Why convergence beats single-source signals
One ping is noise. Many independent sources agreeing is signal.
Outputs: alerts that earn the ping.
The single-source problem
A bot that pings on a single trade is a bot that pings on every manipulation. A bot that pings on a single mention is a bot that pings on every shill. A bot that pings on a single wallet move is a bot that pings on every wallet that wants to be seen.
The market figured this out years ago. Trust in single-ping bots collapsed because the pings stopped meaning anything. Members learned to ignore them. The bots kept pinging anyway.
Convergence is the answer
Bobby fires when multiple independent sources agree, weighted to be hard to game. The weighting is the part we do not explain. The convergence is the part we do.
What we deliberately exclude
Volume signals. The most manipulable input in crypto. Putting volume in the convergence model would be putting bait in a trust product. So we don't.
We watch behavior, not theatre.
Cross-community pattern matching
Coordinated accumulation gets detected before it surfaces publicly because the pattern shows up in multiple groups before it shows up on any chart. Years of data means historical context the rest of the market does not have. Even groups that no longer exist still contribute to pattern recognition.