Senior Consultant Specialist (RAG Backend Developer)
Job Summary
Some careers have more impact than others.
If youre looking for a career where you can make a real impression join HSBC and discover how valued youll be.
We are currently seeking an experienced professional to join our team in the role of Senior Consultant Specialist (RAG Backend Developer).
Business:CTO Platforms (AI Platforms)
Location: Guangzhou / Xian
Job ID: 47136
Principal responsibilities
- Backend architecture & delivery for RAG (incl. Graph RAG & agentic search): Design and implement core RAG backend capabilities including retrieval re-ranking context construction prompt orchestration response aggregation Graph RAG patterns (entity/relation extraction graph traversal graph-grounded context assembly) and agentic search (multi-step query planning iterative retrieval tool/function calling).
- Build pipelines for multi-modal and multi-type data (documents emails wikis images tables logs structured sources) including extraction/OCR chunking enrichment embedding and incremental re-indexing with rollback.
- Retrieval ranking & graph reasoning optimisation: Implement hybrid retrieval (BM25/vector/structured filters) multi-stage recall reranking (cross-encoder/LLM) deduplication/diversity controls and graph-based retrieval strategies to improve relevance explainability and traceability.
- Grounded supported answer generation: Build generation workflows that produce grounded answers with explicit support (citations quoted evidence snippets and source metadata) including answer structuring confidence/scoring signals refusal/insufficient-evidence handling and traceable why this answer outputs for auditability.
- Security & compliance: Implement access controls (RBAC/ABAC) data classification and masking audit logging encryption and secrets management; ensure retrieval and generation flows meet bank-grade compliance requirements.
- Data governance & lineage: Enforce data ownership classification retention and access policies; maintain metadata standards lineage and provenance (citations/attribution) to ensure outputs are grounded in approved sources.
- Quality evaluation & continuous improvement: Establish offline/online evaluation (groundedness faithfulness citation coverage latency) enabling A/B testing and regression validation.
- Cross-team collaboration: Partner with AI Infra data platforms information security and product teams to land RAG capabilities in multiple systems and continuously evolve the platform.
Requirements
- Bachelors or Masters degree in Computer Science Software Engineering or a related technical discipline.
- 5 years of backend engineering experience; strong proficiency in at least one mainstream backend stack: Python (FastAPI) or Go.
- Solid understanding of core RAG components and patterns including chunking embeddings hybrid search reranking context window management citations/attribution and evaluation.
- Hands-on experience with containerisation and cloud-native engineering (Docker Kubernetes CI/CD) with a proven track record of troubleshooting and performance tuning in production.
- Strong communication and collaboration skills with the ability to deliver under multi-dimensional constraints (security compliance performance and cost).
- Demonstrates an AI-native mindset applying AI-driven approaches to improve productivity quality and decision-making.
/WX
Youll achieve more when you join HSBC.
HSBC is an equal opportunity employer committed to building a culture where all employees are valued respected and opinions count. We take pride in providing a workplace that fosters continuous professional development flexible working and opportunities to grow within an inclusive and diverse environment. We encourage applications from all suitably qualified persons irrespective of but not limited to their gender or genetic information sexual orientation ethnicity religion social status medical care leave requirements political affiliation people with disabilities color national origin veteran status etc. We consider all applications based on merit and suitability to the role. /WX
Personal data held by the Bank relating to employment applications will be used in accordance with our Privacy Statement which is available on our website.
***Issued By HSBC Software Development (GuangDong) Limited***
Required Experience:
Senior IC
About Company
HSBC Holdings plc is a British multinational investment bank and financial services holding company. It was the 7th largest bank in the world by 2018, and the largest in Europe, with total assets of US$2.558 trillion.