Skills

Bottleneck Hunter

Supply-chain bottleneck arbitrage.

Install

npx skills add HKUDS/Vibe-Trading --skill bottleneck-hunter -g -a claude-code -y
Repository
HKUDS/Vibe-Trading37.4k
Category
Engineering
Updated
3d ago
License
MIT
Context cost
Mediumabout 2,503 tokens
Runs scripts
No, instructions only

What it does

Supply-chain bottleneck arbitrage. Given a super-trend (AI infra, energy transition, defense, semiconductor reshoring, space economy), decompose its physical supply chain down to Layer 2/3 choke points (optics, lasers, InP/SOI substrates, IC substrates, probe cards, specialty fiberglass...) and surface under-the-radar listed companies sitting on each bottleneck. Scores each link on 6 scarcity criteria, applies mandatory valuation gates (PS/PE/safety-margin) via the financial_rigor tool, and Munger-style reverse-validates. Outputs a ranked bottleneck opportunity board. Use when the user wants hidden beneficiaries of a structural trend rather than already-priced leaders.

Supply-Chain Bottleneck Hunter

Decompose a super-trend (user-specified, e.g. "AI infrastructure", "energy transition") into its physical supply chain and hunt for bottleneck-arbitrage opportunities.

Core Idea

Don't ask "which AI stock to buy", ask "if this trend keeps expanding, which link runs out first?"

Traditional research chases leaders and known tracks. This skill inverts: start from the choke points of the physical supply chain and find companies nobody notices but that the whole industry must wait on when they run short.

The edge: Layer-1 bottlenecks (GPU, HBM, power) are already priced in. The real alpha is in Layer 2 and Layer 3, optical modules, lasers, InP substrates, SOI wafers, epitaxy equipment, wafer-level test, IC substrates, specialty fiberglass.

Step 1: Super-Trend Confirmation

Trend Filter Criteria

CriterionRequirementHow to verify
Durability≥3-5 years of certain growthSearch industry forecasts, capex plans
PhysicalityNeeds real hardware/material/equipment buildDistinguish "software upgrade" from "physical expansion"
ScaleGlobal capex >$50B/yearSearch top players' capex guidance
AccelerationDemand growth > supply expansionCompare demand growth vs capacity plans

Use web_search to verify. Reference super-trends: AI infrastructure, energy transition (nuclear/grid/storage), defense modernization, semiconductor reshoring, space economy.

Step 2: Physical Supply-Chain Decomposition

Don't stop at concepts, decompose to physical entities.

Layer 0 (end): final product/service
Layer 1 (core component): already closely watched  → priced in, limited alpha
Layer 2 (sub-component/material): low attention, alpha-rich
Layer 3 (upstream equipment/raw material)
Layer 4 (infrastructure): power, cooling, land, talent, certifications

AI Infrastructure Example

Read the whole SKILL.md on GitHub

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