Prediction-market directory
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Compare the statements and evidence we have collected. Each column retains its source dates; historical claims and missing fields are visible.
Catalogue fields are historical source statements. Page metadata may refer to a publisher or embedded product. Neither establishes the verified legal operator, present pricing, regulatory status or quality of a service.
Download this comparison as CSV| Field | PnLClaw VE-b73dee1f88492132 | Cross-Market State Fusion VK-24a2d8446227060f |
|---|---|---|
| Product overview | Local-first AGPL quant platform where an AI agent turns natural language into YAML strategies, then backtests, paper trades and live runs on crypto and prediction markets. MCP extensible. | PPO reinforcement learning agent that paper trades Polymarket 15-minute crypto markets using Binance futures order flow and Polymarket order book state. Trains on-device with MLX on Apple Silicon. |
| Research classification | AI Agents & Research | AI Agents & Research |
| Resource type | Product or service | Software repository |
| Platforms named in product context | Polymarket | Polymarket |
| Documented capabilities | Replay and backtesting: The source describes working with past market states or testing strategies against history.; AI analysis: The overview describes using AI or machine learning. Accuracy and trading performance have not been independently established here.; Paper trading: A simulated trading or practice workflow is described. | Not established |
| Latest sourced pricing | Free | Free |
| Developer and product resources | Not captured | Documentation: https://docs.github.com/en; Pricing: https://github.com/pricing; Source repository: https://github.com/humanplane/cross-market-state-fusion |
| Website research check | 2026-10-31T02:06:50.572707+00:00; Public page content was obtained during the dated check. Reachability does not establish continuing service availability. | 2026-10-31T02:07:51.682118+00:00; Public page content was obtained during the dated check. Reachability does not establish continuing service availability. |
| Published contributor description | Not supplied | Not supplied |
| Contributor pricing statement | Not supplied | Not supplied |
| Contributor details published | Not supplied | Not supplied |
| Profile claim | No active approved claim | No active approved claim |
| Record evidence | First-party website observation | Historical catalogue only |
| Historical product description | Local-first AGPL quant platform where an AI agent turns natural language into YAML strategies, then backtests, paper trades and live runs on crypto and prediction markets. MCP extensible. | PPO reinforcement learning agent that paper trades Polymarket 15-minute crypto markets using Binance futures order flow and Polymarket order book state. Trains on-device with MLX on Apple Silicon. |
| Name in the historical catalogue | PnLClaw Community | Cross-Market State Fusion |
| Reported category | AI Agents & Research | AI Agents & Research |
| Reported venues | Polymarket | Polymarket |
| Historical pricing statement | Free | Free |
| Open-source claim | Source says yes | Source says yes |
| Execution claim | Source says yes | Source says no |
| Historical status statement | live | live |
| Historical backer statement | Not stated | Not stated |
| Catalogue-reported repository | https://github.com/YicunAI/Pnlclaw-community | https://github.com/humanplane/cross-market-state-fusion |
| Catalogue's own check date | 2026-08-27 | 2026-08-27 |
| Catalogue snapshot date (UTC) | 2026-09-08 | 2026-09-08 |
| Operator name in page metadata | Not captured | Not captured |
| Location in page metadata | Not captured | Not captured |
| Founding date in page metadata | 2025 | Not captured |
| Page-declared statements | 5 | 0 |
| Linked repository records | 0 | 1 |
| Vultax assessment | Not assessed | Not assessed |
| Website | https://pnlclaw.com/ | https://github.com/humanplane/cross-market-state-fusion |
| Evidence | View source (opens in a new tab) Snapshot: Complete profile and history | View source (opens in a new tab) Snapshot: Complete profile and history |
Historical descriptions and catalogue claims: Kairos contributors, CC BY 4.0. Vultax adds source matching, presentation and factual comparisons. Attribution, licences and coverage.