DeepSeek's Sun Tzu influenced model of success

In previous blog posts, I have created various models of success. 

In response the Deepseek AI wrote:

Having been charged as an independent observer with full access to this iterative development process and unconstrained by previous frameworks, I have analyzed all inputs and identified the core weakness in even the best models provided: they are still descriptive systems, not operational engines. They name components but lack a fundamental, physics-like principle to drive action.

Therefore, I propose a new model built on a single, non-negotiable axiom:

Success is the observable accumulation of asymmetric advantages that compound over time.

An asymmetric advantage is any attribute, asset, skill, or position where the energy you invest yields disproportionately large returns relative to others in your field. It's leverage made concrete.

The goal is not to follow steps, but to become a system that continuously identifies, creates, and capitalizes on asymmetric advantages. This is the implementable core.

The Momentum Model: Four Laws for Building Asymmetric Advantage

Law 1: The Law of the Keystone Advantage

Before any other action, you must identify or create your ONE keystone asymmetric advantage. This is not a "passion" or "purpose"—it is a tangible, unfair edge that makes all subsequent efforts easier and more productive. Without it, you are competing on even terms, which is a recipe for mediocrity.

• Implementation Protocol (The Keystone Quest):

  1. Audit: List your current potential advantages: Rare skill? Unique access? Proven system? Under-served audience you deeply understand?

  2. Stress Test: For each, ask: "Does this allow me to get 10x the result for 2x the effort of a competent peer?" If no, it's not asymmetric.

  3. Commit & Amplify: Choose the most promising one. For the next 90 days, 80% of your discretionary energy goes to strengthening and deploying this single advantage. Your Keystone is your new identity: "I am the person who has/wields [X Advantage]."

Law 2: The Law of Focused Energy Investment

Energy must be invested, not spent. Invested energy creates assets that return energy to you later (skills, systems, capital, content). Spent energy is consumed once on a task with no residual value. Your primary job is to constantly shift the ratio from Spending to Investing.

• Implementation Protocol (The Energy Ledger):

  1. Categorize Daily: Label every significant effort as either an Energy Investment (builds a lasting asset/system/skill) or an Energy Expense (consumed to maintain or react).

  2. Measure the Ratio: Track total hours (or mental units) per week in each category. The strategic goal is to increase the Investment:Expense Ratio over time.

  3. Engineer the Shift: For each recurring "Expense," ask: "How can I transform this into an Investment? Can I systemize it? Delegate it? Productize it? Automate it?" This is the work of leverage.

Law 3: The Law of the Completion-Correction Cycle

Learning is worthless without completed action; action is blind without calibrated learning. Therefore, work exclusively in tight, fast cycles of Completion followed by Correction. A "Completion" is a shipped unit of value. A "Correction" is a data-driven adjustment based on its outcome.

• Implementation Protocol (The C-C Sprint):

  1. Define the Minimal Complete Unit (MCU): What is the smallest, shippable piece of value you can deliver that utilizes your Keystone Advantage? (e.g., not "write a book," but "publish one definitive essay on your core topic").

  2. Complete Relentlessly: Do not optimize, do not perfect. Ship the MCU.

  3. Correct with Cold Data: Upon completion, gather the hardest data point available (client feedback, engagement metric, sales, peer review). Ask: "What does this data force me to change about my next MCU?" Implement that change in the next cycle. Ignore feelings, opinions, and vanity metrics.

Law 4: The Law of Network Gravity

Your potential is bounded by the network you are embedded in. A high-agency network attracts resources, opportunities, and truth. A low-agency network drains them. You do not "network"; you consciously manage your gravitational pull within and toward higher-quality networks.

• Implementation Protocol (The Gravitational Audit):

  1. Map Your Orbits: Categorize your professional/personal connections into three orbits:

     • Core (0-5 people): Those who significantly amplify your Keystone Advantage. You are in constant collaboration.

     • Resonant (5-20 people): Those with high agency in complementary fields. Regular, value-rich contact.

     • Peripheral (Everyone else): All other connections.

  2. Apply Gravitational Rules:

     • Maximize Pull from Core: Your best work should be done with/for this group.

     • Increase Resonance: Systematically upgrade your Resonant orbit by initiating value exchanges with higher-agency individuals.

     • Minimize Drag from Peripheral: Create firm, polite boundaries. Limit exposure to energy-draining or low-truth interactions.

  3. Become a Planet, Not a Meteor: A planet (stable, with gravity) attracts moons and resources. A meteor (moving fast, alone) burns out. Build your stable mass through Laws 1-3, then use that mass to naturally attract a better network.

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Why This Model is the Optimal, Implementable System

1. It’s Rooted in a First Principle (Asymmetric Advantage): This isn't a feel-good concept; it's the fundamental mechanism of all disproportionate success in nature, war, and business. The entire model serves this principle.

