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Willow Tree Leadership Style

A metaphor for managing change—remain rooted in core purpose while being extremely flexible in tactics, absorbing storms of change without breaking. Use during pivots, restructures, or industry upheavals.

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Waterline Model

Diagnose team problems by checking structural issues (goals/roles) at the surface before diving deep into personality conflicts. 80% of team problems are structural, not personal.

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Single-Threaded Leadership Model

An organizational model where a single leader is fully accountable for a specific goal and controls all cross-functional resources needed, minimizing external dependencies. Amazon's alternative to matrixed organizations.

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Three Levels of Product Work

Understand that product work happens at three levels (Impact, Execution, Optics) and conflicts arise when people argue from different levels. Use to diagnose team misalignment.

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Left-Hand Column Detox

A technique to translate harsh internal thoughts into constructive external dialogue. Say the thing you think you cannot say—but detoxify it first. Use when sensing tension or unspoken issues in meetings.

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In-The-Details Review Loop

A leadership cadence where the CEO/Leader reviews actual work (designs, prototypes, copy) weekly rather than just metrics or status slides. Use when feeling product quality is slipping or team is moving too slowly.

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House Operational Architecture

A three-part structural framework for building a scalable company—Foundation (Founding Documents), Posts & Beams (Supporting Structures), and Mechanicals (Operating Cadence). Use when moving from PMF to scaling the org.

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organizational-kayfabe

Use when navigating large organizations where official strategy seems doomed but leadership isn't ready to hear it, when dealing with status updates that feel disconnected from reality, or when feeling burned out by organizational politics

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Selective Micromanagement Matrix

Leadership is a dynamic range. When confidence in team direction is low, temporary tactical micromanagement is the correct move—not autonomy. Teach the framework, then pull back.

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chatter-driven-development

Use when designing futuristic agentic workflows, when wanting AI to proactively act on team communications, or when eliminating the bottleneck of formal specifications

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Diagnose with Data, Treat with Design

Use data to establish business observability (diagnosing problems) but use creative design thinking to solve them (treatment). Resolves the conflict between data-driven and intuition-driven product development.

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seasonal-planning

Use in rapidly evolving industries like AI where 6-month plans become obsolete, when needing to balance direction with agility, or when traditional annual roadmaps fail

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strategic-narrative

Use when traditional problem/solution pitches fail to differentiate, when teams are misaligned around messaging, or when entering Series B/scaling phases where founder-led sales no longer scale

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Agent Mindset Termination Protocol

When firing someone, separate the business decision from humane implementation. Act as their talent agent—actively use your network to help them find their next role.

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Bar Raiser Hiring Mechanism

A quality control mechanism with a designated interviewer from outside the hiring chain who has veto power to ensure candidates raise the bar (better than 50% of current employees in role). Amazon's talent density secret.

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Culture-as-Product Operating System

Treat company culture as a product you build for employees. Iterate on it using feedback loops (NPS), identify bugs, and evolve it—don't try to preserve a static version.

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delicate-conversation-scripts

Use when delivering difficult feedback (performance issues, firing, promotion denial), when managers avoid necessary conversations due to fear, or when needing structured scripts for high-stakes communication

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Explorer vs Lecturer Coaching Model

A feedback approach where the manager acts as a curious investigator rather than an authoritarian expert, using observation and questions to help direct reports self-diagnose issues. Use during 1:1s and performance reviews.

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Flashtag Communication Protocol

Use explicit tags (#fyi, #suggestion, #recommendation, #plea) in written communication to clarify the expected weight and required response level. Eliminates the "Founder Megaphone" problem.

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Give Away Your Legos

In scaling companies, once you master a role you must hand it off and move to a bigger, messier challenge. Holding on buries you; giving away allows you to tackle bigger challenges.

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explore-exploit-cycles

Use when managing growth experiments, when a product area faces diminishing returns, or when deciding whether to generalize or specialize in career or product strategy

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Four Forces of Progress

A behavioral model defining the opposing forces in switching decisions—Push, Pull, Anxiety, Habit. Change happens only when (Push + Pull) > (Anxiety + Habit). Core to Jobs-to-be-Done theory.

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gamification-triad

Use when designing retention mechanisms, habit loops, or auditing why users drop off despite engaging with core features, to structure gamification beyond superficial badges

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Hierarchy of Engagement

A three-level framework to gauge growth quality. Level 1: Core Action completion. Level 2: Retention via accruing benefits and mounting loss. Level 3: Self-perpetuating loops. Don't optimize for MAU—optimize for engaged users.

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Hierarchy of Marketplaces

A roadmap for marketplace domination. Level 1: Focus on a "thimble" to maximize Happy GMV. Level 2: Tip the market via growth loops. Level 3: Dominate to capture economic rents. Not all GMV is equal.

