Why Harness
Enterprises stall on three things when adopting AI: data they cannot upload, outcomes they cannot explain, and know-how that never accumulates. Harness is designed around these constraints.
Core capabilities
Local-first, data stays on device
File access, commands and Office processing run on your own machine. Only model inference requests travel over an encrypted network, and sessions are not uploaded by default.
Word, Excel and PowerPoint
Generate and edit Office documents directly, including spreadsheet formulas and charts.
Transparent models
Model names, versions, deployment mode and per-token price are published, with effective dates for any price change.
Skill marketplace and industry packs
Subscribe to office-efficiency or robotics packs; skills hot-load after installation and support ratings and favorites.
AI employee roles
Bind agents to roles such as R&D, admin or sales so the assistant carries role responsibilities; support bulk org-chart import and scheduled sync.
Turn team know-how into Skills
Employees opt in to share sessions; admins distill team playbooks into Skills that new hires can reuse. Built for teams, not for monitoring individuals.
Scenarios
- Manufacturing: summarize local Excel/CSV into daily reports, charts and PPT decks without uploading source files
- Office: batch contract and document processing with template placeholders
- Collaboration: distill high-value sessions into team Skills
Enterprise readiness
- Workspace isolation: skills = public + workspace-private + subscribed industry packs
- Device tokens: 30-day device-bound tokens with remote revocation; no long-lived keys on the client
- Audit and alerting: critical operations logged; anomalies trigger alerts
- Compliance: export customer data as JSON; delete sessions and accounts on request
How it relates to FDE Studio
Harness is the capability layer (workspace, skills, roles, evaluation, wallet). FDE Studio is the delivery layer that turns customer scenarios into runnable, testable and signable deliverables.
Get started
Harness ships Windows and Linux clients. See www.shenggong.vip for plans and pricing.
For enterprise, private deployment or white-label options, contact us.
FAQ
Is my data safe?
File operations stay local. Only content you send goes to model inference, encrypted in transit and not used for training.
Can admins see my sessions?
Not by default. Only sessions you explicitly share and consent to upload are visible, and every view, delete, distillation and publish action is audited.
Is private deployment available?
Yes, in the enterprise edition, with white-label customization.