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.

Work with Starway AI Studio

For research collaborations, API partnerships, or product inquiries, reach out directly at [email protected].

[email protected]