Gartner’s AI-Ready Data Warning and 12 Agentic AI Companies to Watch in 2026
Gartner predicts 60% of AI projects without AI-ready data will be abandoned. Here are 12 agentic AI companies to watch in 2026, by role,…
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Same Model, Different Training Data: A Bank Marketing Experiment (Term Deposit Subscription Classification)
On the UCI Bank Marketing dataset, data preparation raised a Random Forest's subscription F1 and recall but added false positives. What the result shows.
The Document Was Available. The Details Needed to Answer Weren’t.
LLM data privacy often starts by substituting values before a model call. Here are the details an AI task may need to keep, and…
The FSB Finalized Its AI Practices. Can You Show What Changed Since Approval?
The FSB finalized 12 AI sound practices. We examine what its data governance and performance guidance means for data versions, evaluation records and rechecks.
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.
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…
GPT-6 Astra and Navier-Stokes: Why the Enterprise AI Data Path Matters
GPT-6 Astra's benchmarks and the Navier-Stokes dispute show why enterprises must control the data path behind confidential AI work.
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-Ready Data Starts With the Enterprise Assets Behind Your Pilot
Enterprise AI often depends on data, rules, exceptions, and judgment the business already has. Learn how to prepare those assets and decide whether to…
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.
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