Research & influences
Standing on the shoulders of people who shipped.
Optimistically Pragmatic extends two proven lineages into the AI era — product and design thinking, and the coaching tradition of the basketball court — and anchors every stage of the learning journey in peer-reviewed research.
The lineage
Five influences, one convergent message.
The people who defined how good products get built have all reached the same post-2023 conclusion: AI is the biggest shift of their careers — and the fundamentals matter more, not less.
Product · Empowered teams
Marty Cagan
Founder of Silicon Valley Product Group; author of Inspired, Empowered, and Transformed (2024). His product operating model gives teams problems to solve and outcomes to achieve — not feature lists to build — and his four risks of discovery (value, usability, feasibility, viability) remain the test every AI bet must pass. Notably for this site: in Empowered, he argues coaching is the single most important thing product leaders do.
The Product Operating Model · AI Product Management 2 Years In
Product · Shared understanding
Jeff Patton
Inventor of user story mapping — arranging work along the user's journey so a team sees the whole story, not a flat backlog. His output–outcome–impact distinction is the discipline this site leans on: output is what you ship, outcome is what people actually do differently, impact is what it earns you.
jpattonassociates.com · User Story Mapping (O'Reilly, 2014)
Design · Goals & ethics
Alan Cooper
Inventor of goal-directed design and modern personas: design for a specific, researched human's goals — never the elastic "the user." His later work supplies stage two's conscience: the "Oppenheimer Moment" (good people's intentions get subverted, so design for it up front) and ancestry thinking — a good ancestor doesn't borrow from the future.
The Oppenheimer Moment · Ancestry Thinking
Usability · Evidence
Jakob Nielsen
Co-founder of Nielsen Norman Group; author of the 10 usability heuristics — still the sharpest evaluation lens for AI products, which fail exactly where the heuristics predict: system status, user control, error recovery. He named the shift underway "intent-based outcome specification": for the first time, users say what they want instead of how to do it.
AI: First New UI Paradigm in 60 Years · 10 Usability Heuristics
Practice · Public benefit
Chris Tarabochia
Author of this site. Chief AI Officer for the State of Montana — the state's first — leading statewide AI strategy across agencies, tribal governments, academia, and industry. Two decades of AI/ML product leadership before that, including AI-driven trust & safety at Microsoft Xbox, machine-learning platforms at FICO, and digital customer service at Oracle and RightNow Technologies. The mandate is the philosophy embodied: advance AI adoption and govern it responsibly.
The intellectual landscape
The middle ground has a literature.
Between doom and hype, a rigorous position has crystallized. These are its anchor texts.
The evidence
The jagged frontier
758 BCG consultants: AI users completed 12% more tasks, 25% faster, at higher quality — inside AI's capability frontier. Outside it, they were 19% more likely to be wrong. You can't see the frontier until you've walked it.
Dell'Acqua, Mollick, Lakhani et al., HBS Working Paper 24-013 (2023) · hbs.edu
The pragmatism
AI as normal technology
Princeton's Narayanan & Kapoor (authors of AI Snake Oil): AI is transformative but normal — like electricity or the internet. Diffusion is slower than invention; humans and institutions stay in control.
Knight First Amendment Institute (2025) · knightcolumbia.org
The optimism
Co-intelligence & superagency
Mollick: treat AI as a co-worker, co-teacher, and coach — always invite it to the table, stay the human in the loop. Hoffman: the right posture is the "bloomer" — driving forward while tapping the brakes.
Mollick, Co-Intelligence (2024) · Hoffman & Beato, Superagency (2025) · oneusefulthing.org
The measured gains
AI as skill-leveler
5,179 support agents: +14% productivity overall, +34% for novices (QJE 2025). 453 professionals: writing time −40%, quality +18%, with the biggest gains for weaker writers (Science 2023).
The horizon
Protopia & loving grace
Kevin Kelly: the future worth wanting is "protopian" — incremental betterment, imagined deliberately because you can't build what you can't envision. Amodei: safely built AI could compress decades of progress into years.
The guardrail
The accountability voice
Kara Swisher's three-decade demand: AI is promising, but "it is our thoughts, our art and our posts powering this technology" — and without accountability, an insular group decides who benefits. Pragmatism keeps this voice at the table.
Swisher, Burn Book (Simon & Schuster, 2024)
The coaching canon
From the hardwood to the AI era.
The coaching philosophy stands on a second lineage — the great teachers of the court, and the researchers who studied them.
