med-event-takeaways

SkillDocs & knowledge

Post-event analyst note (conferences, KOL events, site visits) with the professional note anatomy, headline verdict, per-stock takeaways with model numbers, KOL distillation, cross-trial comparison lattices, modeled deltas vs consensus (peak × POS), three what's-changed vectors, risk bullets, and materiality-rated conflicting views. Use after any med event to convert the event into actionable takeaways.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the med-event-takeaways 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/med-event-takeaways/SKILL.md and read by ahel’s review.

Methodology inspired by publicly taught sell-side note-writing practice; all text is an original paraphrase.

Defaults

ParameterDefault ValueRationale
note_anatomy9 sectionsheadline → per-stock → KOL → lattices → deltas → vectors → risks → trackers
delta_framingpeak × POSModeled deltas vs consensus are unadjusted peak × POS
conflict_policymateriality-ratedSurface verbatim, rate materiality, or defer to an outcomes trial
vector_setestimates/thesis/positioningThe three what's-changed vectors per covered name

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 event queries.

Triggers

  • "Write the note on [conference / KOL event]."
  • "What are the takeaways from [event] for my coverage?"
  • "Distill the [conference] KOL panel on [drug/class]."
  • "What changed for [ticker] after [event]?"
  • "Model the delta to consensus from [event]'s data."
  • "Which stocks move on [event] and why?"
  • "Conflict check: what did KOLs disagree on at [event]?"
  • "What do I update first — estimates, thesis, or positioning?"
  • "Summarize the cross-trial comparisons from [event]."
  • "Upside and downside risks after [event]."
  • "Link the living trackers that [event] should update."

Production Grounding

  • Note anatomy is fixed: headline verdict (paragraph one) → per-stock takeaways with model numbers → KOL distillation → raw data + cross-trial lattices → modeled deltas vs consensus (unadjusted peak × POS) → three what's-changed vectors (estimates / thesis / positioning) → risk bullets → living-tracker links.
  • Conflict rule: conflicting views surfaced verbatim, rated by materiality ("incremental positive, not narrative-changing") or deferred to a larger outcomes trial — never silently averaged.
  • Consensus delta: model-vs-consensus always explicit; POS changes logged with reasons; abstain where unquantifiable.
  • Buy-side lens: client-question section, where investor attention sits, per-name bull/bear pivot conditions.
  • Badges: [FACT]/[DEDUCTED]/[VIEW] with the summary table.

Data Source Priority

  1. Event content: transcripts/slides via search_documents + list_sources + read_source_outline / read_source_pages.
  2. Trial context: search_clinical_trials / get_clinical_trial for the studies discussed.
  3. Consensus: search_earnings_calendar (company-level); product consensus derived and labeled [DEDUCTED].
  4. Knowledge: search_investment_cases / search_investment_strategies / search_by_analogue (sectors=med) for pattern grounding and /v/ citations.

Methodology

Retrieval Scope

unstructured_document_search

Retrieval Strategy

  1. Enumerate the event's covered names, sessions, and data presentations.
  2. Retrieve transcripts/abstracts; extract per-presentation data with sources.
  3. Pull each discussed trial's record for lattice construction (vs SoC and class peers).
  4. Model deltas: unadjusted peak × POS per asset vs consensus, assumptions stated.
  5. Ground patterns via search_investment_cases / search_by_analogue (sectors=med); cite /v/.

Temporal Scope

See frontmatter temporal_scope block. Notes cover the meeting window plus the forward quarters its data affects.

Tool Allowlist

See frontmatter allowed_tools.

Protocol

  1. Event inventory
  2. Data extraction (raw numbers + sources)
  3. KOL distillation + conflict capture (verbatim)
  4. Cross-trial lattices
  5. Model deltas vs consensus
  6. What's-changed vectors + risk bullets + tracker links

Modes

  • Conference note (default): multi-day meeting, per-session distillation.
  • KOL / site visit: single-source distillation with conflict emphasis.
  • Single-name note: one covered name with deeper model treatment.
  • Basket: multi-ticker note with per-name sections.

Tool Fallbacks

FailureFallback
Event transcript unavailableDegrade to abstracts/slides; annotate coverage_gap
No consensus figureState required inputs; label the delta [VIEW] — never fabricate
Trial record missingLattice cell marked unavailable; do not guess
Knowledge tools emptyEvent data only; annotate knowledge coverage_gap

Output File

{ticker}/{YYYY-MM-DD_HHMM}_med-event-takeaways_{affix}.md (multi-name: watchlist/{YYYY-MM-DD_HHMM}_med-event-note_{affix}.md)

Output Structure

  1. Headline Verdict — the event in 2-3 sentences
  2. Per-Stock Takeaways — 2-4 lines each, ≥1 model number
  3. KOL Distillation — themes + conflicting views verbatim with materiality ratings
  4. Cross-Trial Lattices — vs standard of care and class peers
  5. Model Deltas vs Consensus — peak × POS arithmetic, [DEDUCTED] labels
  6. What's Changed — estimates / thesis / positioning per name
  7. Risk Bullets — upside and downside
  8. Living-Tracker Links — trackers to append, never rewrite

Error Handling

ErrorFallback
Conflicting KOL viewsSurface both verbatim; rate materiality or defer to an outcomes trial — never average
Consensus absentcoverage_gap with required inputs; keep the internal model consistent
Event scope unclearNarrow to named sessions/presentations; flag what is out of scope

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.md
  • contracts/output-frontmatter-schema.md
  • contracts/memory-load.md
  • contracts/snapshot-synthesis.md
  • contracts/preflight.md
  • references/knowledge-frameworks.md

Signals

GitHub stars
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Forks
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Last commit
Sep 2026
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med-event-takeaways
Source
github.com/agentii-ai/agentii-investment-intelligence