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Icemap/README.md

Hi there, I'm Qizhi Wang (Icemap)

Senior Software Engineer @ PingCAP (TiDB) | AI & Database Kernel Researcher

๐Ÿš€ About Me

I bridge the gap between Distributed Systems and Neuro-Symbolic AI. My goal is to mitigate hallucinations in LLMs by integrating Knowledge Graphs with distributed vector storage, moving from heuristic RAG to verifiable, structure-aware retrieval.

  • ๐Ÿ”ญ Currently: Architecting AI-native data structures at TiDB.
  • ๐Ÿ›๏ธ Community: Serving as Chair for the International Conference on Intelligence (ICI 2026).
  • ๐Ÿง  Research Interest: Graph-Augmented RAG, Vector Search Kernels (HNSW/IVF), Distributed Consensus (Raft/Paxos).

๐Ÿ“Š GitHub Stats

Icemap's GitHub Stats Icemap's Top Langs

๐Ÿ“ Selected Publications & Manuscripts (2025-2026)

Focus: GraphRAG, Distributed Consensus, and Database Internals.

  • SPRIG: Democratizing GraphRAG - Linear, CPU-Only Graph Retrieval (Submitted to KAIS, 2025).
  • BALLAST: Bandit-Assisted Learning - Latency-Aware Stable Timeouts in Raft (Submitted to IEEE TPDS, 2025).
  • TiCard: Deployable EXPLAIN-only Residual Learning - Cardinality Estimation (Submitted to JDSA, 2025).
  • RIFT: Replicating Ideological Fractures via Transformers (Submitted to JASSS, 2025).

๐Ÿ› ๏ธ Engineering Highlights

PingCAP (TiDB) | Senior Software Engineer (AI & Ecosystem)

  • Hybrid Query Optimization: Formulated cost models for Hybrid Search (Vector + SQL) within the TiDB kernel.
  • Ecosystem: Ported Hibernate ORM to TiDB and aligned client SDKs with the Percolator transaction model.

Tencent Music Entertainment (TME) | Former Senior Engineer

  • High Concurrency: Designed the TME Live platform handling 10M peak QPS using Bloom Filters/HyperLogLog for massive dataset distinct counting.

๐Ÿ’ป Tech Stack

Domain Technologies
Languages Go Java Python
Systems TiDB MySQL Raft Redis
AI & Data HNSW GraphRAG Vector DB

Let's connect! I'm open to discussing Neuro-Symbolic AI, Database Kernels, or just geek out on Golang.

Pinned Loading

  1. pingcap/tidb pingcap/tidb Public

    TiDB - the open-source, cloud-native, distributed SQL database designed for modern applications.

    Go 39.6k 6.1k

  2. MapServer MapServer Public

    Map TMS Server - ็ฆป็บฟๅœฐๅ›พ็“ฆ็‰‡ๆœๅŠก

    Java 116 33

  3. MapServer-Front MapServer-Front Public

    Map TMS Server Front End - ็ฆป็บฟๅœฐๅ›พ็“ฆ็‰‡ๆœๅŠกๅ‰็ซฏ

    TypeScript 52 16

  4. MoHaScript MoHaScript Public

    ่†œ่›คScript๏ผŒๅฎž็Žฐ่„šๆœฌ่†œ่›ค

    Go 11 1