pipeline-devices
SkillMediaDevice pipeline analysis: feasibility and pivotal study stages, design-iteration cycles, RWE studies, and post-market obligations, with reimbursement-aware value framing and decision-track awareness across the med universe.
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Then ask your AI: use the pipeline-devices skill
What this skill tells your AI
The instructions your AI receives, as published by agentii-ai/agentii-investment-intelligence in plugins/vertical-plugins/bio-pharm/skills/agentii/pipeline-devices/SKILL.md and read by ahel’s review.
Methodology inspired by publicly taught medtech pipeline frameworks; all text is an original paraphrase.
Defaults
| Parameter | Default Value | Rationale |
|---|---|---|
| asset_scope | all disclosed devices | Full-pipeline enumeration first |
| stage_lens | feasibility + pivotal | Design-iteration stages, not drug-phase labels |
| reimbursement_aware | true | Value framed against coverage paths, not raw approval |
| post_market_scan | true | Obligations and surveillance state surfaced |
| value_frame | risk-adjusted | Modeled value = unadjusted peak x POS, both shown |
Preflight
Run canonical pre-flight per contracts/preflight.md. Propagate X-Agentii-Trace per contracts/x-agentii-trace-header.md. Confirm ticker resolution via search_companies before asset queries.
Triggers
- "Analyze [ticker]'s device pipeline."
- "What is in [ticker]'s feasibility and pivotal portfolio?"
- "Where is each of [ticker]'s devices in its design cycle?"
- "Which of [ticker]'s programs are approaching submission?"
- "What RWE studies support [ticker]'s devices?"
- "What post-market obligations does [ticker] carry?"
- "Risk-adjust [ticker]'s device pipeline."
- "What is the next catalyst for each of [ticker]'s devices?"
- "How does [ticker]'s device pipeline compare to peers?"
- "Which device classifications (PMA/De Novo/510(k)) map to [ticker]'s pipeline?"
- "Map [ticker]'s devices by clinical stage and indication."
- "What does [ticker]'s pipeline say about its reimbursement path?"
Production Grounding
- Device stage ladder: feasibility (first-in-human, small N) → pivotal (registrational) → submission (PMA / De Novo / 510(k)) → post-market. Devices iterate through design versions; design freezes and iteration cycles are the pipeline milestones, not drug-style phases.
- Pivotal design varies by classification: PMA demands the highest evidence bar, De Novo novel classification, 510(k) equivalence — the pipeline's value path depends on the expected track.
- RWE studies (registries, claims analyses) increasingly support coverage and label expansion; treat them as pipeline assets with their own timelines.
- Post-market obligations (surveillance studies, MDR reporting) shape long-term liability and the re-approval path.
- Reimbursement-aware framing: pipeline value assumes a coverage path; an asset without one is discounted.
- Grounding detail lives in
references/knowledge-frameworks.md.
Data Source Priority
get_company_devices/search_universe_devices— asset inventory from the med universe.search_clinical_trials/get_clinical_trial— study stage, design type, status, enrollment.get_device_decision— decision history and upcoming decisions per device.- Knowledge layer:
search_knowledge_entriesfor framework grounding.
Methodology
Retrieval Scope
structured_only
Retrieval Strategy
- Pull asset inventory (
get_company_devices), cross-check the universe (search_universe_devices). - Enrich per asset with study records (
search_clinical_trials) — stage, design type, status-diff. - Pull decision history and upcoming dates (
get_device_decision). - Flag post-market obligations and RWE study presence per asset.
- Size each asset (peak x POS); ground in knowledge entries.
Temporal Scope
See frontmatter temporal_scope block. Device development and post-market windows span years; history may reach back 8-12 quarters.
Tool Allowlist
See frontmatter allowed_tools.
Protocol
- Asset enumeration
- Stage and design-cycle mapping
- Decision-track alignment
- Post-market and RWE overlay
- Risk-adjusted synthesis
Modes
- Phase scan (default): all devices by stage with next catalyst and expected track.
- Design cycle: design-iteration state, freezes, and submission readiness.
- Post-market: obligations, surveillance state, and RWE support.
Tool Fallbacks
| Failure | Fallback |
|---|---|
| get_company_devices empty | search_universe_devices by company or indication; annotate coverage_gap |
| No trial rows | Mark stage undisclosed; do not guess pivotal vs feasibility |
| No decision history | Flag the submission track unknown; state both possibilities |
| Knowledge tools empty | Proceed with structured data only |
Output File
{ticker}/{YYYY-MM-DD_HHMM}_pipeline-devices_{affix}.md
Output Structure
- Executive Summary — pipeline stance in 2-3 sentences
- Asset Table — stage, design type, expected track, next catalyst
- Design-Cycle Read — iteration state, freezes, submission readiness
- Post-Market & RWE — obligations, surveillance, registries
- Risk-Adjusted Sizing — peak x POS with reimbursement framing
- Coverage Gaps — missing records, undisclosed stage, degraded modes
Error Handling
| Error | Fallback |
|---|---|
| Stage unknown | Mark "undisclosed"; do not guess |
| Classification ambiguous | State the evidence-bar difference across tracks |
| No catalysts found | Say so explicitly; note the pipeline may be early-stage |
Memory Load
See contracts/memory-load.md.
Snapshot
See contracts/snapshot-synthesis.md.
Final Summary (TUI)
Include ### Key Citations block with 0-10 clickable /v/ URLs.
References
contracts/citation-and-memory.mdcontracts/output-frontmatter-schema.mdcontracts/memory-load.mdcontracts/snapshot-synthesis.mdcontracts/preflight.mdreferences/knowledge-frameworks.md
Signals
- GitHub stars
- 203
- Forks
- 16
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
pipeline-devices- Source
- github.com/agentii-ai/agentii-investment-intelligence