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long-horizon-holdout

Use when running experiments on platforms where user value compounds over time, when growth teams claim credit for revenue that would have happened anyway, or when short-term wins don't translate to long-term value

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marginal-user-framework

Use when facing conversion plateaus, expanding to new markets, or when aggregate data fails to reveal growth bottlenecks, to identify high-leverage improvements by focusing on worst-case users

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Minimum Lovable Product (MLP)

In an era where AI lowers the cost of building software, viability is obsolete. The differentiator is joy and emotional connection. Prioritize "Wow" over "Aha"—brand is product interaction.

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organism-conversion-loop

Use when building AI-native products where user data can fine-tune performance, when static software fails to improve with usage, or when designing products that learn from interaction

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Product-Led Marketing Loop

Treat product usage costs (even high LLM costs) as marketing expenses. Remove all friction to access, let users create social proof. COGS becomes CAC. Ship to create noise.

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shortening-feedback-loops

Use when decisions seem to require years to evaluate, when hiding behind long-term vision to avoid accountability, or when struggling to learn from venture/product bets in real-time

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solve-before-scale

Use when building zero-to-one products, when the solution shape is undefined, or when teams are applying growth metrics too early

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Add A Zero Heuristic

A goal-setting mental model where leaders increase the target by 10x to force teams to abandon current processes and use first-principles thinking. Use during annual planning when teams default to safe, incremental work.

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divergent-working-backwards

Use when defining new product lines or major pivots, when single PR/FAQ leads to tunnel vision, or when giving leadership real strategic choices instead of yes/no decisions

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Entropy Defense Mechanism

Deliberately impose artificial constraints and simplification rules to counteract organizational drift toward complexity. Complexity kills companies—fight it with binary rules.

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four-bbs-roadmap

Use during quarterly or annual roadmap planning, when Engineering wants tech debt work while PMs want features and Leadership wants moonshots, to force explicit resource allocation

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Functional Consolidation Model

Restructure organizations by eliminating divisions and GMs, organizing strictly by function to reduce politics and ensure experts lead experts. Use when sensing slowdown, bureaucracy, or fracturing user experience post-PMF.

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PR/FAQ Product Validation

Write a future-dated Press Release and FAQ before any coding begins to ensure the product solves a real customer problem. Work backwards from the customer, not forward from capabilities. Amazon's foundational process.

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Product Strategy Stack

A hierarchical framework forcing alignment from top down—Mission, Company Strategy, Product Strategy, Roadmap, Goals. Strategy precedes goals; goals measure progress against a strategy.

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Single Consciousness Roadmap

A planning framework where the entire company operates off a single, rolling two-year roadmap with synchronized releases. Use when shipping frequently but customers aren't noticing, or when engineering and marketing are out of sync.

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absolute-volume-framework

Use in power-law businesses like platforms or VC, when conversion rate optimization shrinks your funnel, or when efficiency metrics block potential outlier winners

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3-Month PMF Treadmill

Product-Market Fit is perishable in AI. LLM capabilities jump every 3 months, so you must pivot and reinvent your core value proposition quarterly. Accept high churn and throttle scaling for reinvention.

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Demand-Side Buying Timeline

A chronological model of the buying process from the customer's perspective—First Thought, Passive Looking, Active Looking, Deciding, First Use, Ongoing Use. Align sales to customer psychology, not your funnel.

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Controllable Inputs Framework

Focus on Input Metrics (selection, price, speed) rather than Output Metrics (revenue, stock price). Inputs are controllable and causal; outputs are lagging. Amazon's flywheel philosophy.

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ai-teammate-model

Use when designing AI agent products, defining roadmaps for agentic workflows, or evaluating how to evolve AI from passive tool to proactive partner in software development

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unstuck-scaling

Use when AI agents frequently hit dead ends, when reliability is the main constraint on scaling utility, or when general model improvements don't solve specific blockers

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taste-driven-core

Use for core product areas defining long-term brand value, when A/B tests are fragmenting product vision, or when short-term optimization threatens architectural integrity

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founder-prenup

Use before starting a company with co-founders, when bringing on a new co-founder, or annually as a relationship health check to prevent the 65% of startup failures caused by co-founder conflict

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Corporate Innovation C-Corp Model

To replicate startup speed in large companies, launch new products as separate legal entities (C-Corps) with distinct brands, reporting directly to the CEO, bypassing standard chains of command.

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pre-mortem-kill-criteria

Use before launching products or signing contracts, when needing to combat sunk cost fallacy, or when standard pre-mortems fail to change behavior

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01

What are Agent Skills?

Agent Skills are reusable, production-ready capability packs for AI agents. Each skill lives in its own folder and is described by a SKILL.md file with metadata and instructions.

02

What does this agent-skills.md site do?

Agent Skills is a curated directory that indexes skill repositories and lets you browse, preview, and download skills in a consistent format.

03

Where are skills stored in a repo?

By default, the site scans the skills/ folder. You can also submit a URL that points directly to a specific skills folder.

04

What is required inside SKILL.md?

SKILL.md must include YAML frontmatter with at least name and description. The body contains the actual guidance and steps for the agent.

05

How can I submit a repo?

Click Submit in the header and paste a GitHub URL that points to a skills folder. We’ll parse it and add any valid skills to the directory.