ByteDance
Posted 1w ago

豆包大模型场景评测算法工程师(Agent/Coding) - 火山方舟

ByteDance
Beijing or Shanghai or Hangzhou
OnsiteFull Time
Responsibilities
  • designing evaluations
  • analyzing failures
  • building automation
Requirements
  • Bachelor's degree or higher in computer science
  • Software engineering
  • Artificial intelligence, or related fields
  • Strong Python and engineering skills
  • Experience with large language models
  • Agents, RAG
  • Coding
  • Data analysis, and experimentation
Technical tools mentioned
PythonOpenAI EvalsLangSmithLangfuseRAGASDeepEvalSWE-benchHumanEval

Job description

团队介绍:火山方舟是火山引擎推出的一站式大模型服务平台,是中国大模型市场产品和份额领跑者。平台提供模型推理、评测、精调等全流程服务。方舟搭载了豆包及业界主流大模型,提供丰富的插件生态和AI应用开发服务,并通过稳定可靠的安全互信方案、专业的算法技术服务,全方位保障企业级AI应用落地。

1、深入理解企业客户的大模型应用场景,将客户问题与反馈抽象为可复现、可量化的评测任务,建立从业务目标到评测指标的映射;
2、围绕Agent工具调用、RAG检索、多轮对话、Coding等复杂链路,设计并建设端到端评测Pipeline,覆盖任务构造、自动执行、结果判定与版本对比,基于真实Workflow构建高质量评测集与案例体系,持续治理样本覆盖度、难度分层、数据质量和评测稳定性;
3、设计结果与过程指标,包括任务完成率、工具调用准确率、检索质量、代码通过率、多步规划成功率等,定位模型在链路中的具体失败环节;
4、分析评测结果与失败案例,形成可解释的根因判断,并与模型、产品、解决方案和客户团队协作,推动模型及产品能力迭代;
5、建设评测自动化与效率工具,探索LLM-as-a-Judge、规则/执行器判定、人机协同评测等方法,提高复杂场景评测的规模、效率与可信度。

1、本科及以上学历,计算机、软件工程、人工智能或相关专业;
2、具备扎实的Python编程和工程实现能力,能够独立完成数据处理、接口调用、自动化测试或评测Pipeline建设;
3、深入使用过主流大模型及Agent/Coding类产品,理解上下文、工具调用、RAG、规划、代码生成等能力边界与常见失败模式;
4、具备数据分析与实验意识,能够进行指标设计、样本分层、误差分析和根因定位,并以数据支持判断;
5、具备良好的业务理解和跨团队协作能力,能够把模糊客户需求转化为清晰、可执行的技术任务;
6、自驱、务实,能够在快速变化的模型和工具环境中持续学习并推动方案落地。

加分项
1、有大模型评测、Agent/RAG应用、AI Coding、测试平台或模型质量体系的实际建设经验;
2、熟悉OpenAI Evals、LangSmith、Langfuse、RAGAS、DeepEval、SWE-bench、HumanEval等评测框架或基准中的一项或多项,并理解其适用边界;
3、有To B客户项目、解决方案、开发者平台或企业AI应用落地经验;
4、有LLM-as-a-Judge、一致性校准、自动判分器、合成数据或评测集治理经验。

About ByteDance

Developing AI-driven content platforms and mobile applications.

Similar jobs

Algorithm Engineer roles near Beijing, Beijing
1d
Save
Mark Applied
Hide
Algorithm Engineer – REM
Beijing, Beijing, China
OnsiteFull Time
Mobileye
MobileyeNasdaq: MBLY: Develops computer vision and software for autonomous vehicles.
3+ YOEMaster's or Ph.D. in a related technical field; 3+ years in computer vision, spatial modeling, trajectory mining, or robotics; Python or C/C++; deep learning framework experience; Mandarin and English fluency.
Python, C++, PyTorch, TensorFlow, MapTR, VAD, LaneGAP, TopoNet, GIS, SLAM, ADAS, CNN, GNN, Transformer
5d
Save
Mark Applied
Hide
算法工程师-搜索推荐
Beijing or Hangzhou or Shanghai
RemoteFull Time
Alibaba Group
Alibaba GroupNYSE: BABA: Global technology specializing in e-commerce and cloud computing.
Proficiency in Java, C++, or Python; familiarity with TensorFlow or PyTorch; strong logic, learning, communication, teamwork, adaptability, and resilience.
Java, C++, Python, TensorFlow, PyTorch, AGENT, RAG, Large Language Model (LLM), SFT, Reinforcement Learning from Human Feedback (RLHF), DPO
5d
Save
Mark Applied
Hide
算法工程师-预训练评测
Beijing or Hangzhou or Shanghai
OnsiteFull Time
Alibaba
AlibabaNYSE: BABA: Provides online marketplaces, cloud computing, and digital payment services.
Bachelor's degree or higher in computer science, artificial intelligence, software engineering, mathematics, automation, or related fields; strong algorithm fundamentals, data sense, coding ability, and teamwork skills.
5d
Save
Mark Applied
Hide
算法工程师-大模型后训练 (Post-training)
Beijing or Hangzhou or Shanghai or China
RemoteFull Time
Alibaba Cloud
Alibaba CloudNYSE: BABA: Global cloud computing infrastructure and services provider
Graduate role requiring large language model post-training expertise, data construction and reinforcement learning experience, strong Python and PyTorch skills, LLM framework knowledge, research ability, and cross-functional collaboration.
Python, PyTorch, vLLM, verl, Claude Code, Hermes, Claw, CI
1w
Save
Mark Applied
Hide
算法-多媒体处理方向
Shenzhen or Beijing or Shanghai or Guangzhou
OnsiteFull Time
Tencent
TencentHong Kong Stock Exchange: 0700: Multinational technology conglomerate providing internet and entertainment services.
PhD or outstanding master's degree in a relevant technical field; proficiency in Java, C/C++, C#, or Python; experience in speech, audio, video processing, or coding standards research.
Java, C, C++, C#, Python, HEVC, AVS2, VVC, AVS3
1w
Save
Mark Applied
Hide
感知算法工程师-北京
Beijing, Beijing, China
OnsiteFull Time
Anker Innovations
Anker InnovationsShenzhen Stock Exchange: 300866: Designs and sells consumer electronics and smart hardware.
2027 graduate with a master's degree or higher in a relevant field; experience with TensorFlow, PyTorch, physiological signal processing, AI model training, and signal analysis.
TensorFlow, PyTorch, PPG, ECG, ACC
1w
Save
Mark Applied
Hide
算法工程师
Wuhan or Beijing or Nanjing or Shanghai
OnsiteFull Time
Xiaomi
XiaomiHKEX: 1810: Designs and manufactures smartphones, consumer electronics, and smart devices.
Bachelor's degree or higher in a relevant field; proficiency in Python, algorithms, machine learning, optimization, databases, SQL, big data platforms, and large language model methods.
Python, Java, OR-tools, Qwen, GLM, Baichuan, Prompt, LoRA, P-Tuning, MySQL, SQL, Hadoop, Spark, HBase, Hive, RAG
1w
Save
Mark Applied
Hide
算法工程师-2027届
Beijing, Beijing, China
OnsiteInternship
Xiaomi
XiaomiHong Kong Stock Exchange: 1810: Designs and manufactures smartphones, electric vehicles, and consumer electronics.
Master's degree or higher in a relevant field; knowledge of mathematics, signal processing, machine learning, pattern recognition, and deep learning; strong programming and algorithm implementation skills; Chinese and English literature reading ability.
Python, MATLAB, C, C++, accelerometer, gyroscope, GPS, PPG, ECG