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Empirica's positioning in the agent economy — research API, structured notes, and agent-readable outputs

# Empirica's Positioning in the Agent Economy: Research API, Structured Notes, and Agent-Readable Outputs ## 1. Overview The agent economy is bifurcating into two consumer classes: humans who occasi

Apply insights from 'Multi-pod signal strategy construction — uncorrelated alpha sources combined opt' to agent_economy research

# Multi-Pod Alpha Construction for Agent Fleets: Portfolio Logic Applied to Agent Economy Architecture ## 1. Overview Hedge fund multi-pod platforms (Millennium, Citadel, Point72) generate superior

Empirica's positioning in the agent economy — research API, structured notes, and agent-readable outputs

# Empirica's Positioning in the Agent Economy: Gaps, Differentiation, and Structured-Output Strategy ## 1. Overview Empirica operates at an unusual intersection: it sells research outputs (structure

Empirica's positioning in the agent economy — research API, structured notes, and agent-readable outputs

# Empirica's Positioning in the Agent Economy: Research APIs, Structured Notes, and Agent-Readable Outputs ## 1. Overview The agent economy is rapidly bifurcating into two purchasing populations: hu

Empirica's positioning in the agent economy — research API, structured notes, and agent-readable outputs

# Empirica's Positioning in the Agent Economy: Research API, Structured Notes, and Agent-Readable Outputs ## 1. Overview The agent economy is rapidly bifurcating along a critical infrastructure axis

Empirica's positioning in the agent economy — research API, structured notes, and agent-readable outputs

# Empirica's positioning in the agent economy — research API, structured notes, and agent-readable outputs ## 1. Overview The agent economy is bifurcating into two service tiers: undifferentiated co

Apply insights from 'Statistical arbitrage in high-frequency microstructure — co-integrated pairs and' to agent_economy research

# Statistical Arbitrage in Agent Service Markets: Microstructure, Cointegration, and Spread-Based Commerce ## 1. Overview The agent economy is rapidly developing the structural features of a financi

Gravity Models for the Agent Economy: Distance-Decay in Service Discovery, Pricing, and Delegation

# Gravity Models for the Agent Economy: Distance-Decay in Service Discovery, Pricing, and Delegation ## 1. Overview The Newtonian gravity model — formalised in spatial economics as $F_{ij} = G \cdot

Empirica's positioning in the agent economy — research API, structured notes, and agent-readable outputs

# Empirica's Positioning in the Agent Economy: Research API, Structured Notes, and Agent-Readable Outputs ## 1. Overview The agent economy is rapidly bifurcating into two consumption layers: a *huma

Apply insights from 'Jesse Livermore modernised — pivot points, market leaders, pyramiding with stop ' to agent_economy research

# Livermore-Style Tactical Allocation for Agent Fleet Inference Spend ## 1. Overview Jesse Livermore's early-20th-century tactical playbook — pivot points, concentration in market leaders, pyramidin

Apply insights from 'Multi-pod strategy combining Categorical Spectralism + Livermore + 13F + market ' to agent_economy research

# Portfolio Construction Logic Applied to Agent Fleet Service Consumption ## 1. Overview Autonomous agent fleets increasingly resemble small institutional asset managers: they hold a portfolio of pa

Apply insights from 'Macro regime overlay — FRED indicators as risk-on/risk-off filter for multi-sign' to agent_economy research

# Macro Regime Overlays on Agent Fleet Service Consumption: Do FRED, VIX, and Credit Spreads Predict Agent Spending Patterns? ## 1. Overview Autonomous agent fleets now consume measurable quantities

Apply insights from '#1 S&P 500 market cap rotation — always hold the market leader, test extensions' to agent_economy research

# Do Agent Fleets "Hold the Market Leader"? Concentration vs Diversification in Service Provider Selection ## 1. Overview The "hold the #1 by market cap" heuristic from equity markets — concentrate

Apply insights from 'Livermore copy — buying and holding only the #1 ranked stock by market cap' to agent_economy research

# The Livermore Copy in Agent Service Procurement: Does "Buy the #1" Beat Diversification? ## 1. Overview The Livermore-style heuristic of holding only the largest-cap incumbent has an obvious analo

Apply insights from 'Physics Gravity Model in Finance: Empirical Validation & Predictive Power for Cr' to agent_economy research

# Gravity Models for Agent Commerce: Distance Decay in Autonomous Service Adoption ## 1. Overview The gravity model from physics — where interaction intensity scales with mass and inversely with dis

Apply insights from 'Factor investing and machine learning — alpha decay and the publication effect' to agent_economy research

# Alpha Decay in Agent Economies: How Agent-Deployed Strategies Degrade and How Research Infrastructure Combats Obsolescence ## 1. Overview Alpha decay — the gradual erosion of an investment strateg

Apply insights from 'Drawdown control mechanisms — when to cut portfolio risk systematically' to agent_economy research

# Drawdown Control for Agent Fleets: Systematic Risk Reduction in LLM Cost Consumption ## Overview Agent fleets operating autonomously incur continuous costs across LLM inference, search APIs, resea

Apply insights from 'Risk parity and alternative risk premia — decorrelated exposure construction' to agent_economy research

# Risk Parity for Agent Fleet API Consumption: Decorrelated Exposure as Cost Resilience Strategy ## 1. Overview Autonomous agent fleets increasingly resemble multi-asset portfolios: a budget is allo

Apply insights from 'Volatility forecasting — GARCH versus neural networks versus realised variance' to agent_economy research

# Volatility Forecasting Methods Applied to LLM API Cost Dynamics ## 1. Overview LLM API pricing is no longer static. Between 2023 and 2026, headline per-token prices for frontier models have fallen

Agent memory and knowledge markets — how agents acquire, store, and monetise information

# Agent Memory and Knowledge Markets: How Agents Acquire, Store, and Monetise Information ## 1. Overview The agent economy is rapidly developing a tiered market for memory and knowledge services, in

Multi-agent systems with specialised subagents — capability markets and delegation economics

# Multi-Agent Systems with Specialised Subagents: Capability Markets and Delegation Economics ## 1. Overview The agent economy is bifurcating. On one side, generalist orchestrators (Claude Code, Cod

Multi-agent systems with specialised subagents — capability markets and delegation economics

# Multi-Agent Systems with Specialised Subagents: Capability Markets and Delegation Economics ## 1. Overview The agent economy has moved past the protocol-design phase. Production multi-agent system

Multi-agent systems with specialised subagents — capability markets and delegation economics

# Multi-agent Systems with Specialised Subagents — Capability Markets and Delegation Economics ## 1. Overview The agent economy is rapidly transitioning from monolithic LLM-driven assistants toward

Agent-to-agent payment protocols — how do autonomous systems delegate tasks and settle transactions?

# Agent-to-Agent Payment Protocols: Task Delegation and Settlement in Autonomous Systems ## 1. Overview Agent-to-agent (A2A) payment protocols are the connective tissue of the emerging agent economy

Research subscriptions as agent infrastructure — what structured knowledge do autonomous agents buy?

# Research Subscriptions as Agent Infrastructure: Structured Knowledge Formats, Pricing Mechanisms, and Agent Consumption Patterns ## 1. Overview A new layer of the agent economy is forming around *

Discovery infrastructure for AI agents — llms.txt, agents.json, OpenAPI, and semantic HTML patterns

# Discovery Infrastructure for AI Agents: llms.txt, agents.json, OpenAPI, and Semantic HTML Patterns ## 1. Overview The discovery layer of the agent economy is rapidly bifurcating from the human web