Collaborative Agent Simulator Demo

Upload-style knowledge retrieval with cited answers and source coverage.

Refuse unsupported claims and label answers by evidence strength.

RAG support answers with escalation logic and confidence notes.

Tool-planning agent that separates intent, memory, scheduling, and reminders.

PII-aware document analysis with redaction and audit-friendly output.

Multi-source research synthesis with provenance, confidence notes, and next-step recommendations.

RAG-assisted content planning with source notes, editorial checks, and bias review.

Hybrid search and rank fusion that turns uneven source sets into an explainable brief.

Adaptive tutoring with learner memory, lesson steps, retrieval proof, and comprehension checks.

Concise news summaries with claim extraction, verification status, and quality signals.

Conversational recommendations with catalog grounding, tradeoffs, and observability notes.

Spec-to-code workflow simulation with tests, refinement notes, and execution results.

Health guidance constrained by safety rules, source grounding, and escalation triggers.

Translation and cultural adaptation with glossary adherence and quality notes.

Scenario-based allocation commentary with risk bands, constraints, and clear disclaimers.

Branching story generation with character memory, state tracking, and next-choice options.

Environmental metric summaries with trend notes, source labels, and alert states.

Bias-risk scoring with rubric evidence, mitigation rewrite, and score deltas.

Transcript summarization with action items, owners, follow-up context, and redaction support.