Define "good" before building.
Turn subjective quality into quantifiable metrics. Use a frozen evaluation set to verify whether every change actually helps.
KENNY WU · AI ENGINEER · SHENZHEN
I’m Kenny, an AI systems and application engineer.
I build with language, retrieval, and multimodal models, turning raw model capability into dependable workflows.
01 / SELECTED DELIVERY
Professional work · Roles & outcomes· Technical lead
Generation is only step one.
Automated evaluation and self-healing make it work.
Orchestrated end-to-end pipelines across script analysis, asset extraction, and multi-shot storyboarding, while designing automated evaluation and acceptance gates.
See responsibilities and outcomes ↗Runtime safeguards: circuit breaking · concurrency management · automated self-healing
Issue rate · Fixed evaluation set
≈18%→9.53%
Action overload & shot-scale issues · ≈47% relative reduction
One real-world run
20 episodes
Completed end-to-end with automated error recovery
2024 / RETRIEVAL & ANSWERING
Paired hierarchical document chunking with hybrid multi-path retrieval and dynamic thresholds to deliver accurate, hallucination-resistant enterprise Q&A.
See this work ↗Internal tests
Recall and Q&A accuracy
02 / ENGINEERING JUDGMENT
Turn subjective quality into quantifiable metrics. Use a frozen evaluation set to verify whether every change actually helps.
LLM calls inevitably hiccup. Build checkpoint recovery and retry limits so isolated failures never break the entire pipeline.
Real-world delivery is won in preprocessing, state handling, concurrency, and graceful fallbacks around the model.
03 / OPEN-SOURCE WORK

Clean subtitles and watermarks with precise, step-by-step visual control.
From a story premise to structured screenplays, multi-shot storyboards, and video prompts.
READING · WRITINGA quiet reading space for knowledge work.
CONTEXT · DECISIONSAudit trails and decision logs for AI agent workflows, making every iteration reproducible.
LET’S WORK TOGETHER
Whether you're exploring architecture, solving production delivery, or tuning stability, feel free to reach out.