Upwork home
Sign up
Project Catalog
DesignDesign
Video & AudioVideo & Audio
Development & ITDevelopment & IT
MarketingMarketing
Writing & TranslationWriting & Translation
MoreMore

You will get AI agent drift points and automatic correction logic

Jianing S.Status: Offline
Jianing S. Jianing S.
Preview image

Let a pro handle the details

Buy Machine Learning services from Jianing, priced and ready to go.
Jianing S.Status: Offline
Jianing S. Jianing S.
Preview image

Let a pro handle the details

Buy Machine Learning services from Jianing, priced and ready to go.

Project details

You will get a backend API integration plan or implementation sample that helps your AI product detect possible workflow, state, identity, or object drift before sensitive actions are executed.

This is designed for AI agents, SaaS products, automation tools, and backend workflows where a wrong inherited state could lead to risky actions such as refunds, payments, account changes, tool calls, data exports, approvals, or agent handoffs.

I will help you define the sensitive-action boundary, design the drift-risk check, create a clear decision schema, and provide receipt/logging guidance so your backend can make safer decisions before continuing.
Machine Learning Tools
Amazon SageMaker, Azure Machine Learning, ChatGPT, GPT-3, NumPy, pandas, Python, SQL, Vertex AI
What's included
Service Tiers Starter
$350
Standard
$950
Advanced
$2,500
Delivery Time 3 days 5 days 10 days
Number of Revisions
122
Number of Model Variations
111
Number of Scenarios
3610
Number of Graphs/Charts
123
Model Validation/Testing
Model Documentation
Data Source Connectivity
-
-
Source Code
-
-
Optional add-ons You can add these on the next page.
Fast Delivery
+$150 - $700
Additional Revision
+$200
Additional Scenario (+ 1 Day)
+$180
Additional Graph/Chart (+ 1 Day)
+$120

Frequently asked questions

Jianing S.Status: Offline

About Jianing

Jianing S.Status: Offline
AI Governance & System Architecture | Custom AI Systems | Rapid Protot
Shanghai, China - 7:34 am local time
I design and build custom AI governance systems, runtime architectures, and proof-of-concept platforms for high-consequence use cases. My work focuses on turning deep technical ideas into practical, usable products — from core architecture and boundary logic to rapid prototyping and delivery. I’m especially interested in systems where continuity, accountability, auditability, and real-time decision control matter.

Steps for completing your project

After purchasing the project, send requirements so Jianing can start the project.

Delivery time starts when Jianing receives requirements from you.

Jianing works on your project following the steps below.

Revisions may occur after the delivery date.

Step 1 — Review your AI workflow

I review your submitted workflow, sensitive action, backend setup, and sample cases.

Step 2 — Define the risk boundary

I identify where the drift-risk check should happen before the sensitive action continues.

Review the work, release payment, and leave feedback to Jianing.