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Live Intelligence

What it does

Turns live feeds, map layers, scores, evidence bundles, and analyst report memos into a single operational surface.

Why it exists

To reduce context switching across news feeds, maps, and separate market tools.

Inputs

  • curated feeds and APIs
  • map layers and geospatial assets
  • source credibility and signal aggregation outputs
  • evidence bundles, market reactions, source quality, and ontology context
  • report backfill and source-query tasks

Outputs

  • live panels and map overlays
  • alert cards and instability scores
  • focal points and transmission leads
  • research-prioritization memos with client/audit separation
  • watch triggers, caveats, and evidence collection tasks

Key UI surfaces

  • map and layer controls
  • live news panels
  • analysis hub and ontology pages
  • strategic and country-level summaries
  • report viewer and audit appendix links where report artifacts are available

Algorithms involved

  • signal aggregation
  • source credibility with copy-amplification discounts on corroboration
  • convergence and instability scoring
  • ontology graph enrichment
  • evidence strength classification
  • signal-card synthesis and report quality gates
  • investment-readiness caps for transcript, market validation, and causal support

Limits

Public docs do not expose sensitive operational connectors or private sources. Report memos are decision-support artifacts, not investment recommendations. When data quality is insufficient, the system should show the blocker and queue collection work instead of converting weak evidence into strong prose.

Variant coverage

Applies across full, tech, and finance with domain-specific feeds and panels.

Code licensed under AGPL-3.0-only. Public docs and media follow separate content policies.