StochStack

prototype 08

Agent Orchestration Router

Natural language intake routes into one of 10 HighScore initiatives. Unmatched requests go to backlog for future initiative design.

Ask a request in natural language

Skill Workflow

Submit one request to generate orchestration workflow.

Backlog Intake

Routed: 0

Backlog: 0

No backlog entries yet.

Initiative Skill Packs

initiative-01-portfolio-mgmt

Clinical operation portfolio management

Manage milestones, budget, and resources across studies with proactive risk signals.

aliases: clinical operations portfolio management · trial milestones · budget planning · resource allocation

initiative-02-trial-simulator

Clinical trial simulator capability

Run trial simulation and digital twin scenarios before operational commitment.

aliases: clinical trial simulation · digital twin trial

initiative-03-site-startup

Optimized site startup capability

Accelerate site startup and activation through bottleneck-aware workflows.

aliases: site startup · site activation

initiative-04-footprint-selection

Data-driven trial footprint and site selection capability

Optimize footprint and site mix using data-backed feasibility and geographic strategy.

aliases: site selection · trial footprint

initiative-05-partner-of-choice

Differentiated global Partner-of-Choice model

Build strategic CRO partnerships with transparent performance and governance model.

aliases: partner-of-choice · strategic CRO partnership

initiative-06-submission-closeout

Submission and close-out acceleration capability

Shorten regulatory submission and study close-out cycle with coordinated operations.

aliases: regulatory submission acceleration · study close-out

initiative-07-rbqm

Holistic analytics/AI-enabled and risk-based trial data quality management

Deploy RBQM with AI signals to improve data quality and reduce monitoring waste.

aliases: risk-based quality management · RBQM

initiative-08-delivery-sourcing

Simplified clinical delivery and sourcing model to optimize costs

Optimize costs through delivery model redesign and sourcing strategy.

aliases: clinical outsourcing model · functional service provider

initiative-09-data-tech-foundation

Integrated, scalable data and tech foundation

Build interoperable clinical systems and unified data platform for scale.

aliases: clinical data platform · interoperable clinical systems

initiative-10-ai-authoring

AI tools for end-to-end automation (first step: authoring)

Automate medical writing and downstream document workflows with AI.

aliases: medical writing automation · AI authoring

update log

Prototype Change Log

  1. 2026-03-01 · v0.2.0

    Structured Skill Pack Spec Added

    • - Added per-initiative input schema for predictable intake quality.
    • - Added tool list, approval gates, and output templates (email/report/Jira).
    • - Extended orchestration route response to return selected skill pack details.
  2. 2026-03-01 · v0.1.0

    Initial Agent Orchestration Prototype

    • - Added natural-language request routing across 10 HighScore initiatives.
    • - Added skill-pack workflow output for routed initiatives.
    • - Added backlog intake storage for unmatched requests.