human-in-the-loop AI UXagent UXAI agent design
7 min read
Designing the Approval Moment: UX for Human-in-the-Loop AI Agents
A useful approval gives the human evidence and control, not just an Approve button.
Read articleInsights & Perspectives
Insights on workflow optimization, AI, agents, and agentic execution patterns for teams
How to Excel as a PM in an AI-First World
AI gives PMs sharper technical tools, but the value of product management still comes from customer insight, and knowing what deserves to exist.
7 min read
SaaS defensibilityproduct-earned data
AI Is Eating SaaS. Earned Data Is the Edge.
As AI compresses the feature advantage in SaaS, the durable edge is the data a product gains from observing how customers actually work inside it.
5 min read
human-in-the-loop AI agentsAI agent workflows
What You Can't Delegate to AI Agents
As agents take over execution, you still own intent, risk appetite, evidence standards, escalation, and final accountability. Aim for governed autonomy.
8 min read
agent loops vs pipelinesAI agent loops
Level up loops with pipelines
Agent loops are useful. They get safer and sharper when they run inside pipelines with explicit gates, budgets, checks, and stop conditions.
11 min read
AI Stack StrategySMB AI stack
The 2026 SMB AI Stack Guide: What Actually Works
Not a ranked product list — a framework for deciding what goes in your 2026 AI stack, what to evaluate later, and what to skip.
9 min read
AI Stack Strategybusiness process automation
AI Automation for Small Business: What to Prioritize First
Most teams automate what is easy, not what is worth it. How to sequence automation by volume, bottleneck position, and judgment.
8 min read
AI Stack StrategyAI tool selection
The AI Tool Sprawl Problem: How to Build a Stack That Sticks
AI tool sprawl is a procurement habit, not a strategy. A layered framework for building an AI stack that actually sticks.
8 min read
AI ExecutionAI agents
AI ROI Is Not a Model Problem. It Is a Shipping System Problem
Most companies don't have an AI ambition problem. They have a shipping problem. AI StackWorks turns agents into workflows that plan, build, test, and ship.
11 min read
AI ExecutionAI team collaboration
From Solo Vibes to Shared AI Systems
Solo AI productivity is a local maximum. Here's why teams need shared AI infrastructure, not N individual AI sidekicks.
6 min read
AI ExecutionAI agent architecture
Stop Sending Everything to the AI
LLMs are great at judgment but terrible at execution. The best AI agent architectures use deterministic tools as the backbone, not prompts.
6 min read
AI ExecutionJira
Automating Jira Triage with AI Agents
Discover how AI agents can automatically classify, prioritize, and route Jira tickets, saving your team hours of manual triage time each week.
1 min read