Adam G.
01 / 05

Articles

Essays and posts. Long enough to be wrong in detail.

55 essaysRSS
Latest · No. 055 · How AI Quietly Limits Organizational AmbitionModerate AI adoption causes organizations to quietly narrow their strategic ambition, favoring tractable tasks over novel questions nobody knows how to ask.

2026

  1. 054Prioritization When Execution Becomes FreeAs AI lowers the cost of building, traditional prioritization denominators fail. Explore new scarcity metrics like post-launch attention and conviction. · 3 min
  2. 053How AI Writing Tools Hide Workplace DissentWhen AI tools polish workplace writing, variance falls and real dissent gets misrouted into private chat windows. Discover what companies miss. · 3 min
  3. 052The Hidden Problem With AI Time SavingsAI saves workers hours every week, but without purposeful allocation, that time evaporates into administrative sediment. Here is how firms can fix it. · 3 min
  4. 051Treating Shadow AI as R&D DataShadow AI isn't just a security breach; it's a decentralized R&D study revealing where your enterprise software fails and what tools actually work. · 3 min
  5. 050AI-Native Firms and the Loss of Middle ManagementAI-native companies are flattening, losing middle managers and juniors. But hierarchy wasn't just overhead—it was how organisations produced human judgement. · 3 min
  6. 049Why We Stopped Saying I Don't KnowExplore how AI tools reduce our willingness to admit uncertainty, shifting psychological safety from an economic concern into an essential epistemic. · 3 min
  7. 048The Hidden Workforce Skills GapOrganisations miss existing employee skills because they only look at assigned tasks. Discover why the workplace visibility gap costs millions. · 3 min
  8. 047Why Generative AI Deepens Innovation BottlenecksGenerative AI multiplies idea generation while leaving screening bottlenecks untouched. Learn why organisational innovation fails without human judgment. · 3 min
  9. 046Why AI Breaks Traditional Performance MeasurementWhen AI makes deliverables cheap to produce, evaluating artefacts fails. Organisations must measure judgment and decision-making behind the work. · 3 min
  10. 045AI Adoption Is a Management VariableExplore why AI adoption is a management variable, not a technological one, and how leadership theories on human roles shape organizational success. · 3 min
  11. 044The AI Contribution Penalty at WorkResearch shows AI-assisted workers face systematic competence and pay penalties because organisations mismeasure execution output instead of human judgment. · 3 min
  12. 043Designing the Handoff After AI StopsExplore why AI handoffs fail and how organizations leave humans with the most emotionally expensive, high-effort residual work without adequate support. · 3 min
  13. 042AI Automation and the Death of Workplace ApprenticeshipExplore how AI automation breaks traditional workplace apprenticeship systems, threatening the future development of human expertise, judgment, and junior. · 3 min
  14. 041Fixing the Organizational Idea Intake GapDiscover why employee suggestion programs fail due to intake capacity rather than motivation, and how organizations can actually capture frontline ideas. · 3 min
  15. 040The Myth of AI Productivity and Idle TimeDiscover why AI time savings often vanish into unmeasured idleness, and how rigid management prevents organizations from capturing real innovation. · 3 min
  16. 039Why AI Adoption Stalls in the MiddleDiscover why AI adoption stalls in organizations and how clear reinvestment rules, headcount horizons, and broader contribution metrics overcome resistance. · 2 min
  17. 038The Judgment Gap in OrganizationsOrganizations reward knowing over noticing, creating a judgment gap where assumptions compound at machine speed. Discover why questioning matters. · 3 min
  18. 037Capturing Tacit Knowledge in Manufacturing With AIDiscover how capturing tacit manufacturing knowledge using AI can preserve expertise while respecting human dignity and attribution in the workplace. · 3 min
  19. 036Why Teams Need Disagreement in the Age of AIAs AI makes agreement fast and cheap, teams risk losing the productive disagreement essential for discovery. Learn why protecting dissent matters now. · 3 min
  20. 035How Managers Should Spend AI Time GainsResearch shows AI saves managers six hours weekly. Reinvesting that time in people versus admin determines team performance, burnout, and employee turnover. · 3 min
  21. 034AI, Management Layers, and the Future of HierarchyExplore how AI transforms organizational hierarchy and management layers, shifting managers from routing knowledge to architects of team thinking. · 3 min
  22. 033Why Employees Ask AI Questions They Hide From PeersEmployees ask AI basic questions to avoid looking incompetent, hiding organizational ignorance and masking the high social cost of curiosity at work. · 3 min
  23. 032The Employee Contribution Record AlternativeDiscover the contribution record, a weekly 15-minute practice designed to capture hidden thinking, judgment, and value beyond standard performance reviews. · 3 min
  24. 031Why the CV Cannot Measure True ContributionResumes measure execution, not thinking. As hiring data prioritizes judgment over output, organizations need new ways to record actual contribution. · 2 min
  25. 030AI Adoption and the Unclaimed Time DividendWhen AI returns time to workplaces, unclaimed minutes flow back into sheer volume. Organizations need contribution infrastructure, not just efficiency gains. · 3 min
  26. 029Why AI Polish Undermines Critical ThinkingDiscover how AI polish transfers user confidence to the tool, reducing critical thinking effort, and learn why organizations must design for human judgment. · 3 min
