SCIENTIFIC CONSULTANT: AI FOR TERMINAL DEVICE / AI AGENT

at  Unikie

WE ARE LOOKING FOR

Scientific consultant: AI for terminal device / AI Agent
We are looking for AI Agent to our team. The consultant will be part of our client’s team developing machine learning (agent) solution for terminal devices. Below are the main responsibilities for this position, and the consultant will take part in one or more of these;
1) Optimizing the performance of the model usage by improving timing and memory use without losing too much accuracy, precision or recall of the model.
2) Implementing novel use case such as file encryption mechanism, where file encryption/decryption keys are available only when device state has desired classification (determined by the agent). One possibility is to run unsupervised learning for clustering different device state categories as a device state labels. After clustering the AI agent can use model to classify current device state.
3) System security design for AI agent such as AppAgent (https://github.com/mnotgod96/AppAgent) to perform malicious actions. One possibility is to implement Guardian Agent (GA) that can analyze real time behavior of the AI agent. When GA detects that AI agent is tries high risk action it should stop action permanently or it could ask user consent to perform such action. The GA can inform OS to limit the capabilities of AI agent in order to stop malicious or high-risk action.
Your future colleagues are waiting for you to join our international team. Working with us is uncomplicated, there’s a good team spirit, low-hierarchy and nonexistent bureaucracy. Our way of working is flexible too, many of our team work remotely from home with visits to our office from time to time when needed. This role is equally challenging, and as such we offer a very good compensation.

Skills Required

• Machine Learning
• Android
• Trusted Execution Environment (TEE)
• Trustzone
• C/C++
• Rust

Locations

• Tampere
• Helsinki

REQUIRED QUALIFICATIONS

• Experience on optimizing AI models, such GPT models.
• Knowledge on some isolation technologies such as Arm Trustzone, Intel SGX/TDX, etc.
• Understanding about the security threats of AI models.
• Experience on analyzing and visualizing datasets.
• Some experience with C/C++ or Rust.
• Experience on Android development and preferably some experience on Android Native Development.
• Good English language skills.

Person we are looking should be able to help in the following tasks:

• Provide clear guidelines for optimizing GPT models running in Secure Enclaves.
• Prototype of some selected use case (such as device state classifier).
• Prototyping “AgentGuard” solution and demonstrate how it can prevent malicious actions made by local AI Agent (such as multi-modal AppAgent)

• Provide clear guidelines for optimizing GPT models running in Secure Enclaves.
• Prototype of some selected use case (such as device state classifier).
• Prototyping “AgentGuard” solution and demonstrate how it can prevent malicious actions made by local AI Agent (such as multi-modal AppAgent