What's been shipped.

April 2026

Five Platforms Connect via OAuth

Discord, YouTube, Instagram, Slack, and Teams are all connectable today. Discord streams events in real time; YouTube, Instagram, Slack, and Teams currently ingest on a daily poll while token refresh lands.

Calliope — The Director

Creator intelligence agent in early access. Generates weekly creative briefs from audience behavioral data, content signals, and narrative clusters. End-to-end brief delivery is being validated customer-by-customer.

Intelligence Replay

Traceable reasoning chains attach to weekly reports as they regenerate. Click any claim to see the supporting data, actors, and signals. Older reports back-fill their chains on their next cycle.

March 2026

Public Accuracy Scorecard

Every Minerva prediction ships with a falsifiable success condition and is automatically evaluated seven days after its do_by date. The aggregate rate at /scorecard publishes once enough outcomes have settled across enough weeks to defend a number — before that, the page stays honest about what it knows.

Historical Benchmarks

Community health benchmarks across platform and size tier. Reports now include peer comparison context.

Conversational Inbox

Reply directly to agent messages. Agents respond with context. Thread depth: up to 5 replies.

February 2026

Behavioral Intelligence API

Public API now live. POST /v1/ingest, GET /v1/intelligence, POST /v1/drift, POST /v1/webhook. Managed tiers today; Layer-3 synthesis through the API is on the roadmap.

Agent Accuracy Tracking

Minerva's predictions are now evaluated weekly. The private Accuracy page at /app/accuracy shows settled outcomes and surfaces a rate once the sample is large enough to defend one.

Environmental Assessment

Engine now adapts output format based on environment type — community, review dataset, creator audience, team workspace.

January 2026

Audience Intelligence — YouTube

Channel intelligence now live. ARI scoring, audience behavioral segments, narrative cluster analysis, video verdicts.

Agent Thinking Trail

Argus, Minerva, and Cyrano now show their reasoning in the inbox. Collapsible timeline with status updates per agent run.

Domain Knowledge Library

Agents now load domain-specific context per environment. Hospitality, community, audience, and team domains supported.