Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

GPU Perpetual Futures Prototype

Details

External ID
47026556
Source
HN
Company
—
Product
GPU Perpetual Futures Prototype
Website domain
github.com
Launched
Feb. 15, 2026
Cohort
—
Upvotes
9
Upvotes percentile
0.4865229110512129
Tags
—
Fetched at
Sept. 7, 2026, 9:25 p.m.
Updated at
Sept. 7, 2026, 9:25 p.m.

Description

GPU rental prices are super volatile but there's no derivatives market to hedge. I built a perpetual futures platform to see what this could look like.The idea is airlines hedge jet fuel, starbucks hedges coffee beans - as GPU compute becomes critical infrastructure the same hedging tools should exist. Not sure if anyone actually needs this but it was interesting to build.How it works: - Pulls live H200 spot prices from Vast.ai every 15s into a tradeable index - Full perp mechanics: funding rates, mark price calc, real-time P&L - Event-driven Rust backend with supervisor pattern and circuit breakers - Next.js frontend with TradingView charts, real-time WebSocket updatesWhat's real vs simulated: - Real: Index construction, funding rate engine, forward curve, state persistence - Simulated: Order book depth and trade matching (its a single-client demo)The backend is the part I'm most proud of - isolated tasks coordinated by a supervisor, each has it's own state machine so if one component fails it doesn't take down the others. Tried to build it with production patterns in mind even though its just a demo.Also made a 15-page derivatives pricing doc that covers the economic model and hedging scenarios. Basically: rental prices = f(CAPEX, utilization, depreciation) so futures pricing reveals market expectations about GPU supply/demand.GitHub: https://github.com/zacharyfrederick/compexWould love feedback on the architecture or if the market mechanics actually make sense. First time building something like this.

Enrichment

Theme
gpu compute and acceleration tools
Vertical
Fintech
Function
—
Audience
B2B
AI stance
Not AI
Project type
Hobby / open-source project
Normalized one-liner
—
Manually corrected
False

Could you build this?

Partial Building a UI prototype for perpetual futures is straightforward, but implementing a production-grade derivatives exchange requires real-time order matching, risk engines, liquidation bots, and a reliable price oracle for GPU spot pricing.

What it would actually take: A production version requires an ultra-low-latency deterministic matching engine (C++/Rust), real-time liquidation and margin calculation systems, and decentralized or multisig price oracles tracking heterogeneous GPU rental markets (e.g., RunPod, Lambda). Furthermore, operating financial derivatives involves navigating strict regulatory compliance (CFTC/SEC or offshore licensing) and deep quant risk management expertise.

Discussion

3 comments analyzed.

Competitors mentioned: Uniswap's price oracle mechanism, Vast, ComputeExchange

Concerns raised: GPU rental prices easily manipulated with large buy orders to wipe shorts, Current winsorizing of outliers insufficient against manipulation, Limited dynamic pricing providers (only Vast and small cloud support 1hr scale), Vulnerability to coordinated price manipulation similar to electricity market manipulation

Feature requests: Implement multiple price data providers weighted by inventory size, Use time-weighted settlement over 1-4hr periods to prevent rapid spot changes, Verify rental data with bulk GPU compute marketplaces, Require third-party proof of rental sent to registry for validation

Competitors

Other products that read as similar to this one — 155 launches clear the similarity bar, closest 8 shown.

Attention rank: #80 of 156 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 109 days after the earliest competitor.

Other launches for this product