Clean Data, Wrong Record: What Two New AI Agent Benchmarks Show
Two recent AI agent benchmarks show why consistent data and available evidence do not guarantee success on a specific business task.
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Realistic Synthetic Scenarios Can Still Miss Critical Cases
Synthetic data use cases now include work scenarios across documents, email, and chat. How to check that a scenario set covers the situations that…
SS1/23 Principle 3.2: What Validators Will Ask About Your Model Data
PRA SS1/23 Principle 3.2 sets five expectations for model development data. See what each one asks, where teams get stuck, and what good evidence…
The EU AI Act Deadline Moved. Your Real Deadline Is Earlier.
EU AI Act high-risk rules now apply from 2 December 2027. The data record Article 10 asks for is easiest to capture while you…
OpenAI’s Data Agent Connects Enterprise Data. What Still Has to Be Proven?
OpenAI Data Agent connects approved enterprise sources and business context. Learn what teams should verify before using its analysis to make or automate a…
AI Agent Governance Needs Runtime Evidence
AI agent governance needs more than policies. Runtime controls and evidence show whether agents act within their intended identity, authority, data, and approval conditions.
Usable Data for AI: Why Access Is Not Enough
Access, ownership, or a data subscription does not prove that a dataset fits a specific AI task. Here is the evidence teams still need…
What an Enterprise Context Layer Must Carry for AI
A practical guide to the business meaning, permissions, target conditions, run state, and operating evidence an enterprise Context Layer should preserve for AI decisions.
How to Investigate an AI Result That Won’t Reproduce: An Evidence Checklist
A practical evidence checklist for investigating an AI result that changed or will not reproduce, without treating a rerun as automatic proof of root…
When the Same AI Workflow Produces a Different Result: A 36-Condition Review Map
A reference of 36 data quality issues that make AI results hard to trust or reproduce, each with a symbol, a definition, and the…
Enterprise Data Usability: Why Valuable Data Still Fails AI
Valuable enterprise data can still be unusable for AI. Use this five-step test to preserve task-relevant meaning, validate the data path, and measure utility…
AI Reproducibility: Can You Reproduce the Pilot in Production?
A successful AI pilot is not yet production evidence. Use a five-step reproduction test to identify the data, model, run, and comparison records needed…
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