Field notes on AI that ships

Practical lessons from AI deployments in complex, regulated environments.

From Fragmented Project Data to Focused Standups

Case Study Construction RAG

Accelyze used a custom OpenAI and RAG copilot to help Haskell project managers keep subcontractors and subprojects aligned and run higher value standups and review meetings.

Accelyze

Accelyze

Read more

The Small Model Frontier for Agentic AI

Agents SLM LLM

Rethinking stacks around small contract driven models instead of one giant default model.

Dean

Dean

Read more

From Sidecar Copilot to Daily Habit in Logistics

GenAI Case Study Logistics

Accelyze used OpenAI based copilots to help Crowley turn a sidecar analytics project into a core tool that optimizes network performance and analyst productivity.

Accelyze

Accelyze

Read more

Halving service Diagnostic time with Generative AI

GenAI Case Study

Accelyze used Anthropic Claude on AWS Bedrock to cut technician diagnostic time in half and reduce service escalations for Yamaha.

Accelyze

Accelyze

Read more

Routing bias the hidden failure mode in agentic AI

Agents Routing

Why routing, tool usage, and decision paths matter more than answer level scores in agentic systems.

Dean

Dean

Read more

Org Charts for the Agentic Enterprise

Agents Org design

How org design, governance, and talent models change when digital agents become peers rather than assistants.

Dean

Dean

Read more

Agentic search as a new substrate for GenAI systems

Agents Retrieval

Why search plus agents should be treated as a control plane for retrieval, not just a better widget.

Dean

Dean

Read more

Personality alignment in human agent systems

Agents Alignment

Why matching personalities between humans and AI agents is a strategic lever for GenAI deployments.

Dean

Dean

Read more

Zero trust when your own agents are untrusted

Agents Security Governance

Why intent level controls, data passports, and policy embedded reasoning are the new core of security in agentic systems.

Dean

Dean

Read more

From SEO to GEO in the age of generative engines

SEO Marketing

Why traditional SEO is dissolving into Generative Engine Optimization as models, not users, become the primary audience.

Dean

Dean

Read more

From drones to mission aware aerial agents

Agents Robotics

Why the real frontier in UAVs is agentic, mission aware systems that think, coordinate, and adapt in the real world.

Dean

Dean

Read more