Dev10x
Enterprise AI publication

Enterprise AI,
explained clearly.

Practical writing on agentic systems, AI workflows, data foundations, and how large companies move from demos to real adoption.

Built for technology leaders, product teams, architects, and operators working inside real enterprise systems.

01 · Data foundations
02 · How work gets done
03 · Leadership AI fluency
04 · Agentic readiness
05 · GRC posture
06 · Capital discipline
07 · Cultural capacity
AUTHORITY ENGINE™ · DIAGNOSTIC
1 / 3
01
Operating model

Where do agentic systems currently sit in your organization?

Time elapsed · 00:12
ENTERPRISE AI INDEX184.2+1.4%AGENTIC DEPLOYMENTS / WK412+38BOARD AI COMMITTEES61% F500+4ptCAPEX SHIFT TO AI$214B Q1+22%AGENT INCIDENT RATE0.7%−0.2ptCHIEF AI OFFICER MEDIAN COMP$1.42M+11%ENTERPRISE AI INDEX184.2+1.4%AGENTIC DEPLOYMENTS / WK412+38BOARD AI COMMITTEES61% F500+4ptCAPEX SHIFT TO AI$214B Q1+22%AGENT INCIDENT RATE0.7%−0.2ptCHIEF AI OFFICER MEDIAN COMP$1.42M+11%
WHAT DEV10X IS ABOUT03 IDEAS
01 · Main idea

AI changes how work gets done.

The hard part is no longer only model capability. It is ownership, controls, budget, and accountability when AI is part of real work.

02 · Focus

The useful questions live between hype and execution.

Dev10x looks at what leaders need to decide: where AI should act, where humans stay accountable, and what systems need to change.

03 · Practice

Clear thinking should turn into better action.

The writing connects ideas to audits, scorecards, guides, and practical next steps when a reader needs more than commentary.

Latest writing

All articles
Lead artwork · Agent-Readable Data Is the Real Agent Infrastructure05 · AGENT CHAIN
ARTICLE · NEWArticle · clear analysis

Agent-Readable Data Is the Real Agent Infrastructure

The visible agent shift is happening in chat and personal AI. The deeper enterprise shift is lower in the stack: companies must make their data, products, and operational systems easy for agents to understand and safe for agents to act on.

VG · Editor10 min read
● Practical tools

Practical tools that make the ideas usable.

Dev10x is built for readers who need more than commentary. When useful, articles connect to diagnostics, scorecards, and guides that help teams make better decisions.

01 / SIMULATOR

Boardroom Simulator

Walk through a $40M agent rollout decision under live political pressure.

Live
02 / TEST

Political Intelligence Test

Calibrate how your read of org dynamics compares to senior operators.

Live
03 / SCORE

Maturity Scorecards

Position your function on the 7-axis Authority Engine model.

Live
04 / EXPLAINER

Interactive System Explainers

Click through the architecture of an agentic workflow, layer by layer.

Q3
05 / TREE

Decision Trees

Map an unresolved call, branch by branch, and see where peers landed.

Live
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Clear writing on enterprise AI, agentic systems, data foundations, and the real work of making AI useful inside large companies.

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