Variational Points Estimator

Variational Omni is a decentralized perpetuals trading platform and exchange where users connect a wallet, deposit funds, and take leveraged long or short positions, make regular swaps, and trade across crypto, stocks, commodities, pre-IPO assets, and real-world assets through a single account. It offers zero trading fees and liquidity sourced from traditional markets. The platform awards points for trading activity, with points farming, promotional, and referral-based boosts, and a potential future token airdrop associated with those points.

Vals is a code-generation evaluation product that uses a company's GitHub codebase to build an internal coding benchmark. It evaluates coding models and agents against private, continuously evolving tasks to identify which systems perform best on the company's work and which offer the strongest return on investment. The platform is also described as supporting pre-release testing and evaluation of agentic coding work that may unfold over hours, days, or weeks, while accounting for factors such as token cost and latency.

jev-trader is an AI market-making bot for the Kuru MON-USDC order book on Monad. A TypeSafe Jev model observes the order book once per block and predicts whether to buy or sell over a configurable future horizon; each block, the bot cancels its resting orders and submits a post-only limit order one tick inside the touch, aiming to earn the spread when a taker fills it. Its hot loop reads the book with one RPC call and submits the transaction with one asynchronous raw-transaction call, leaving receipt processing, fee estimates, and vault checks off the critical path. It records block decisions, quotes, fills, positions, and profit-and-loss data, and exposes snapshots, history, and server-sent events through a Bun server. If the model misses the block, it holds and posts nothing; position or margin limits can redirect a quote to the opposite side. The repository supports a dry-run mode with simulated fills and a mock momentum heuristic, or live Jev decisions using a TypeSafe AI API key and private key. It includes a deployed dry-run dashboard endpoint and can be run with Bun.

Polymarket is a prediction-market platform for trading on the outcomes of future events across topics such as politics, sports, crypto, and technology. Its markets present outcome shares with prices that represent the platform’s displayed probabilities, and users can use the market data to assess events such as the passage of legislation.

Bybit is a cryptocurrency exchange offering spot, margin, and derivatives trading (including perpetual and futures contracts) with leverage and configurable order types such as stop-loss and take-profit. It provides web and mobile trading apps, REST and WebSocket APIs for trading and market data, and supports fiat on-ramps, crypto deposits/withdrawals and referral/signup bonus programs. The platform is commonly used for leveraged long and short positions and affiliate-driven signups.