Context-v

Research Agent Concatenates Multiple Sources Under One Citation ID — And No Validator Catches It

`research_enhanced.py` writes several sources onto one `[^N]:` line, so downstream parsers keep the first and silently drop the rest.

Section Citations Orphaned When Definitions Live in 1-research/

`consolidate_citations.py` reads `### Citations` only inside section files, so defs living in `1-research/` become orphans.

Grill Me: A Per-Section User-Input Moment in MemoPop Runs

A pause-point where MemoPop grills the user — the competitive section's synthesis frame is a judgment the model shouldn't make alone.

Human-Curated Source Sets and Per-Firm RAG for Memo Narrative

Keep Perplexity's take as quarantined commentary and route real research through validated harvesters plus a per-firm standing RAG store.

Curating Only Valid Sources Across Runs

Downstream curation cannot fix what `citation_enrichment.py` invents upstream — 65 fabricated `example.com` URLs in a single run.

Separating Retrieval from Generation in Agent Pipelines

An agent that both searches the web and writes the prose fabricates URLs — 65 `example.com` links in a single memo run.

Migrate `studies/open-specs-and-standards/` into its own pseudo-monorepo

Crawl for Better Team Structured Output

The orchestrator writes prose about teams but never returns the structured roster the app needs to render cards: names, titles, photo URLs.

MemoPop AI — Ideogram OG Image Brief

A house-style Ideogram prefix and suffix any scene description plugs into, so splash, changelog, and context-v imagery stay one family.

Moving an Agent Orchestrator to an API

The orchestrator is a Python CLI today. To plug it into memopop-native, we need an HTTP-shaped surface. Three options, ranked by effort and time-to-value.

Introducing a Content Density Mode System

A system-level content mode toggle (redundant vs concise) that alters the behavior of the writer, table generator, and quality agents to match different firm preferences for information density and repetition.

Introducing a Diagram Generator Agent

Add a diagram_generator.py agent that identifies opportunities to create visual diagrams explaining complex business concepts, starting with TAM/SAM/SOM market sizing and expanding to common finance and consulting visuals.

PDF Parser Agent Specification

A small specification for an agent and script to parse PDFs and convert them to markdown with properly formatted citations.

Preferred Format for Changelog

Portfolio Listing Agent and Current Portfolio Section

Design notes for the portfolio_listing_agent that builds a Current Portfolio subsection and structured JSON for LP-commit emerging manager fund memos.

Multi-Agent Orchestration for Investment Memo Generation

An exploration into using AI supervisors and specialized agents to generate high-quality content and documents.

Reconciling Perplexity Citations Against Retrieved Sources

Sonar hands us the sources it actually retrieved on every call, and we throw them away — so every URL in every memo is a guess.

agent skills/setup new firm/SKILL

End-to-end procedure for onboarding a new VC firm into the memopop investment-memo orchestrator. Five phases — (1) brand acquisition via Firecrawl with analyst-override on the primary-color heuristic, (2) firm-directory scaffolding under io/<firm>/ with the canonical configs/templates/assets/deals layout and the strict brand-config YAML schema, (3) investment-framework outline selection (typically forking an existing outline like alpha-partners-7-Cs and customizing — section reordering, preambles, preferred-source swaps, stage-aware fallbacks), (4) first deal setup with deck-input handling (DocSend capture via cli/capture_docsend.py, ImageMagick screenshot stitching for NDA-gated decks, deal-config JSON, codified Sources.md), and (5) optional private-repo split via gh CLI with submodule re-add for confidential firm data. Use whenever the user says "I have a new client/firm/VC," "set up <firm name>," "add <firm> to memopop," "we need brand configs for <firm>," or pastes a VC firm's URL with implicit intent to generate memos for them. Encodes lessons from the alpha-jwc onboarding on 2026-06-07 — don't trust Firecrawl's primary-color field blindly, verify against the logo palette; the deck analyst will extract DocSend watermarks as the company name if you feed it watermarked screenshots; agents leak firm-geography context into company-analysis prose (Alpha JWC = Indonesia VC → Portland-OR company memo gained Indonesia/rupiah risks); citation-enrichment fabricates example.com URLs even in codified-source mode — codified Sources.md only constrains the upstream researcher, not the downstream enricher. Cross-references [[crawl-fetch-ingest]] for portfolio/team data, [[sources-md-curation]] for the Sources.md file mechanics, and the open issues in context-v/issue-resolution/ ([[Limiting-or-Omitting-Investor-Judgement]], [[Competitive-Research-Generated-But-Not-In-Prose]], [[Including-Comparable-Exits-Valuations-IPOs]]) for known failure modes the new firm's first run will hit.