Home/Research FDE: from an institutional task to usable delivery

INSIGHT · 2026-10-20

Research FDE: from an institutional task to usable delivery

Institutions buying AI systems need them to solve actual team tasks. FDE is Zhiway’s method for field adaptation and delivery: connect a local research workspace, materials, models and tools around a defined task, then evaluate the result through real work.

Identify the user, accountable lead and buyer

Users, beneficiaries and budget owners are often different people. A project starts by defining the organizational problem, accountability and procurement scope. Knowledge retention, project progress and sharing offer clearer team-level goals than generating more text for one person.

Define data boundaries and tool access

List project files, databases, literature sources, model services and specialist tools. Define deployment location, external data access, permissions and actions requiring human confirmation. Private deployment boundaries belong in the concrete plan, rather than a general claim of data security.

Inspect delivery through real tasks

Choose a routine institutional task, such as source-linked literature investigation, project archiving or a progress summary. Review process, evidence and output. Acceptance considers both completion and the team’s ability to continue using and maintaining the system.

Daily use reveals the next requirement

Research Claw currently earns revenue through FDE custom development. New projects, materials and tools create follow-on adaptation and service opportunities, each with a defined scope and delivery responsibility. FDE also keeps the product team close to institutional work beyond the initial purchase.

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Start with the work you need to move forward

Bring a specific task. We can work through the data, tools and delivery it needs.

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