Counterpoint
Engine
Four agents. One cyclic graph. Give it a claim and watch Orchestrator, Scraper, Graph Builder, and Critic argue it out live -- scraping evidence, building a knowledge graph node by node, and re-searching itself until confidence clears 80%.
The Swarm — 04 Agents
Orchestrator
Breaks your query into sub-tasks and terse search queries. On a re-search cycle it reads the Critic's gap list and narrows in instead of repeating itself.
Scraper
Runs a headless Playwright session against every query, pulls full page text from each result, and streams a live line per source fetched.
Graph Builder
Extracts entities and relationships from fresh evidence, writes them to Neo4j, and pushes incremental nodes into the WebGL graph in real time.
Critic
Scores confidence against the evidence. Below 80%, it names exactly what's missing and loops the swarm back to the Orchestrator to close the gap.
One Query, Traced End to End
Query submitted
You assert a claim or ask a question. No form fields, no config -- one input.
"Did Nvidia acquire an AI chip startup in the last 6 months?"
Orchestrator plans
Splits the claim into sub-tasks and terse search queries.
sub_tasks: ["Nvidia M&A 2025-26", "AI chip startup acquisitions"]
Scraper gathers
Headless Chromium fetches full page text from every unique result.
11 sources fetched · 4 unique domains
Graph Builder structures
Entities and relationships are extracted and upserted into Neo4j live.
+16 entities · +8 relationships
Critic grades
Scores confidence against the evidence and names exactly what's thin.
confidence: 0.71 -- missing: official acquisition filing
Verdict
Once confidence clears 80% (or cycles run out), the swarm commits.
verified · confidence 0.91 · cycle 2 of 3