Your AI might be fine but your data is lying to it - Gradient Flow
I find the failure mode more interesting than the scores. When the semantic layer, which encodes those definitions and relationships, could not answer ...
Gradient Flow - Substack 9
Covers: Shadow AIAI Agents & AutomationBias & FairnessOpen-Source AILegal & CourtsRegulation & PolicyCopyright & IP
I think we are looking for AI risk in the wrong place - Gradient Flow
The biggest AI risks sit outside the model. The most revealing AI failures right now are not stories about models becoming ...
Your AI passed its evals. That's the problem. - Gradient Flow
None of these are the kind of failure a red team session or a bias checklist is built to catch. They're everyday production risk, legal ...
The AI Data Problem I Kept Avoiding (And Why I Stopped) - Gradient Flow
The Data Compliance Problem AI Teams Keep Ignoring. I've avoided writing about copyright and AI . Not because it ...
Shadow IT is back, and this time it has admin access - Gradient Flow
What Is An AI Delegate? OpenClaw arrived with little fanfare and quickly became the fastest growing open source AI project on record. At its core ...
Security for AI-native companies: what changes in 2026 - Gradient Flow
Data Exposure and the Shadow AI Perimeter. The Permeable Perimeter and the Blast Radius. The traditional corporate perimeter is becoming ...
A playbook for production-ready AI - by Ben Lorica 罗瑞卡 - Gradient Flow
This automation bias — where human operators over-trust algorithmic outputs even when incorrect — represents a systemic failure mode that affects any ...
Are Your AI Agents Flying Blind in Production? - Gradient Flow
A further category is real-time failure detection (RTFD): actively watching for subtle or emergent failures while the system is running, rather than ...
Think Smaller: The Counterintuitive Path to AI Adoption - Gradient Flow
What makes this particularly frustrating is the thriving " shadow AI economy" happening under our noses. In many companies, employees are quietly ...