Weight-Delta Vault Adapters
Privacy-preserving AI personalization for your life
End-to-end SaaS solution in-progress • Currently available as open-source implementation
AI Needs Access. You Need Control.
ChatGPT Can Read Your Documents
Upload a contract to ChatGPT? It's now in OpenAI's system.
API Keys Scattered Everywhere
GitHub, Stripe, AWS keys in .env files, notes, emails. Nightmare to manage.
AI Agents Need Your Credentials
Agentic browsers want to book flights, but you have to trust them with passwords.
Your Personal Context is Fragmented
Health data, preferences, history spread across apps. AI can't help without access.
You're forced to choose: Give AI everything and lose privacy, or give AI nothing and lose productivity. Until now.
One Encrypted GetEnclave.io vault. Unlimited Possibilities.
Store Everything Securely
- • Documents & PDFs
- • API keys & secrets
- • Logins & credentials
- • Personal notes & knowledge
- • Medical records
- • Financial data
State-of-the-art encryption. Zero-knowledge architecture. We can't read your data even if we wanted to.
Let AI Access On Your Terms
- • Chat with your documents
- • Let agents use your API keys
- • Share credentials temporarily
- • Provide personal context
AI processes in encrypted environment. Permissions expire automatically. You see everything.
Control Every Access
- • Granular permissions per request
- • Time-limited access (1 hour, 1 day, forever)
- • Scope restrictions (read vs write)
- • Complete audit trail
- • Instant revocation
Your data, your rules. Change your mind? Revoke access instantly.
Why WDVA?
Problem: Your AI assistants need access to your personal information to be useful, but storing that data creates privacy risks.
Solution: WDVA stores encrypted mathematical representations instead of your actual data. Your AI learns from your information without anyone—including us—being able to access it.
Result: Personalized AI that works for you, with privacy baked in from the start.
Your Data Stays Encrypted
Personal information is converted into encrypted AI adapters. Even if someone gets the files, they're useless without your keys.
Secure Processing
Adapters only decrypt inside secure hardware enclaves. Your personalized AI runs in isolated environments that even the server can't peek into.
You Control Access
Grant time-limited permissions to specific AI agents. Revoke access anytime. Your vault, your rules.
Zero-Knowledge Architecture
We can't see your data. Period. The server only handles encrypted blobs. All decryption happens client-side or in secure enclaves.
Lightweight & Fast
Compact adapters mean quick syncing across devices. Your personalized AI is ready when you are.
True Deletion
Want to forget something? Destroy the key and it's gone forever. No backups to hunt down, no "soft deletes." Just cryptographic certainty.
How It Works
From your data to personalized AI, with privacy at every step
Train Your Personal AI
Upload your documents, preferences, and information. The system generates a compact AI adapter that captures how you want AI to behave—without storing your actual data.
Everything Gets Encrypted
Your adapter is immediately encrypted before storage. Only you have the keys. We only see encrypted blobs.
Grant Permission to AI Agents
When an AI assistant needs access, you grant time-limited, specific permissions. Want ChatGPT to access your health data for 1 hour? Done. Need Claude to read your work notes for a day? Easy.
Secure Processing
Your encrypted adapter decrypts only inside secure hardware, merges with the AI model, processes your request, then erases all traces. No data leaves the secure zone.
Delete Anytime
Changed your mind? Destroy the encryption key and your adapter becomes permanently inaccessible. True deletion, guaranteed by cryptography.
Real-World Applications
Privacy-preserving personalization across industries and use cases
Agentic Browsers & Web Automation
AI agents book travel, manage subscriptions, and conduct research using your credentials—but never see them directly. Grant 'travel:credentials:use:4h' tokens for flight booking while explicitly excluding banking access.
Healthcare AI & Personal Health
Train adapters on health records, genetic data, and wearables for personalized health insights while maintaining HIPAA/GDPR compliance. Share fitness data with wellness apps while keeping genomic information strictly controlled.
Enterprise Knowledge Management
Employees interact with proprietary documents, codebases, and business data through AI without exposing IP to third parties. Each employee has encrypted adapters; instant revocation on departure.
Personal Knowledge Bases
Chat with your documents, notes, and research papers using AI that truly understands your context. Your knowledge remains encrypted; AI processes queries within secure boundaries.
WDVA vs Traditional Approaches
How Weight-Delta Vault Adapters compare to existing privacy-preserving ML techniques
| Property | Traditional ML | Federated Learning | WDVA |
|---|---|---|---|
| Data Location | Central server | On-device only | Encrypted vault |
| Individual Deletion | Requires retrain | Limited | Key destruction |
| Cross-user Leakage | Possible | Gradient attacks | Isolated adapters |
| Consent Granularity | Binary | None | Purpose + time + scope |
| Revocation Speed | Days/weeks | Not supported | Seconds |
| TEE Protection | |||
| Zero-Knowledge |
Key Advantage: WDVA uniquely provides rapid individual revocation with cryptographically verified deletion, granular consent management with hardware-enforced access control, and protection against cross-user data leakage through complete adapter isolation.