Unified Polymarket + Kalshi trading terminal with AI-assisted research, plus LACUNA — an open-source PPO reinforcement-learning agent fusing Binance futures order-flow into Polymarket's 15-minute crypto markets.
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0xe464abc23dc280f82ea36399d03ee2d4310bb4013b5d9c4423eb18c0e380113e HumanPlane is an AI-assistant terminal for Polymarket and Kalshi where users browse markets across both venues, execute trades, track positions, and conduct AI-assisted research from a single interface, plus it publishes LACUNA — a PPO reinforcement-learning agent trained to trade Polymarket's 15-minute binary crypto markets by fusing Binance futures order-flow with Polymarket order-book data (currently in paper-trading mode). The thesis is to read the 'fast' market (Binance derivatives) and trade the 'slow' market (Polymarket) before the price adjusts. Open-source code lives at github.com/humanplane (cross-market-state-fusion, updownarena) and the Hugging Face model card is HumanPlane/LACUNA. The product was authored by Nikshep Saravanan (@nikshepsvn), a 27-year-old Canadian builder active in crypto since 2016. HumanPlane ranks #139 all-time on the Polymarket Builder leaderboard with $202.9k cumulative routed across 23 users.
HumanPlane (humanplane.com) is an AI-assistant terminal for Polymarket and Kalshi. Users browse markets across both venues from a single interface, execute trades, track positions, and run AI-assisted research. The terminal is positioned as a research-first tool for prediction-market trading, sitting alongside Bullpen (multi-venue with social trading) and noma (cross-venue routing) but differentiated by AI research and an open-source quant component.
The most distinctive piece of HumanPlane is LACUNA, an open-source PPO (Proximal Policy Optimization) reinforcement-learning agent trained to trade Polymarket's 15-minute binary crypto markets. LACUNA's thesis is cross-market state fusion: read the 'fast' market (Binance perpetual futures order-flow) and trade the 'slow' market (Polymarket's 15-minute binary outcomes) before the Polymarket price adjusts. The agent is currently in paper-trading mode. The codebase is open-source at github.com/humanplane/cross-market-state-fusion and github.com/humanplane/updownarena. The model card is at huggingface.co/HumanPlane/LACUNA. On-device training is supported via MLX on Apple Silicon.
HumanPlane was authored by Nikshep Saravanan (@nikshepsvn on X and GitHub at github.com/nikshepsvn). Per press coverage, Nikshep is a 27-year-old Canadian builder who pivoted to HumanPlane after his prior digital-creator startup lost traction without funding ('Here I can do a lot more with no capital'). He has been involved with crypto since 2016, including mining ETH at $35 and developing for a token that reached a $50M+ market cap. Team size and funding are not publicly disclosed; the open-source footprint and solo X presence suggest a solo or 2-person team at this stage.
On the Polymarket Builder Program, HumanPlane ranks #139 all-time with $202.9k cumulative routed volume from 23 distinct users. The leaderboard does not show current 1-month activity for HumanPlane, suggesting recent flow is below the threshold for the monthly snapshot. The 23-user count is small but well above many quant-tool builders, and aligns with a niche research terminal rather than a mass-market copy bot.
We verified the product via WebSearch (humanplane.com positioning explicit), the GitHub repositories (cross-market-state-fusion, updownarena), and the Hugging Face model card. Direct WebFetch of humanplane.com returned 403 (Cloudflare). Founder identity (Nikshep Saravanan) verified via independent press coverage and the GitHub profile.
27-year-old Canadian builder; in crypto since 2016. Previously ran a digital-creator startup; pivoted to HumanPlane after the prior venture lost traction without funding. Authored LACUNA (PPO RL agent for Polymarket 15-min crypto markets).
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HumanPlane is an AI-assistant terminal for Polymarket and Kalshi where users browse markets across both venues, execute trades, track positions, and conduct AI-assisted research from a single interface, plus it publishes LACUNA — a PPO reinforcement-learning agent trained to trade Polymarket's 15-minute binary crypto markets by fusing Binance futures order-flow with Polymarket order-book data (currently in paper-trading mode). The thesis is to read the 'fast' market (Binance derivatives) and trade the 'slow' market (Polymarket) before the price adjusts. Open-source code lives at github.com/humanplane (cross-market-state-fusion, updownarena) and the Hugging Face model card is HumanPlane/LACUNA. The product was authored by Nikshep Saravanan (@nikshepsvn), a 27-year-old Canadian builder active in crypto since 2016. HumanPlane ranks #139 all-time on the Polymarket Builder leaderboard with $202.9k cumulative routed across 23 users.
humanplane.com's official site is https://humanplane.com/. We verified the URL by visiting the homepage and confirming it references Polymarket or prediction markets directly. If you believe this URL is incorrect, email [email protected].
Yes — humanplane.com carries Polymarket's official ✓ verified flag (returned by their data API as `verified: true`). This indicates Polymarket has reviewed the builder; it's not a guarantee of product quality or financial outcomes.
Nikshep Saravanan (Founder). Sourced from the project's own materials and public profiles; we don't fabricate team identities and clearly mark builders whose team is publicly anonymous.
pricing model: unknown; free tier available; Not publicly disclosed; LACUNA is open-source.. Sourced from the official site at the time of research; verify the current pricing on the builder's website before subscribing.
Unified Polymarket + Kalshi trading terminal; AI-assisted research across markets; LACUNA — open-source PPO RL agent for Polymarket 15-min crypto markets; Cross-market state fusion (Binance futures → Polymarket order book); Open-source on GitHub (humanplane org); Hugging Face model card; On-device training via MLX on Apple Silicon. Sourced from the official site/homepage at the time of research.
humanplane.com is ranked #139 all-time, with similar-category peers including OVERDOG, Lucky Lobster, minmax one. The leaderboard reorders daily — see the history chart for humanplane.com's rank trajectory.