  27. 028Beyond the Skills-Based OrganizationWhile skills-based organizations improve on job titles, true value lies in contribution—what employees uniquely notice, question, and create that AI cannot. · 2 min
  28. 027What Is Dignity Debt in the Workplace?Explore dignity debt, the hidden cost of prioritizing productivity over employees. New research reveals why high productivity leads to career change. · 2 min
  29. 026Why AI Makes Workplace Ideas More AlikeFour MIT studies show AI increases individual quality while reducing collective idea diversity, threatening true innovation and creative variance. · 2 min
  30. 025The AI Productivity Performance ParadoxTraditional productivity metrics reward uncritical speed over judgment in the age of AI. Learn why contribution matters more than execution output. · 2 min
  31. 024Why AI Exposed a Design Gap in EducationAI didn't create a skills gap; it exposed a design gap in education. Discover why the economy now rewards unpredictable human qualities like judgment. · 1 min
  32. 023AI Translation and the Immigrant Wage GapExplore how AI translation platforms are shifting the burden of language barriers, addressing immigrant wage gaps and redefining workforce potential. · 1 min
  33. 022Why Hiring Instincts Waste Human PotentialExplore how hiring instincts often rely on pattern-matching and familiarity rather than talent, leading to massive wasted potential in the economy. · 1 min
  34. 021Why Workplace Trust Beats Employee MonitoringDiscover why high-trust companies achieve higher productivity and engagement, while employee monitoring crushes workplace creativity and retention. · 1 min
  35. 020How AI Tutors Drive Massive Learning GainsExplore how AI tutors in rural Sierra Leone and generative AI in the workforce show that disadvantaged groups gain the most from new technologies. · 1 min
  36. 019Why Degree Requirements Fail Modern HiringExplore why seventy million Americans are locked out of jobs by unnecessary degree requirements and how credential filtering creates a false skills gap. · 1 min
  37. 018The Economic Value of Immigrant TalentImmigrant founders drive billions in U.S. startups, yet rigid credential walls and outdated hiring algorithms waste vital global professional talent. · 1 min
  38. 017The Science of Psychological Safety in TeamsGoogle's research reveals psychological safety is the strongest predictor of high-performing teams, yet organizations routinely punish this behavior. · 1 min
  39. 016AI Does Not Require New Technical SkillsExplore why artificial intelligence is the first technology that doesn't require learning a new skill, leveling the playing field for all workers. · 1 min
  40. 015Unlocking Human Potential and Overcoming Brain WasteExplore how credential barriers and systemic waste limit human potential, and discover how artificial intelligence is beginning to remove these walls. · 1 min
  41. 014Why the Best Employees Look LazyExplore why corporate cultures built around visible effort fail deep work, and why the quietest developer might be carrying the heaviest load. · 1 min
  42. 013The Cost of Corporate Alignment MeetingsDiscover how corporate alignment meetings disguise decision-making avoidance as collaboration, wasting millions in manager time and stalling real progress. · 1 min
  43. 012The Death of the Corporate MiddlemanAI and automation are eliminating corporate middlemen whose primary role is moving information between teams. Learn why relay-based jobs are disappearing. · 1 min
  44. 011How AI is Compressing the Career LadderDiscover how artificial intelligence is compressing the career ladder, boosting junior performance, and redefining traditional work experience. · 1 min
  45. 010Hustle Culture and Workplace BurnoutExplore how hustle culture drives workplace burnout and low global engagement, and discover why true impact matters far more than endless hours. · 1 min
  46. 009Productivity Theatre and Building in PublicExplore how corporate productivity theatre wastes executive time, why building in public builds trust, and how transparency transforms modern business. · 1 min
  47. 008The Productivity Theatre TrapDiscover how the productivity theatre trap drains team time on busywork, why AI adoption increases work volume, and how to focus on real results. · 1 min
  48. 007AI Makes Us More Creative Not More ProductiveDiscover how artificial intelligence boosts workplace creativity rather than just saving hours, reshaping modern creative careers and original thinking. · 1 min
  49. 006The True Cost of Unproductive MeetingsExplore the hidden costs of recurring meetings, why corporate productivity theatre persists, and how leaders can finally reclaim valuable calendar time. · 1 min
  50. 005Why Corporate AI Strategies FailDiscover why 75% of executives admit their company AI strategy is just for show, leading to massive disappointment and endless corporate busywork. · 1 min
  51. 004The Reality of Corporate Productivity TheatreDiscover how corporate productivity theatre, endless PowerPoint formatting, and AI reveal the uncomfortable truth about modern workplace output. · 1 min
  52. 003AI and the End of Productivity TheatreDiscover how AI eliminates productivity theatre and coordination overhead, forcing knowledge workers to face real work, original thought, and courage. · 1 min
  53. 002AI, Job Security, and Productivity TheatreDiscover why AI threatens workers not through job displacement, but by exposing unnecessary tasks and decades of corporate productivity theatre. · 1 min
  54. 001What is Productivity Theatre?Corporate America is addicted to productivity theatre, busywork, and endless meetings. Discover how AI is exposing the charade of fake work. · 1 min