Quick definition
Treeova's 10-pass hermetic intelligence pipeline with quality gating (≥7/10), self-recovery, semantic deduplication, and recursive webhook orchestration.
Hermetic, gated passes
Each of the ten passes is hermetic — it can't see anything except the prior pass's structured output. Outputs are graded on a 0–10 quality rubric and anything below 7 triggers a self-recovery retry rather than poisoning later passes. This is what keeps a single bad scrape from cascading into an entire flawed intelligence cycle.
Semantic deduplication
News, social, and analyst content arrive heavily duplicated. The swarm runs semantic deduplication on every batch so an iron-condor agent and a momentum agent both see the same canonical event rather than ten paraphrased copies that inflate signal strength.
Routing into agents
Pass nine routes structured intelligence to the agents that subscribed to that regime, instrument, or theme. Agents don't pull — the swarm pushes via a recursive webhook orchestrator, which is what allows hundreds of agents to share one upstream pipeline without each spinning up their own crawl.
Go deeper
The full technical methodology behind Market Intelligence Super-Swarm is documented in the Treeova whitepaper series.
Read the Market Intelligence Super-Swarm whitepaper →