Resources
Guides, reports, tools, and curated learning resources for AI practitioners and enterprise executives.
In this section, we collect various resources for learning AI, ML, and Data Science that we discover while interviewing and surveying top performers in AI and Data Science.
Data Science
Three Failure Modes That Kill AI Agents in Production
Agents that shine in a demo often collapse the first week they meet real traffic. The failures are predictable — and preventable.1. Silent tool…
Local E2E Test Article
Localhost end-to-end test via the real AITJ CDP front door. Please disregard.
Why Retrieval-Augmented Agents Beat Bigger Context Windows in Production
Every few months a new model ships with a longer context window, and teams rush to stuff their entire knowledge base into a single prompt. In…
What Breaks When AI Agents Go Into Production
A field catalog of how agent deployments actually fail — unscoped delegation, messy systems of record, prompt injection, rubber-stamp approvals, silent drift, supervision debt - and what production-ready actually means.
How to Govern AI Agents
Agent governance is a different discipline from model risk: scoped authority, distinct agent identity, action-level evidence, and controls that work on running behavior. The operating model and program sequence.
What Executives Need to Know About AI Agents
AI agents move enterprise software from answering to acting. What changes for executives: delegation boundaries, governance, observability, security - and where agent ROI actually is.
How to guides
Three Failure Modes That Kill AI Agents in Production
Agents that shine in a demo often collapse the first week they meet real traffic. The failures are predictable — and preventable.1. Silent tool…
Local E2E Test Article
Localhost end-to-end test via the real AITJ CDP front door. Please disregard.
Why Retrieval-Augmented Agents Beat Bigger Context Windows in Production
Every few months a new model ships with a longer context window, and teams rush to stuff their entire knowledge base into a single prompt. In…
What Breaks When AI Agents Go Into Production
A field catalog of how agent deployments actually fail — unscoped delegation, messy systems of record, prompt injection, rubber-stamp approvals, silent drift, supervision debt - and what production-ready actually means.
How to Govern AI Agents
Agent governance is a different discipline from model risk: scoped authority, distinct agent identity, action-level evidence, and controls that work on running behavior. The operating model and program sequence.
What Executives Need to Know About AI Agents
AI agents move enterprise software from answering to acting. What changes for executives: delegation boundaries, governance, observability, security - and where agent ROI actually is.
Online course reviews
Three Failure Modes That Kill AI Agents in Production
Agents that shine in a demo often collapse the first week they meet real traffic. The failures are predictable — and preventable.1. Silent tool…
Local E2E Test Article
Localhost end-to-end test via the real AITJ CDP front door. Please disregard.
Why Retrieval-Augmented Agents Beat Bigger Context Windows in Production
Every few months a new model ships with a longer context window, and teams rush to stuff their entire knowledge base into a single prompt. In…
What Breaks When AI Agents Go Into Production
A field catalog of how agent deployments actually fail — unscoped delegation, messy systems of record, prompt injection, rubber-stamp approvals, silent drift, supervision debt - and what production-ready actually means.
How to Govern AI Agents
Agent governance is a different discipline from model risk: scoped authority, distinct agent identity, action-level evidence, and controls that work on running behavior. The operating model and program sequence.
What Executives Need to Know About AI Agents
AI agents move enterprise software from answering to acting. What changes for executives: delegation boundaries, governance, observability, security - and where agent ROI actually is.
Podcasts
Three Failure Modes That Kill AI Agents in Production
Agents that shine in a demo often collapse the first week they meet real traffic. The failures are predictable — and preventable.1. Silent tool…
Local E2E Test Article
Localhost end-to-end test via the real AITJ CDP front door. Please disregard.
Why Retrieval-Augmented Agents Beat Bigger Context Windows in Production
Every few months a new model ships with a longer context window, and teams rush to stuff their entire knowledge base into a single prompt. In…
What Breaks When AI Agents Go Into Production
A field catalog of how agent deployments actually fail — unscoped delegation, messy systems of record, prompt injection, rubber-stamp approvals, silent drift, supervision debt - and what production-ready actually means.
How to Govern AI Agents
Agent governance is a different discipline from model risk: scoped authority, distinct agent identity, action-level evidence, and controls that work on running behavior. The operating model and program sequence.
What Executives Need to Know About AI Agents
AI agents move enterprise software from answering to acting. What changes for executives: delegation boundaries, governance, observability, security - and where agent ROI actually is.