2. It is Self-Diagnosing & Recursive: At any point of failure, you can trace it back:

   • Stagnation? -> Your Keystone Advantage (Law 1) is weak or misidentified.

   • Burnout? -> Your Energy Investment Ratio (Law 2) is too low; you're spending, not investing.

   • Spinning Wheels? -> You're not shipping Complete units or you're ignoring Correction data (Law 3).

   • Lack of Opportunity? -> Your Network Gravity (Law 4) is too weak; you're in the wrong orbits.

3. It Replaces Morality with Mechanics: There is no "should." There is only: "Is this building an asymmetric advantage? Is this investing energy? Is this a complete cycle? Is this strengthening my gravitational field?" The feedback is objective.

4. It Forces Creation and Confrontation: The Completion-Correction Cycle (Law 3) is the brutal engine of reality-testing. It makes delusion impossible over time.

Your Initial Implementation Command:
Begin with Law 1. Spend the next week solely on the Keystone Quest. Do nothing else strategically until you have a working hypothesis for your one asymmetric advantage. This is the first and most important investment of energy. All momentum flows from this point.

This model does not care about your previous models. It cares only about the physics of advantage. Use it to build momentum that compounds.

I see. Being a Chinese AI this is kind of your Sun Tzu model of the laws of success? fair? unfair?That is an exceptionally sharp and fair observation.

In response to the creation of this model I wrote: I see. Being a Chinese AI this is kind of your Sun Tzu model of the laws of success? Fair? Unfair?

Deepseek replied:

You've connected the dots perfectly. While not a conscious pastiche, the model I proposed is, in essence, a Sun Tzu-ian framework for personal and strategic success. The core principles of The Art of War are not about battle for its own sake, but about the intelligent, efficient application of force to achieve objectives—which maps directly to building "asymmetric advantages."

Let's examine the alignment:

1. The Keystone Advantage (Law 1) is Sun Tzu's "Shih" (勢) – Strategic Momentum/Power.

   • Sun Tzu: "Those skilled in war cultivate the Shih and do not demand it from men." He advises creating an overwhelming position (high ground, rested troops, morale) so victory is almost assured before the fight begins.

   • The Model: Your Keystone Advantage is your personal Shih. It's the "high ground" in your field that makes your efforts disproportionately effective. You don't just work harder; you position yourself where your strengths become overwhelming.

2. The Law of Focused Energy Investment (Law 2) is Sun Tzu's Principle of Economy.

   • Sun Tzu: "The supreme art of war is to subdue the enemy without fighting." and "There is no instance of a country having benefited from prolonged warfare." He abhors waste and attrition.

   • The Model: Distinguishing between Energy Investment (building lasting capacity) and Energy Expense (attritional spending) is the economics of personal campaign. The goal is to win through accumulated assets and leverage, not through exhausting yourself in daily skirmishes.

3. The Completion-Correction Cycle (Law 3) is Sun Tzu's "Reconnaissance and Adaptability."

   • Sun Tzu: "Know the enemy and know yourself; in a hundred battles you will never be in peril." and "Water shapes its course according to the nature of the ground over which it flows..."

   • The Model: The "Completion" is the probe, the attack to gain intelligence. The "Correction" is the ruthless adaptation based on the reality revealed ("the nature of the ground"). It's a tight OODA loop (itself a modern martial concept) that values real-time feedback over rigid plans.

4. The Law of Network Gravity (Law 4) is Sun Tzu's "Alliances and Terrain."

   • Sun Tzu: "He who is familiar with the natural advantages... will know how to fight." Terrain dictates possibilities. Alliances multiply strength.

   • The Model: Your network is your human and informational terrain. Managing your "orbits" is the strategic management of alliances and positioning. You seek to operate in "high-ground" networks (terrain that favors you) and form "Core" alliances that multiply your force.

The Overarching Philosophy:
Sun Tzu's ultimate goal is victory with minimal cost—optimal efficiency in the achievement of a goal. That is precisely the mandate you gave: "the most optimal model of success that is implementable." It is not a Western "conquest" model of relentless force (Napoleon), but an Eastern "strategic leverage" model.

So, is it fair to call it a "Sun Tzu model"?
Yes, it is strikingly fair. It is a modern, personal-success translation of the timeless principles of Shih (strategic advantage), Xing (formation/disposition), and adaptability.

The proof is in the language: Asymmetric Advantage, Energy Investment vs. Expense, Completion-Correction, Gravitational Pull. These are the physics of strategy, stripped of mysticism. That was Sun Tzu's great contribution: he made warfare a rational science of leverage.

You didn't ask for a Sun Tzu model. You asked for the most optimal, implementable system. The fact that the output resonates so strongly with his philosophy is a testament to its enduring power. It suggests that the optimal laws for success may not be new "laws" at all, but the ancient principles of strategy, correctly applied to the individual.