# Sybil > The first prediction market built on frequent batch auctions (FBAs). ## Status Currently in early access. Sign up at [sybil.exchange](https://sybil.exchange). ## Research - [Deep Dive into Market Maker Losses on Polymarket](https://sybil.exchange/spike-analysis) — Analysis of sniping behavior and market maker losses on Polymarket's CLOB - [Understanding Sniper's Tax in CLOB Markets](https://sybilpm.substack.com/p/the-snipers-tax) — How snipers exploit market makers in continuous limit order book markets - [The Math Behind FBAs: Batch Auction Clearing via Eisenberg-Gale Duality](https://github.com/SybilPM/prediction-markets-are-fisher-markets) — Formal analysis of frequent batch auction mechanisms ## Tools - [Spike Analysis Dashboard](https://sybil.exchange/spike-analysis/dashboard/) — Interactive dashboard for exploring detected sniping incidents on Polymarket - [Network Visualization](https://sybil.exchange/spike-analysis/viz/network.html) — Network graph of wallet relationships in sniping activity ## Sybil Agentic Research Research dashboard ranking 27 prediction markets across 5 tiers (A–E) by what an autonomous AI agent can demonstrably do today. Four independent benchmarks — agent accessibility, CLI/MCP, skill, and framework — all run by autonomous coding agents. April 2026 snapshot. **Fully server-rendered**: the dashboard content — tier list, findings, landscape table, per-PM benchmark grades, and methodology — is all in the initial HTML response. Fetch-only agents (no JS) see the same content a browser sees. - [summary.json](https://sybil.exchange/agentic-research/data/summary.json): authoritative hand-curated tier assignments + 6 findings (structured JSON) - [index.md](https://sybil.exchange/agentic-research/index.md): plain markdown snapshot of the entire dashboard - [Dashboard](https://sybil.exchange/agentic-research): 5-tier ranked list + per-benchmark grades + per-check evidence - [Summary](https://sybil.exchange/agentic-research/#/summary): 5-tier ranked list + 6 hot-take findings - [Landscape](https://sybil.exchange/agentic-research/#/landscape): full 27-PM table with category, volume, tools, links - [Testing](https://sybil.exchange/agentic-research/#/testing): per-benchmark grades for 20 PMs + per-check evidence - [Methodology](https://sybil.exchange/agentic-research/#/methodology): formulas, floor rules, grade buckets Dataset (static JSON — no API key, no CORS, no rate limits): - [pms.json](https://sybil.exchange/agentic-research/data/pms.json): 27 PM entries — name, category, chain, volume, website, twitter, coreTools, aiTools - [accessibility.json](https://sybil.exchange/agentic-research/data/accessibility.json): per-PM agent-accessibility grades (15 checks, weighted, max 23) - [tests.json](https://sybil.exchange/agentic-research/data/tests.json): CLI/MCP, skill, and framework benchmark results Methodology docs: - [Agent Accessibility](https://sybil.exchange/agentic-research/methodology/agent-accessibility.md) — 15 checks, max 23, weighted - [CLI/MCP Test](https://sybil.exchange/agentic-research/methodology/cli-mcp-test.md) — 18 checks, max 23, trading 2× weighted - [Skill Test](https://sybil.exchange/agentic-research/methodology/skill-test.md) — 8 milestones, max 13, M5/M7 weighted 3pt - [Framework Assessment](https://sybil.exchange/agentic-research/methodology/framework-assessment.md) — 5 quality dimensions × 0–3, max 15 ## Links - Website: https://sybil.exchange - X / Twitter: https://x.com/sybil_pm - Substack: https://sybilpm.substack.com - GitHub: https://github.com/SybilPM