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Your Personal
Hedge Fund.

Ginstruct enables anyone to build a fully automated system of agentic workers operating 24/7 across the complete investment lifecycle.

The next era of personal finance won't be in digital wallets or brokerage apps. It's about directing a coordinated team of intelligent agents that think, research, execute, and optimize investments on your behalf.

Meet Ginstruct

Ginstruct transforms individuals from traders into fund managers through three coordinated layers — Orchestration, Execution, and Evaluation — each handling a critical dimension of running a personal hedge fund.

01

Orchestration Layer

The orchestration layer puts you in control. Define what kind of alpha is generated, which theses are pursued, and how your fund operates — all through a directly editable Implementation Plan. Modify it by typing natural-language instructions or editing it directly.

Built into this layer is an Idea Generator — your assistant manager. An expert in financial literacy and current market trends, it continuously surfaces actionable recommendations for your fund — like which sectors to enter, when to rotate, or how to improve risk parameters. Its suggestions never affect processes directly; you always decide.

Type instructions to modify your hedge fund setup

Focus alpha generation on data center and AI infrastructure stocks. Allocate 30% of the portfolio to this sector with a 6-month horizon.

Current Implementation Plan

1SECTION 1: ALPHA GENERATION
2 Strategy: Sector-focused momentum + fundamental
3 Sectors: DC & AI Infra (30%), Tech (25%),
4 Healthcare (25%), Energy (20%)
5 Allocation: Overweight DC/AI infrastructure
6 Timeframe: 6-month investment horizon
7 
8SECTION 2: RESEARCH DIRECTIVES
9 Fundamental: Earnings, revenue, sector trends
10 Quantitative: Price momentum, mean reversion
11 Macro: Interest rates, GDP, sector rotation
12 
13SECTION 3: RISK PARAMETERS
14 Max portfolio drawdown: 15%
15 Individual position limit: 2%
16 Stop loss: 8% trailing
02

Execution Layer

The execution layer handles the entire investment workflow — from alpha generation through research, trade execution, monitoring, and evaluation. Each node houses at least one specialized agent, and you can scale agents up or down at any point.

This layer autonomously decides when to scale a model, when to reduce exposure, and when to shut down a strategy. Its built-in evaluator tracks and evaluates individual trades, continuously refining execution quality.

Execution Layer Overview
Fundamental Alpha Gen.Quantitative Alpha Gen.Thesis GenerationThesis EvaluationFund. ResearchQuant. ResearchMacro ResearchAlt. Data ResearchPortfolio Const.Trade ExecutionTrade MonitoringExit Strategist
DiegoDiego status
CarlosCarlos status
MachoMacho status
SteveSteve status

Specialized Agents at Every Node

Each point in the investment lifecycle is staffed by at least one dedicated agent — a specialized AI worker responsible for that phase of the workflow. Agents operate continuously, executing their responsibilities 24/7.

Need more throughput? Add additional agents to any node. More alpha generation models, extra research capacity, or parallel trade execution — scale up as your fund grows. Additional agents incur operational costs, but the infrastructure is designed to expand with you.

The system also knows when to scale down — automatically reducing, pausing, or shutting down models that underperform.

03

Evaluation Layer

The evaluation layer continuously assesses your hedge fund's performance and traces results back to the orchestration decisions that caused them — showing you exactly which setups are profitable and which aren't, with the metrics to prove it.

Its goal: keep you fully informed and provide concrete suggestions for improvement, closing the loop between your decisions and their outcomes.

Fund Performance Overview

Last 30 days

Portfolio Return

+14.2%

Sharpe Ratio

1.47

Max Drawdown

-6.3%

Win Rate

62%

Orchestration Impact Analysis

DC/AI Sector Allocation
+8.2%Profitable
Momentum Screening Strategy
+3.1%Profitable
Healthcare Overweight
-1.8%Unprofitable
Energy Sector Timing
+0.9%Profitable

Suggestion

Consider reducing Healthcare allocation from 25% to 15% and redistributing to sectors with stronger momentum signals. Current HC positioning has been a -1.8% drag over the trailing period.

Ready to Build Your Fund?

Ginstruct is currently in private beta. Join the waitlist to be among the first to command your own team of intelligent agents.