How to Protect Product IP in an Agentic Age
Protect product IP when using LLMs: redact, split, and route sensitive work to private or offline models, so cheap ideation never leaks the roadmap.
io-psychologyllmip-protectiondata-security
Blog
Applied I/O Psychology
Bridging organizational psychology research to real product teams. How people actually work, decide, and ship.
How to Motivate an Underperforming Team
You usually don't. Motivation isn't measurable and it's rarely the real problem. The environment is. Gilbert's six-box model shows which boxes to fix before you blame anyone.
io-psychologygilbertmotivationteam-effectivenessdiagnostic
What I/O Psychology Actually Is (And Why Your Sprint Depends On It)
Industrial/Organizational Psychology isn't HR fluff. It's a century of research on how teams perform, decide, and ship. Here's what it means for product delivery.
io-psychologyagileteam-performanceengineering-culture
Your Stakeholders Keep Derailing Sprints Because You're Getting Private Yeses Instead of Public Commitments
Leon Festinger's cognitive dissonance research explains why private agreements evaporate, and how to design forums where commitments actually stick.
cognitive-dissonancestakeholder-managementcommitmentio-psychology
Your Sprint Goals Are Embarrassingly Vague. Research Is 36 Years Old.
Goal-setting theory isn't motivational fluff. It's one of the most validated findings in organizational psychology, and most sprint goals violate every principle.
goal-settingagilesprint-planningio-psychology
Your 'Aligned' Product Team Is Showing All 8 Symptoms of Groupthink
Irving Janis identified groupthink from foreign policy disasters. Your product org might show the same pattern — and the symptoms are hiding in your roadmap.
groupthinkdecision-makingproduct-strategyio-psychology
You're Not Underpaying Your Engineers. You're Under-Meaning Them.
Hackman and Oldham's Job Characteristics Model explains why feature factories produce disengaged engineers, and how to fix it without changing your roadmap.
motivationengineering-culturefeature-factoryio-psychology
Your Sprint Retro Is Lying to You
Amy Edmondson's research on psychological safety explains why the quietest retros belong to the highest-risk teams, and what to do about it.
psychological-safetyagileteam-performanceio-psychology
Your Engineers Aren't Lazy. You're Starving Them.
Deci and Ryan's self-determination theory identifies three psychological nutrients required for motivation. Most product orgs strip all three by default.
self-determination-theorymotivationengineering-cultureio-psychology
You're Running Your Senior Team Like a Junior Team. Stop.
Hersey and Blanchard's situational leadership model explains why one PM style doesn't fit all teams. Most PMs never diagnose. Their teams pay for it.
situational-leadershipteam-managementproduct-leadershipio-psychology
'The Team Owns It' Is a Recipe for Nobody Owning It
Social loafing research shows that diffusion of responsibility increases with group size. Individual accountability matters, even in self-organizing teams.
social-loafingteam-dynamicsaccountabilityio-psychology
You Have No Authority Over Your Engineering Team. Here's What to Do About It.
Product managers famously have all the responsibility and none of the authority. Bernard Bass's transformational leadership framework is the operating manual for influence without power.
transformational-leadershipproduct-managementinfluenceio-psychology
Your VP Added 3 Engineers to a 'High-Performing' Team. Tuckman (1965) Knows What Happens Next.
Bruce Tuckman's stages of group development haven't been contradicted in 60 years. Every reorg, hire, and departure resets the clock, and your roadmap doesn't account for it.
tuckmanteam-developmentreorgio-psychology