Aperacium

A real paralegal does one task at a time. ABLE runs four Gemini Computer Use agents in parallel — simultaneously navigating a court portal, researching case precedents, profiling opposing counsel, and mapping evidence to legal claims — then feeds every finding into an adversarial drafting loop where Agent Alpha writes and Agent Beta critiques until the motion clears a quality threshold. The result: a court-ready Motion for Summary Judgment in under 4 minutes, with a human in the loop at every critical gate. What makes it technically distinct: 4 parallel Playwright browsers, each driven by Gemini 3.5 Flash Computer Use via the Interactions API, running in isolated ProactorEventLoop threads Stateful multi-turn sessions using previous_interaction_id — each agent remembers context across browser actions Adversarial Alpha/Beta loop with score-gated exit — not just generation, but self-evaluation and recursive revision Live WebSocket streaming of screenshots, diffs, and agent thoughts to a 3-panel React dashboard Theme: Self-Improvement Stack — the system evaluates its own output, critiques it adversarially, and iterates until it meets a quality bar. No human writes a single word of the motion. Prize targeting: Gemini 3.5 Computer Use + Interactions API (Best Gemini Usage — $5,000).