ambiguous · filed under data curation

Agentic data synthesis pipeline

A pipeline that uses agentic processes to synthesize data; the evidence does not specify its stages or a narrower mechanism.

sources: 4
models: 2
labs adopt it: 2
strongest: core

How sources treat it

One count per evidence span, weakest treatment to strongest.

used 3core 1

Documented in

GLM-5.2 DeepSeek-V3.2

Evidence

4 spans quoted from the sources, strongest treatment first.

we developed a novel synthesis pipeline that systematically generates training data at scale. This facilitates scalable agentic post-training, improving compliance and generalization in complex interactive environments.

coredata curationin DeepSeek-V3.2DeepSeek

deepseek-ai/DeepSeek-V3.2 · Hugging Face·DeepSeek·2025-12-01

the integration of our large-scale agentic task synthesis pipeline significantly enhances tool-use proficiency

usedunclearin DeepSeek-V3.2DeepSeek

DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models·DeepSeek·2025-12-02

large-scale agentic task synthesis pipeline to better integrate reasoning into tool-use settings

useddata curationin DeepSeek-V3.2DeepSeek

DeepSeek V3.2 - API Pricing & Benchmarks·OpenRouter·2026-09-09

we design an agentic data synthesis pipeline comprising three phases

useddata curationin GLM-5Z.ai

GLM-5: from Vibe Coding to Agentic Engineering·GLM-5 Team·2026-02-17

Filed alongside

Other methods under data curation :: synthetic data.

Knowledge distillation for synthetic data Automated data synthesis and environment-construction pipelines Automatic synthesis of task-oriented RL environments Containerized coding-environment construction with self-testing and trace removal Counterfactual data augmentation Recycling filtered documents into image-text pairs Automated batch synthesis of RL training data Coding environments from GitHub issue–PR pairs Container buildability and verifiability check Corpus rephrasing with fidelity verification Dynamic multi-agent synthetic-data generation loop End-to-end synthetic environment generation Environment, toolset, task, and solution synthesis pipeline Failure-case and negative-feedback-driven environment generation Heterogeneous answer-generation agents Iterative task-difficulty escalation Knowledge-graph-guided task synthesis Large-scale environment synthesis and curation Long-context data synthesis by permutation and concatenation Matching synthesis-pipeline complexity to teacher capability Metadata-conditioned synthetic generation Mocked tools for agent environments Modular synthetic-data pipeline composition Multi-agent collaborative environment construction