Independent Applied AI Lab

Deterministic workflows for live web intelligence.

Starway AI Studio designs and ships multi-agent verification systems, real-time retrieval pipelines, and developer automation tools built on structured evidence rather than guesswork.

Core Product Pillars

Every system pairs neural retrieval and reasoning with deterministic layer-zero guardrails.

01 / Retrieval Engine

Live Evidence Search

High-throughput semantic search and clean markdown extraction pipelines for tracking primary filings, technical releases, and competitive research in real time.

Neural Search · Grounded Citations
02 / Verification

Multi-Agent Audit Gates

Deterministic state checks and cross-model adversarial review that catch hallucinated claims, stale endpoints, and schema drift before downstream execution.

Trajectory Gates · Zero-Trust Checks
03 / Creative Pipelines

Interactive Studio Tooling

Automated storyboarding, structured asset generation, and local-cloud orchestration tools for small independent media and interactive software teams.

Asset Automation · Structured JSON
Engineering Principles

Reliability before autonomy

We separate fast semantic search from deterministic execution gates so agent workflows remain inspectable, reproducible, and auditable end to end.

  • Retrieval Layer Neural Web + Primary Sources
  • Guard Layer Deterministic Schema & State
  • Runtime Python · Edge Routing · MCP
Studio Profile

About Starway AI Studio

Founded by independent systems engineer Dong Zhan, Starway AI Studio operates as a lean research and software studio building practical AI agent infrastructure, quantitative research tooling, and automated content production workflows.

  • Domain starwayai.me
  • Focus Applied AI & Web Retrieval
  • Direct Mail dong@starwayai.me

Work with Starway AI Studio

For research collaborations, API partnerships, or product inquiries, reach out directly at dong@starwayai.me.

dong@starwayai.me