Essential Algorithms
What is THE algorithm that makes your business work?
Strip away the product, the brand, the team. What remains is a routing function. Every business takes an intent, finds a path, delivers through infrastructure, settles value, and feeds the result back. The business that understands its own algorithm controls its own future. The one that doesn't is running someone else's.
The Pattern
INTENT → ROUTE → INFRASTRUCTURE → SETTLE → FEEDBACK
| Flow | Intent | Route | Infrastructure | Settle | Feedback |
|---|---|---|---|---|---|
| Telecom | Voice call | Carrier switches | Backbone network | CDR billing | Quality metrics |
| Crypto | Token swap | Solvers/Bridges | Blockchain | On-chain settlement | Slippage data |
| DePIN | Compute/data | Edge AI | Device mesh | Oracles + chain | Network health |
| SaaS | Job to do | Matching engine | Platform | Subscription | Usage signals |
| Commerce | Purchase | Creator storefront | Payment rails | Transaction | Repeat rate |
| Community | Belonging | Contribution graph | Third spaces | Trust proof | Retention |
Same five steps. Different matter. Whoever controls the routing intelligence captures the arbitrage.
Algorithms vs Protocols
The algorithm decides the route. The protocol ensures others can trust and coordinate with that decision. Smart contracts sit at the junction — they are algorithms that enforce protocols on-chain.
| Algorithm | Protocol | Smart Contract | |
|---|---|---|---|
| Scope | Internal computation | External coordination | Both — internal logic enforced as external rule |
| Controls | WHAT to decide | HOW to interact | WHAT triggers WHICH interaction |
| Phase | INTENT → ROUTE | INFRASTRUCTURE → SETTLE | ROUTE → SETTLE (the bridge) |
| Fails when | Wrong answer | Right answer, nobody trusts it | Right answer, wrong conditions encoded |
| Graduates to | Tunable constants | Standards | Composable primitives |
Smart contracts are intelligent hyperlinks — algorithms that carry value wherever a link can go. The algorithm finds the path. The protocol defines the handshake. The smart contract executes both in a single transaction.
Three Layers
The algorithm exists at three zoom levels. Theory defines the rules. Code executes them. Commerce wraps them in a shop front.
| Layer | What Lives Here | Example |
|---|---|---|
| Theory | Business principles as algorithms — distribution, leverage, moats, network effects | The XV are fifteen algorithms dressed as principles |
| Code | Pure functions with tunable constants — scoring, routing, decision, optimization | Scoring algorithms, explore-exploit, optimal stopping |
| Commerce | Venture shop fronts that present algorithm output as customer value | Every product is an algorithm wearing a shop front |
Theory without code is opinion. Code without commerce is a side project. Commerce without theory is guesswork. The wiring between layers is the business.
The Meta-Algorithm
The VVFL is the algorithm that improves all other algorithms.
QUESTIONS → PRINCIPLES → PROTOCOLS → STANDARDS → PLATFORM → BETTER QUESTIONS
The VVFL names every station in the essential algorithm: Capture and Priorities are INTENT. Attention and Value are ROUTE. Systems is INFRASTRUCTURE. Standards and Distribute are SETTLE. Reflect and Evolve are FEEDBACK. The center — Flow — is what happens when all five steps run clean.
When it becomes the governor: which algorithm is producing the most value per unit energy? Route more resources there. Which is stalling? Tune constants or kill it.
The escape velocity game is what happens when the meta-algorithm runs long enough. Seven stages, three phase transitions. The algorithm transforms what it optimizes at each stage — from product to platform to standard to infrastructure. Same pattern, different constants, different routing table.
XV as Algorithms
The Business XV are fifteen algorithms that most businesses run unconsciously. Making them explicit is the first step to tuning them.
| Principle | Algorithm | Input | Output |
|---|---|---|---|
| Distribution | Channel routing | Product + audience | Reach |
| Leverage | Force multiplication | Capital + labor + code + media | Asymmetric returns |
| Network Effects | Value scaling | n users | n² connections |
| Moat | Competitive isolation | Advantages | Switching costs |
| Snowball | Compound accumulation | Platform × process × people | Accelerating returns |
| Info Arbitrage | Knowledge routing | Asymmetric information | Trading profit |
| Unit Economics | Per-unit math | CAC + LTV + margin | Viability signal |
Each principle page on this site is a spec for an algorithm most businesses run by instinct. Running by instinct means you can't tune the constants.
Routing Across Domains
The same five steps appear at every scale. The domain changes. The algorithm does not.
| Domain | The routing decision | Extraction vs enablement |
|---|---|---|
| Telecom | Which carrier handles this destination at what QoS threshold? | Squeeze margin per route vs lift carrier quality across the network |
| Manufacturing | Which work center, in what sequence, with what tooling? | Cheapest route vs consistent quality that compounds trust |
| Physical AI | Which robot handles this job — identity verified, position confirmed? | Bilateral deals per operator pair vs open protocol any robot inherits |
| Work Charts | Human or AI for this job-to-be-done? | Replace judgment vs amplify it |
| Intelligence Arbitrage | Who sees the routing gap before the market closes it? | Hoard the signal vs share the standard |
| Navigation | Fork, obstacle, sign, or bridge — which moment is this? | Decide by convenience vs decide by principle |
The routing intelligence is the moat. Reference data drifts → arbitrage opens. Standards improve → every participant's capacity rises. The algorithm is neutral. The north star is not.
Context
- The What-Next Algorithm — The meta article: three loop types, the setpoint, decision traces, and why the algorithm is already running whether you know it or not
- Telco MEV Algorithm — The proof: a real routing algorithm that generated real arbitrage
- Manufacturing Routing — Physical job routing: work center selection, capacity planning, throughput signals
- Intercognitive Protocol — Physical AI routing: nine pillars that let robots coordinate without prior bilateral agreements
- Work Charts — Human vs AI routing: the JTBD matrix as a delegation routing table
- Routes — The navigational metaphor: Fork / Obstacle / Sign / Bridge as the four moments in any routing decision
- Business XV — Fifteen algorithms dressed as principles
- Protocols — Algorithms decide the route; protocols enable the handshake
- Agent Protocols — Commerce flow mirrors the essential algorithm pattern
- Software Algorithms — CS reference catalog
- Decision Algorithms — Human heuristic algorithms
- Pricing Algorithm — Demand-capacity matching
- VVFL — The meta-algorithm
- Escape Velocity — What happens when algorithms compound
- Information Arbitrage — Whoever controls routing captures value
- Scoreboard — The SETTLE step closes when instruments confirm state changed
- Dreamineering Ventures — Shop fronts for coded algorithms
Questions
What is YOUR essential algorithm — the routing function that, if removed, means no business exists?
- Which constants in your algorithm are you tuning by instinct instead of measurement?
- Where does your routing intelligence live — in people's heads, in code, or nowhere?
- If your competitor understood your algorithm better than you do, what would they exploit?
- At what stage of escape velocity does your algorithm need to change what it optimizes?