The teacher · UCLA
John Wooden
Ten NCAA titles in his final twelve seasons at UCLA. The coaching page carries his definition of success and his laws of learning; the record here is the framework behind them: the Pyramid of Success — fifteen blocks in five tiers, industriousness and enthusiasm as cornerstones, competitive greatness at the apex — begun as a young high-school teacher in 1934 and finished in 1948. Fourteen years to build a framework. Pragmatic, indeed.
Pyramid of Success · Wooden (1997) · Wooden on Leadership (2005) · TED (2001)
The evidence · What Wooden actually did
The Wooden studies
The primary record behind the coaching page: Gallimore & Tharp observed Wooden's final season (1974–75) and coded every utterance across fifteen practices. Exact figures: praise 6.9%, pure scolds 6.6%, and an 8% scold-fused-with-correction pattern so distinctive they named it "a Wooden." A 2024 follow-up in Quest argues his "repetition" was deliberate practice avant la lettre.
Gallimore & Tharp, The Sport Psychologist (2004) · Givvin & Gallimore, Quest (2024)
The lineage · The court
Jackson, Popovich, Smith
Phil Jackson learned that "the more I tried to exert power directly, the less powerful I became" — and wouldn't call the timeout. Popovich's Spurs hung Jacob Riis's stonecutter in the locker room and built Hall of Famers from picks 57 and 28. Dean Smith made every scorer point to the passer.
Jackson & Delehanty, Eleven Rings (2013) · Coyle, The Culture Code (2018) · Smith, The Carolina Way (2004)
The bridge · Coaching in tech
The trillion dollar coach
Bill Campbell — a losing Columbia football coach who became the coach of Steve Jobs, Larry Page, and Eric Schmidt. People first, trust before everything, and only coach the coachable: the honest, humble, persevering, and endlessly willing to learn.
Schmidt, Rosenberg & Eagle, Trillion Dollar Coach (2019) · Ibarra & Scoular, HBR (2019) · Jones, SVPG (2019)
The pedagogy · Athlete-centered
Player-centered coaching
Sport pedagogy's formal case for questions over telling: Kidman's athlete-centred coaching shares ownership of learning, and Côté & Gilbert define coaching effectiveness by what it grows in the athlete — competence, confidence, connection, character.
Kidman, Athlete-Centred Coaching (2005) · Côté & Gilbert, IJSSC (2009)
The proof · AI is a people problem
The 70% that isn't technology
The sources for the coaching page's opening argument — plus one more from McKinsey's survey worth keeping: only 1% of leaders describe their company's AI rollout as mature. The readiness gap is at the top, which is exactly where coaching starts.
The learning science
Six stages, each on solid ground.
The arc is old — Campbell's hero's journey gives it the narrative shape, the Dreyfus model gives it the competence ladder — and each stage sits on its own well-cited literature.
- 01 · Spark of Curiosity. Curiosity fires when attention lands on a gap between what you know and what you want to know. Loewenstein, "The Psychology of Curiosity," Psychological Bulletin 116(1), 1994 · Hidi & Renninger, "The Four-Phase Model of Interest Development," Educational Psychologist 41(2), 2006.
- 02 · Ethical Crossroads. The authoritative frameworks put ethics first, before technique. UNESCO AI Competency Framework for Students (2024) · Long & Magerko, "What is AI Literacy?" CHI 2020 · MIT RAISE DAILy curriculum.
- 03 · Challenge Labyrinth. Difficulty that slows performance today strengthens learning that lasts. Bjork & Bjork, "Making Things Hard on Yourself, But in a Good Way" (2011) · Kapur, "Productive Failure," Cognition and Instruction 26(3), 2008.
- 04 · The Rabbit Hole. Total absorption when challenge meets skill — and the shift from situational to personal interest. Csikszentmihalyi, Flow: The Psychology of Optimal Experience (1990) · Hidi & Renninger, phases 3–4 of interest development (2006).
- 05 · Breakthrough. The aha moment is a documented neuro-cognitive event — impasse, restructuring, sudden certainty — and it requires the impasse that precedes it. Kounios & Beeman, "The Cognitive Neuroscience of Insight," Annual Review of Psychology 65, 2014 · Dell'Acqua et al., the jagged frontier (2023).
- 06 · Mastery. Expertise is the product of sustained, structured, feedback-rich practice — a process, not a destination. Ericsson, Krampe & Tesch-Römer, Psychological Review 100(3), 1993 · Dreyfus & Dreyfus, skill-acquisition model (1980; Mind Over Machine, 1986) · Campbell, The Hero with a Thousand Faces (1949) — the return with the elixir.