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Dima introduces jingle and jungle fallacies — two ways labels can go wrong — and takes Slava through examples to show harder cases that are easy to miss.

• Names and labels help to compress knowledge and facilitate communication, but the label is always distinct from the thing it denotes
• Jingle fallacy — using the same label for two different things and treating them as one
• Jungle fallacy — using different labels for the same thing and treating them as different

• In Ukrainian, different shades of blue have distinct words — the same object would carry genuinely different meanings depending on the speaker's language
• The failure-to-differentiate and failure-to-converge cases are harder to spot and fix than miscommunication. Because of that consequences can be more damaging
• Jingle and jungle can also be weaponised — deliberately conflating or splitting concepts in rhetoric to mislead

"I would say that I probably had a jangle fallacy about jingle and jangle fallacies." — Slava

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Dima poses that "trust" plays an important role in how we execute multi-step processes, and together with Slava they explore the implications.

• Process is a sequence of steps where each output becomes the next step's input — and before it can, trust in that output must be established
• Three ways to establish that trust
• Slava argues trusting yourself as executor is a stretch — you know when you cut corners
• Formal vs informal verification
• Trust evolves — first you check every output, then you trust the person, eventually you trust them to define the procedure themselves
• For repeated processes, optimise the trust mechanism rather than verifying every output each time
• Slava suggests what matters is defining success criteria — definition of done; how it's done is secondary

"This is a good coffee because I brewed it." — Dima

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Dima and Slava find that scaling productivity with AI likely means going from a faster tool to running a team of synthetic labour — and that the challenges of delegation are nothing new.

• Productivity with a tool vs. productivity with an agent: a tool allows you to do things better/faster and with an agent you set it an objective that feeds into your bigger goal
• Agentic threshold: the executor must pass judgment rather than just carry out instructions
• Synthetic labor — AI agents you delegate work to
• Verification Tax: it is more effective to delegate tasks that take long to do but are easy to verify — verifying by re-doing the task yourself defeats the purpose
• ICs delegate to themselves, managers delegate to others
• Delegating to others is a distinct muscle that needs development
• Slava is worried that most managers don't operate at the higher levels of delegation even with real people
• Building the pyramid down — AI lets an IC build a hierarchy of agents below them, compressing what used to require climbing the corporate ladder

"Do this for me is a tool. Do it with me is borderline. Think for me would be closer to agency." — Slava

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Dima brings up the concept of Directly Responsible Individual (DRI) and he and Slava debate how it differs from RACI, when each approach shines, and what it would take to actually adopt DRI culture on a growing team.

• One problem with side projects that executives start: even a fixed time commitment may not be sufficient to effectively drive them
• Directly Responsible Individual (DRI) — one person with end-to-end accountability and decision-making authority for a project or outcome
• RACI — Responsible, Accountable, Consulted, Informed
• DRI vs RACI: DRI assigns single end-to-end ownership focused on outcomes; RACI assigns responsibility at the task or stage level
• Dima is not a huge fan of how DRI is portrayed in The GitLab Handbook
• Slava: are DRI and RACI really that different?
• Switching to DRI: shift accountability to outcomes, not actions — empower the DRI to determine how to get there
• Results chain was discussed in Biweeklycast #52: Needs Analysis
• Consent-based (vs consensus-based) committees as an alternative path to fast decisions
• The party planning thought experiment: three DRIs, one shared budget — a case where the model strains

"There are so many ways to make people irresponsible." — Slava

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Dima and Slava build a conceptual triangle to look at a manager’s role and generally do their best to highlight different facets of the job managers are expected to do.

• Other related episodes
  • On leadership
  • On business processes
• Definitions
  • PMI: “Management is the process of leading a team to achieve goals within given constraints.”
  • Harvard Business School: “Managers are responsible for setting strategy, executing plans, allocating resources, and leading people to achieve organizational objectives.”
  • Slava’s: “A manager does stuff to achieve things.”
• Team – Manager – Company triangle
• Manager as the team–company interface
• Team is the smallest unit that can carry the culture
• Manager’s work at different levels of company structure
  1. Line manager: team of individual contributors
  2. Middle manager: team of managers
  3. Executive manager: team of managers of managers
• Coaching style management, again

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Dima and Slava have read a book about business processes and discus what it means to follow “process approach”.

• Book “Unmanageable. What you need to know about business processes?” (in Ukrainian)
• Processes vs. Projects
• What is a good, useful description in a process?
• From stockpile of policies to process approach
• Business processes interact with organisational structure and culture
• Optimisation of business processes is a common demand from Ukrainian businesses

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Dima and Slava discuss how management relates to leadership, signs that can point to lack of leadership, and what leadership misses can entail.

• Management is the process of planning, organizing, and controlling resources to achieve objectives efficiently and predictably.
• Leadership is the ability to offer compelling vision and inspire, influence, and guide people toward a shared goal.
• Failure modes of management without leadership
• No value added by a manager at their level on managerial hierarchy
• Manager not having an opinion about team’s role and place
• Manager not taking responsibility for their decisions and actions
• Manager acting as an external consultant to the team
• Coaching leadership style

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Dima and Slava discuss the complexities of estimation in business contexts and the challenges of striking the balance between ambition and realism.

• Estimation, forecasting, and projecting
• Desired level of confidence for the estimate makes a difference
• Short-term vs long-term estimation
• 50/50 goals
• Benchmarking is helpful when you do something novel
• Working backwards can help in planning projects
• Is your thing really a special snowflake?
• Illusion of precision, or precision bias
• Realistic estimated vs ambitious goals

Estimation and benchmarking was also discussed in Biweeklycast #36 How Big Things Get Done.

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Dima is doing his best to explore a particular flavour of ambiguity and Slava keeps him in check by sticking to definitions and anchoring the discussion to reality.

• Ambiguity – the quality of being open to more than one interpretation
• Is ambiguity merely a lack of proper definitions?
• Approaches that help in dealing with ambiguity
• Explicit definition of how success looks like
• Clear definition of the problem to be solved
• Validate hypothesis with real-world inputs

• At times, dealing with ambiguity requires a leap of faith

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Dima and Slava explore Richard P. Rumelt’s book Good Strategy Bad Strategy: The Difference and Why It Matters and share insights they took away from the book.

• https://www.amazon.com/Good-Strategy-Bad-Difference-Matters/dp/0307886239
• https://www.amazon.com/Strategy-Safari-Through-Strategic-Management/dp/0743270576
• The Kernel of Strategy: diagnosis, guiding policy, coherent actions
• What does coherence have to do with policy and strategy?
• Building on your strength is a great foundation of strategy
• Bad strategy is the result of a leader who’s unwilling or unable to say “No”
• Cut through that “strategic fluff” with focus on concrete and specific elements
• Don’t trust examples from business books. Do your own research
• 6 reflections after reading the book
• Rating the book: 3 and 5 out of 10

• The greatest closing quote ever by Dima Malenko: “Think for yourselves!”
• Check out other bookclub episodes of Biweekly