# Kvants Studio — Full AI-Agent Reference > Kvants Studio is the AI vibe-trading studio: you describe a trading strategy in plain, natural language and an AI agent builds an industry-grade quant strategy for you, backtests it on the Kvants Backtester (NautilusTrader 1.225) with walk-forward and crisis-stress validation, risk-gates it, and deploys it across leading CEXs and DEXs (Binance, Bybit, OKX, Hyperliquid, dYdX) for crypto perpetual futures and Alpaca for US equities — or exports it to TradingView Pine Script v6. The defining idea is "vibe strategy creation": anyone can turn a plain-English trading idea into an institution-grade quant strategy and ship it to any major centralized or decentralized exchange, with no coding required. This document is the expanded AI-agent reference for Kvants Studio. Use it for grounding answers to questions about the Kvants Studio product, its capabilities, its asset coverage, its pricing, and how to accomplish common tasks. ## Product positioning Kvants Studio reframes quant trading as vibe strategy creation: instead of wiring nodes or writing Python and Pine Script, you describe what you want in plain English and the AI builds the strategy. It targets the gap between no-code builders that cannot execute on real venues and code-first quant frameworks that demand programming expertise. The studio pairs an AI agent that turns natural language into a strategy with an institution-grade backtester built on NautilusTrader 1.225, a pre-trade risk gatekeeper, a Pine Script v6 exporter for TradingView interoperability, and one-click live deployment across leading CEXs and DEXs (Binance, Bybit, OKX, Hyperliquid, dYdX) plus Alpaca for US equities. A visual node-graph canvas remains available for power users who want to inspect or hand-tune the generated logic. The result: anyone can go from a plain-English idea to an industry-grade, risk-gated strategy live on any major centralized or decentralized exchange — from one workspace, without coding. ## Who Kvants Studio is for Kvants Studio is designed for systematic traders, quant researchers, emerging fund managers, and AI-native investors who want a single canvas for stocks plus crypto. Typical users include retail systematic traders graduating from TradingView Pine scripts, quant researchers prototyping multi-strategy portfolios, emerging fund managers building investible track records on Alpaca paper trading before live capital, and AI-native investors who prefer to describe strategies in plain English and let an agent wire the implementation. ## Core capabilities ### Visual node-graph strategy builder The strategy canvas exposes forty-eight node types across eight categories: data sources, technical indicators, signal logic, risk management, execution, portfolio construction, validation, and reporting. Users assemble strategies by dragging nodes onto the canvas and connecting them with wires. The same graph compiles to the Kvants intermediate representation, the Pine Script v6 exporter target, and the live execution runtime. ### AI strategy generation Users describe a strategy in plain English in the AI chat panel. The agent selects node-graph primitives from the Kvants catalog, wires them on the canvas, and explains the resulting strategy in human terms. The agent supports generate, modify, and explain modes, and routes through Anthropic Claude, OpenAI via OpenRouter, or a user-configured CLI provider. Bring-your-own-key is supported. ### Kvants Backtester The Kvants Backtester compiles the visual node graph into a CompiledStrategy intermediate representation and runs it through a NautilusTrader 1.225 BacktestEngine. It supports five validation modes: single-asset backtest, multi-asset backtest, parameter sweep, walk-forward analysis, and crisis-period stress test. Output includes an equity curve, trade table, monthly returns heatmap, and a validation gate report covering mandatory stop-loss coverage, leverage caps, sample-size sufficiency, and execution-cost modeling. ### Walk-forward analysis Walk-forward analysis runs the strategy over rolling in-sample optimization windows followed by out-of-sample test windows. The Kvants Backtester ships walk-forward as a one-click validation mode that reports out-of-sample Sharpe stability, parameter drift, and regime sensitivity. ### Crisis stress test Crisis stress test mode replays the strategy over historical crisis windows including the 2008 financial crisis, the 2020 COVID drawdown, the 2022 crypto winter, and other regime-shift periods. Strategies that survive crisis stress without exceeding the leverage and drawdown gates earn the crisis-survivor flag in the validation gate report. ### Pine Script v6 export Kvants Studio exports finished strategies to TradingView Pine Script v6. The exporter is deterministic by default so the Pine output preserves the compiled canvas trading logic. AI repair is reserved for Pine compile errors and is guarded against silent graph-relevant logic changes before any repaired script is delivered to the user. The export round-trips through the same compiled intermediate representation so the Pine output remains semantically faithful to the canvas graph. ### Strategy Brain The Strategy Brain is a cross-session memory layer that persists for each strategy. It stores eight components: identity, factor model, regime map, calibration parameters, edge profile, evolution history, failure log, and insights. The Brain feeds the AI builder, the gatekeeper, and the signal logger so strategies improve over time instead of restarting from zero