OpenDCAI/Dataflow-LoopAI

Dataflow-LoopAI is an intelligent system with self-optimization capabilities that automatically detects and evaluates generation deficiencies in LLMs within specific domains. Through dialog-based active data retrieval and self-driven optimization mechanisms, it enables continuous co-evolution between data and models.

22Stars on the repository
10Mods indexed here, across every type
2d agoLast push, which is what freshness is scored on
Apache-2.0Licence, which decides whether bodies are shown

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

Promote exceptionally reviewed DataFlow pipelines into reusable task-pattern skills, or update an inferior same-task skill while preserving comparison evidence and history.

22 2d ago A 36 tokens original Apache-2.0

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

Reuse a reviewed pipeline pattern for constructing benchmark-aligned math reasoning SFT records from question-and-answer datasets with verifiable final answers.

22 2d ago A 37 tokens original Apache-2.0

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

Independently audit a generated DataFlow training-data pipeline and its trial artifacts with delegated rubric reviewers before it can be delivered or scaled.

22 2d ago A 34 tokens original Apache-2.0

skill-creator

05

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

Create or update a Codex skill with appropriately scoped instructions and any needed supporting resources.

22 2d ago A 21 tokens copy · 100% Apache-2.0

Analyzer

06

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

Analyzer Skill is the Codex/Agent-facing capability for running LoopAI Analyzer independently. It analyzes evaluation outputs, writes Analyzer reports, emits stream events, returns unified success/error payloads, and can compare current results with a historical baseline.

22 2d ago A 0 tokens original Apache-2.0

Configer

07

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

A configuration and runtime-status tool for LoopAI tasks. It handles task settings and shows where task nodes are in their execution history.

22 2d ago A 0 tokens original Apache-2.0

Judger

08

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

Skill "Judger" from OpenDCAI/Dataflow-LoopAI, covering judger skill, purpose, how to invoke, configuration and 全局字段(state["judger"] 顶层,所有 bench 共享).

22 2d ago A 0 tokens original Apache-2.0

trainer

09

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

Use this skill when the user wants LoopAI to validate training data, generate and approve training YAML, run LLaMA-Factory SFT or Verl GRPO, configure rewards, monitor or reconnect to Trainer workers, compare checkpoints, export a trained model, or inspect Trainer failures from starter.yaml or runtime state.

22 2d ago A 64 tokens original Apache-2.0

obtainer

10

OpenDCAI/Dataflow-LoopAI

Skill Claude CodeCodex

Use this skill when LoopAI needs dataset discovery, acquisition, web-page collection, DataMixer lakehouse operations, data processing, indexing, recipe planning, or production training-data export. In long-running Codex SDK loops, when Analyzer produces an analysis report, failure taxonomy, or user request that…

22 2d ago A 190 tokens original Apache-2.0