Forward Deployed Engineer (Inference & Post-Training) - Mandarin Speaking

FDE Times

Singapore

Remote

SGD 140,000 - 200,000

Full time

25 hours ago
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Benefits offered by this job

Startup equity
Health insurance
Remote-friendly

Job summary

Together AI is seeking a Forward Deployed Engineer focused on Inference & Post-Training to partner with strategic customers for production AI deployments at scale. You will optimize inference pipelines, tune configurations, and guide customers from experimentation through production.

You will collaborate with SAs and engineering teams, applying LoRA, SFT, DPO, RLHF, and GRPO techniques while helping shape the product roadmap through field insights and early feature adoption.

Qualifications

  • 5+ years in a technical role focused on inference systems.
  • Expert-level experience with inference engines (e.g., vLLM, TensorRT-LLM, SGLang).
  • Deep knowledge of KV cache tuning, speculative decoding, tensor parallelism, and quantization techniques.
  • Hands-on experience with fine-tuning and post-training pipelines (LoRA, SFT, DPO, RLHF, GRPO).
  • Strong Python skills and production deployment capabilities.

Responsibilities

  • Optimize inference engines based on hardware, model architecture, and workload profile.
  • Develop configuration updates to win critical POCs, benchmarks, and optimize deployments; tune KV cache, speculative decoding, tensor parallelism, and quantization strategies.
  • Drive hands-on RL training runs and guide customers through LoRA, SFT, DPO, RLHF, and GRPO pipelines from experimentation through production.
  • Act as the primary technical contact for aligned strategic accounts, guiding endpoint configurations and ensuring value from the platform.
  • Establish onboarding alignment with strategic customers to ensure correct inference and post-training configurations from day one.
  • Influence product roadmap by surfacing field insights and driving early feature adoption with strategic logos.

Skills

Python
Inference optimization
Post-training workflows
Production environments
Open-source LLM deployment

Tools

vLLM
TensorRT-LLM
SGLang

Job description

Job Description

About the role

As a Forward Deployed Engineer (FDE) focused on Inference & Post-Training, you will be a hands-on technical partner to our most strategic customers — production AI teams looking to leverage high quality models and do inference at scale. For us, FDE is not a replacement for a Solutions Architect; you will partner with our SAs as a deep-domain specialist in inference optimization, fine-tuning pipelines, and production deployment. As key contributors to both the CX, Engineering, and Sales organizations, FDEs add tremendous value by ensuring we can meet the requirements of our most complex POCs, facilitate successful platform adoption, and guide tailored optimization efforts — directly impacting customer success, company growth, and the hardening of our core platform.

Must be a permanent resident or citizen of Singapore.

Responsibilities
  • Inference Engine Optimization: Select, configure, and optimize inference engine based on hardware, model architecture, and workload profile
  • Configuration & Performance Tuning: Develop configuration updates to win critical POCs, benchmarks, and optimize customer deployments; tune KV cache, apply speculative decoding, determine optimal tensor parallelism, and determine quantization strategy to hit throughput and latency targets.
  • Post-Training & Fine-Tuning: Drive hands-on RL training runs and optimize system design; guide customers through LoRA, SFT, DPO, RLHF, and GRPO pipelines from experimentation through production.
  • Strategic Customer Alignment: Act as the primary technical point of contact for aligned strategic accounts — monitoring and optimizing endpoint configurations, helping customers get the most out of the platform, and collaborating to ensure we hit critical milestones.
  • Opinionated Onboarding: Establish direct alignment with strategic customers at onboarding; ensure the right inference and post-training configurations are in place from day one to improve time-to-value.
  • Product Feedback Loop: Directly influence our software and model roadmap by surfacing insights from the field. Contribute back to the product where needed to support customer requirements or drive a better experience. Drive early feature and research adoption with strategic logos.
Requirements
  • Experience: 5+ years in a technical role, with a strong focus on inference systems, open-source LLM deployment, or post-training workflows.
  • Inference Engine Depth: Expert-level, hands-on experience with inference engines (e.g., vLLM, TensorRT-LLM, SGLang); ability to diagnose and resolve performance issues at the engine level.
  • Inference Optimization: Deep knowledge of KV cache tuning, speculative decoding, tensor parallelism, pipeline parallelism, and quantization techniques
  • Post-Training Knowledge: Hands-on experience with fine-tuning and post-training pipelines, including LoRA, SFT, DPO, RLHF, and GRPO; ability to advise on system design
  • Model Landscape Awareness: Broad knowledge of state-of-the-art open-source models and strong judgment on model selection for specific customer use cases, hardware profiles, and performance targets.
  • Coding Proficiency: Strong Python skills; comfortable working in production environments
About Together AI

Together AI, the AI Native Cloud, is purpose-built for AI engineers. AI application developers get high-performance inference that scales reliably, fine-tuning and reinforcement learning for creating frontier-level specialized models, and pre‑training at massive scale for fully custom intelligence, all around a marketplace of leading open models that teams can run, adapt, and own. Trusted by Cursor, Decagon, ElevenLabs, Salesforce, and Zoom, Together serves 400+ trillion tokens a month.

Compensation

We offer competitive compensation, startup equity, health insurance, and other benefits, as well as flexibility in terms of remote work. Our salary ranges are determined by location, level and role. Individual compensation will be determined by experience, skills, and job‑related knowledge.

Equal Opportunity

Together AI is an Equal Opportunity Employer and is proud to offer equal employment opportunity to everyone regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity, veteran status, and more.

Please see our Privacy Policy at https://www.together.ai/privacy

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