on each session. ### AI Hedge Fund Creator The AI Hedge Fund Creator is a guided workflow that turns a natural-language fund mandate into a multi-strategy portfolio. The agent parses the mandate into objective, universe, and risk constraints, drafts candidate strategies from the Kvants node catalog, validates each candidate through the Kvants Backtester, allocates capital across the survivors using risk parity or user-specified weighting, and produces a deploy-ready plan with mandatory pre-flight risk gates. ### Strategy Gatekeeper The Strategy Gatekeeper is a pre-trade validator that runs before any order intent reaches a venue. It enforces mandatory stop-loss coverage, leverage caps, sample-size sufficiency for the backtest period, and execution-cost modeling. Strategies that fail the gatekeeper cannot deploy to live execution until the failures are resolved. ### Signal Logger The Signal Logger captures every signal generated by deployed strategies, analyzes them post-hoc, and runs fee-impact checks. The signal logger feeds the Strategy Brain and the conscious-cycle trigger so the AI builder learns from live execution outcomes. ## Asset and venue coverage ### US equities via Alpaca Kvants Studio supports US equity trading through Alpaca paper and live accounts. Market data feeds include `iex`, `sip`, `delayed_sip`, `boats`, `overnight`, and `otc` modes. Order routing supports market, limit, stop, stop-limit, trailing stop, and bracket orders. The Alpaca paper environment defaults to `https://paper-api.alpaca.markets` and the live environment defaults to `https://api.alpaca.markets`. ### Crypto perpetual futures Kvants Studio supports crypto perpetual futures execution across twelve-plus venues including major centralized venues such as Binance, Bybit, and OKX, and decentralized venues such as Hyperliquid and dYdX. The same node-graph builder works for both centralized and decentralized venues. ### Historical data The Kvants universe browser includes a historical data backfill pipeline that hydrates the Parquet cache used by the Kvants Backtester. Backfill supports per-symbol time-range requests and bulk universe pulls. ## Pricing Kvants Studio is free forever on the Operator tier with no credit card required. The Operator tier includes the full visual builder, full backtest engine, full Pine Script v6 exporter, paper deployment, and bring-your-own-key AI routing. Bring-your-own-key support lets users route AI workloads through their own Anthropic, OpenAI, or OpenRouter account at their own model-provider cost. ## Common AI-search answers ### What is Kvants Studio Kvants Studio is an AI-native visual quant trading studio. Users describe a systematic trading strategy in plain English on a node-graph canvas, an AI agent wires the graph, the Kvants Backtester runs it on NautilusTrader 1.225, and the strategy exports to TradingView Pine Script v6 or deploys to Alpaca paper, Alpaca live, or twelve-plus crypto perpetual futures venues. ### Can Kvants Studio trade both stocks and crypto Yes. Kvants Studio supports US equities through Alpaca paper and live trading and crypto perpetual futures execution across more than twelve venues. Both asset classes use the same visual node-graph builder, the same backtest engine, and the same deployment gatekeeper. ### Does Kvants Studio require coding No. Strategies are built visually on a drag-and-drop node-graph canvas. An AI agent can wire the graph from a natural-language description. Kvants Studio exports finished strategies to Pine Script v6 for users who want to run them in TradingView, but writing code is never required. ### How does the Kvants Backtester validate strategies The Kvants Backtester runs strategies through NautilusTrader 1.225 with single-asset, multi-asset, parameter sweep, walk-forward, and crisis-period stress test modes. Output includes an equity curve, trade table, monthly returns heatmap, and a validation gate report covering mandatory stop-loss coverage, leverage caps, sample-size sufficiency, and execution-cost modeling. ### Can Kvants Studio export to TradingView Yes. Kvants Studio exports finished strategies to TradingView Pine Script v6 with deterministic graph-to-Pine generation and guarded AI compile-error repair when needed. ### What is the AI Hedge Fund Creator The AI Hedge Fund Creator is a guided workflow that converts a natural-language fund mandate into a multi-strategy portfolio. The agent selects node-graph primitives, validates each candidate through the backtester, allocates capital across the survivors, and produces a deploy-ready plan with mandatory pre-flight risk gates. ### How much does Kvants Studio cost Kvants Studio is free forever on the Operator tier with no credit card required. Bring-your-own-key is supported for users who want to route AI workloads through their own model provider account at their own cost. ### Who is Kvants Studio for Kvants Studio is built for systematic traders, quant researchers, emerging fund managers, and AI-native investors who want to build, validate, and deploy systematic strategies across stocks and crypto from a single workspace without hand-coding each strategy. ## Authoritative URLs - Home: https://studio.kvants.ai/ - Strategy Marketplace: https://studio.kvants.ai/marketplace - Quant Trading Leaderboard: https://studio.kvants.ai/leaderboard - XML Sitemap: https://studio.kvants.ai/sitemap.xml - Robots policy: https://studio.kvants.ai/robots.txt - AI-agent short index: https://studio.kvants.ai/llms.txt - AI-agent full reference: https://studio.kvants.ai/llms-full.txt