Quantum Information Research Institute Inc. Releases 'OWL', a General-Purpose Autoregressive Agent That Operates Autonomously Until Task Completion

Quantum Information Research Institute Inc. (QIRI) has officially released 'OWL', a general-purpose autoregressive agent that autonomously repeats the cycle of planning, execution, verification, and correction until a task is fully completed.

OWL is an AI agent with specific strengths in software development and stock market monitoring. Once a user issues an instruction, the AI decomposes the task, executes necessary operations, detects errors or missing information, and loops autoregressively until the goal is achieved. The name 'OWL' reflects the image of a nocturnal owl observing silently and capturing its target, while also standing for: - O: Observe | Monitoring business, markets, code, and data. - W: Work | Executing design, implementation, analysis, and organization. - L: Learn | Improving from results to increase precision in subsequent cycles.

While traditional AI chats and coding assistants excel at research and code generation, humans have still been required to handle design decisions, error handling, and deployment. OWL is a 'finish-line' oriented agent developed to solve the issues of tasks stopping halfway or requiring constant human supervision.

### Background: From AI Output to Business Results Despite advancements in generative AI, many companies find that AI outputs often stop short of becoming actual business deliverables. In software development, even if an AI writes code, humans must still manage directory structures, API design, database schemas, and deployment. Similarly, in stock monitoring, simply summarizing news is insufficient for professional workflows that require continuous tracking of specific tickers and anomaly detection. OWL operates by working backward from the point of completion.

### Solution: The Autoregressive Execution Loop After receiving a task, OWL follows a continuous cycle: Planning → Execution → Verification → Error Detection → Correction → Re-execution → Final Deliverable. This allows the agent to work through the night or outside business hours, presenting progress, deliverables, and next steps the following morning.

### Core Features OWL’s primary strength lies in its ability to take a single Markdown document as a 'contract of execution' and run until the task is ready for inspection.

1. **Software Development Specialization:** OWL handles the entire lifecycle of Web applications, administrative panels, and MVPs. It doesn't just generate code; it manages data structures, APIs, authentication, and deployment based on QIRI’s proprietary design templates to ensure quality. 2. **Stock Market Monitoring:** It continuously monitors news, financial statements, and market fluctuations. It provides summaries and alerts for significant changes. Note: This feature is for information processing and does not constitute investment advice or buy/sell recommendations. 3. **Integration for Japanese Enterprises:** Designed to bridge the gap between AI and complex existing workflows involving Excel, PDFs, and legacy systems.

### CTO Profile Kotaro Tanji (born 2004) is the CTO overseeing system design, AI integration, and security. A former competitive 800m runner and a researcher in Alzheimer's disease, Tanji brings a unique combination of analytical rigor and persistence to the project.

### Future Outlook QIRI plans to expand OWL’s capabilities from software development to sales support, manufacturing reports, and R&D assistance. The goal is to shift from 'asking AI' to 'streaming tasks to AI'.

**Service Availability:** Applications for corporate introduction begin May 27, 2026. **Pricing:** Individual quotation based on scope.

**Contact:** Quantum Information Research Institute Inc. Attn: Sugimoto | Email: [email protected] Website: https://qiri.co.jp