CounterSignal Update: Full Demo Walkthrough Added to README
For CounterSignal, we believe a detailed README with demo screenshots explains the system better than a short video.
The README now walks through the complete CounterSignal flow step by step:
- How a user claim enters the system
- How evidence is collected from multiple sources
- How claim tuples are created
- How ClickHouse calculates confidence, contradiction, and freshness
- How the dynamic price is generated
- How x402 applies the payment layer
- How cited.md/Senso provides provenance
- How Datadog traces the full workflow
The screenshots show the actual demo flow clearly, from claim input to evidence scoring, pricing, payment, publishing, and observability.
CounterSignal is built around one core idea:
Most agents find information. CounterSignal prices it.
High-confidence claims become premium intelligence. Contradicted claims become paid contradiction signals. Weak claims are blocked instead of being published.
The README now serves as the clearest visual walkthrough of the product, architecture, and demo execution.
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