT/DPO/GRPO policy optimization. CLI + MCP ready.

244 3 0
liuxiaotong
knowlyr-recorder

Gymnasium-style RL framework for LLM agent training — MDP environments, three-layer process reward & SFT/DPO/GRPO policy optimization. CLI + MCP ready.

240 3 0
liuxiaotong
knowlyr-reward

Gymnasium-style RL framework for LLM agent training — MDP environments, three-layer process reward & SFT/DPO/GRPO policy optimization. CLI + MCP ready.

222 3 0
liuxiaotong
knowlyr-crew

AI Skill Loader - define professional skills in Markdown, load into Claude Code and other AI IDEs via MCP

219 2 0
liuxiaotong
knowlyr-trainer

PyTorch-based trainer for Agent trajectory datasets — SFT, DPO, GRPO

114 3 0
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