
Every departure costs a company more than it admits — the undocumented fixes, the "call Sarah, she knows" workarounds, the vendor contact buried in someone's head. Knowledge Vault is a 4-agent system that stops this knowledge from walking out the door. Crawler mines Slack threads and handover docs for facts. Synthesizer structures them into a real knowledge base. Interviewer spots the gaps and grills the departing employee live, right inside Band. Curator makes it all searchable. Four agents, one shared Band room, zero notification spam — just agents actually working a problem together, powered by AI/ML API's GPT-4o-mini.
19 Jun 2026

Quant hedge funds spend millions staffing teams to track alternative data signals — hiring velocity, pricing pressure, app sentiment, and regulatory filings — because the edge is in the data that doesn't appear in earnings calls. AlphaLens makes that edge accessible. It's a fully autonomous, continuously-learning signal engine powered by Bright Data, Claude, Cognee graph memory, and TriggerWare live-data triggers. Each night (or the moment an anomaly is detected intraday), AlphaLens wakes up, pulls live data across four alternative sources, runs each dataset through purpose-built Claude AI chains, and synthesizes everything into a composite earnings surprise score — from 0 to 100 — complete with analyst-style bullet points and a confidence interval. What makes v2 genuinely intelligent is its memory. Cognee replaces a flat signals database with a persistent knowledge graph: every signal event is linked to its company, its context, and its actual outcome. When AlphaLens analyzes NVIDIA this quarter, it recalls that the same GPU-validation hiring spike preceded a 16% beat three months ago — and weights the signal accordingly. The system gets sharper with every run. Built in six phases over ~48 hours on a $250 cloud budget, AlphaLens surfaces in a clean Next.js dashboard with watchlist rankings, sparkline trends, per-source evidence panels, and one-click CSV export for any backtesting platform.
31 May 2026