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.
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.
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
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.
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.
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.
Portfolio Return
+14.2%
Sharpe Ratio
1.47
Max Drawdown
-6.3%
Win Rate
62%
Orchestration Impact Analysis
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.
Ginstruct is currently in private beta. Join the waitlist to be among the first to command your own team of intelligent agents.