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AI RESEARCH

Invite-only · Master Plan 2 · equity lifecycle

End-to-end AI for the equity lifecycle.

Not a chatbot you start — AI-native agents initiate the entire workflow. Scout, specialist analysts, and the overnight loop observe the book, test living theses, and rank attention before you sit down. Copilot writes into the record; the morning is a huddle you close. Master Plan 2 is the philosophy: knowledge, not documents, is the system of record, and chat is supplemental. Built to future-proof the internal equity investment lifecycle. You still publish, and nothing trades without you.

Access is currently invite-only. Request a walkthrough of the end-to-end loop, or sign in if you already have a seat.

Session · AI infrastructure T2 · research
Analyst
Which AI-infrastructure claims still hold after the last print — and which have gone stale against the book?
Pipelines Notes Claims Draft
Copilot
Overnight Scout already ranked the book. Twelve names across three stages. Two claims failed their last test; one thesis has not been versioned since March. Morning parked both for you — nothing published.
Rack density, not accelerator supply, is the constraint the thesis still does not test this cycle. Drafted → thesis v3 · awaiting your review

4 tools · budget ok · nothing published

Agents already ran overnight; this session ends in a draft you still own — illustrative, not live market data, and nothing published.

End-to-end AI

Agents initiate the lifecycle. You close it.

Master Plan 2 replaces Read → Excel → Memo → Archive with a living loop: observe, test, update, allocate attention, learn. AI-native agents start every stage of the internal equity investment lifecycle. The analyst still ranks, edits, publishes, and closes. Chat is supplemental — not the organizing paradigm.

Discover

Discover — agents go first

Scout, named watchlists, and scheduled screens initiate discovery overnight — ranked against the names you already cover, not a generic idea firehose. Copilot turns news and peers into a shortlist before you open the desk. You tag what enters a pipeline, and what gets ignored.

Scout · overnight · Copilot
Reason

Reason on the name

Company page, dossier, statements, filings, and comps sit together, with Copilot scoped to that ticker. Answers come from tools and the research record — falsifiable claims, not model memory. You stay on the name until the question is actually answered.

Dossier · statements · Copilot
Compose

Compose a testable thesis

Conversation becomes notes and versioned theses inside a pipeline — one claim, staged, attributed, executable later. Knowledge, not the document, is the system of record. You review the draft, edit the argument, and you publish the memo.

Notes · theses · pipelines
Monitor

Monitor, then close

Overnight agents flag earnings, thesis drift, and contradictions onto one morning stack. You walk it — confirm, defer, or kill — until the morning is closed. Remaining items are parked, never silently dropped. That is the lifecycle, not an inbox.

Morning · attention · review

Human-in-the-loop

You close the lifecycle

AI-native agents initiate, draft, and test. You triage, edit, publish, and close the morning. Remaining items are parked, never silently dropped. Highest-value decisions stay human — nothing ships, and nothing trades, without you.

The desk

One desk for the full equity lifecycle.

Markets, research, AI, and analysis are rooms on the same future-proof desk — not four products glued together. AI-native agents initiate work in every room; Copilot, Scout, and the morning huddle travel with you so context does not reset.

Markets

The tape and the name

Named watchlists, charts, statements, and the earnings calendar — plus a ticker-scoped Copilot so company work does not leave the quote. The tape you read at the open is the same book you work all day.

/markets/watchlist/calendar
Research

The record, not the chat

Living notes, thesis pipelines, files, and diligence. Copilot drafts, links, and versions into the system of record — so a session becomes a claim you can kill later, not a transcript you lose.

/research/pipeline/files
AI

Agents that start the day

Scout, coverage analysts, session Copilot, and a facilitated morning — AI-native agents that initiate the workflow. You approve missions and close the huddle; they do not close the day, or the trade, for you.

/analysts/scoutCopilot
Analysis

Screens that feed the loop

Supply-chain, geography, and fundamental screens that send names into the same process — from idea to monitoring — instead of a separate analytics island.

/network/geography/screener

Production surfaces

Where end-to-end AI actually runs.

Four live surfaces, already in production — not a chatbot bolted onto a research database. Agents read market data, initiate work, and write into theses, notes, and the morning you still have to close. Master Plan 2 is the frame: observe, test, update, learn.

AI · Research Copilot

A research agent in the lifecycle — not a summary box.

Pull statements, search notes, update pipelines, and draft theses without leaving context. Multi-model, tool-driven, bounded autonomy: inspectable trails and capability tiers keep the work accountable. Chat is one interface for querying and updating the record — not the product.

  • Multi-model AIClaude, GPT, and Grok, including frontier IDs such as Opus, GPT-5.x, and Grok 4.5 — picked per session, with budget attached.
  • Escalating agent tiersT1 chat, T2 research, T3 agent — escalating tools under desk policy. T3 is explicit and never auto-picked.
  • Writes into the research recordNotes, pipelines, and theses — durable desk work, not a disposable chat transcript.

AI · Thesis pipelines

Where theses live, get tested, and compound.

Pipelines hold the equity lifecycle — watch, active research, published memo — so agent output becomes desk work. Versioned, falsifiable claims make drift visible after the print. AI drafts; you keep the record.

  • Process stagesCandidates, living theses, and published memos in one pipeline, under a named theme.
  • Versioned claimsPoint-in-time snapshots so a thesis can be tested after the print — and killed if it fails.
  • Notes linked to the bookResearch notes stay linked to tickers, themes, and the session that produced them, so the argument does not fragment.

AI · Markets & tickers

Company work next to the tape.

Named watchlists, fundamentals, and charts for bottom-up work — with Copilot scoped to the name you are studying, so answers stay grounded in that company instead of a generic model.

  • Fundamentals depthIncome, balance sheet, and cash flow alongside key ratios — the statements the copilot is allowed to pull.
  • Coverage breadthUS main-board plus international symbols in the same workflow, not a separate international tool.
  • Watchlists next doorNamed lists, earnings calendar, and portfolio views without leaving the desk — the tape sits beside the thesis.

AI · Analysts, Scout & morning

Agents that initiate discovery, debate, and the huddle.

Personas pressure-test claims with distinct frameworks. Scout initiates weekly discovery against your book. Overnight producers assemble the morning meeting — one beat at a time — until you close it. That is how the lifecycle starts, every day.

  • Analyst personasMira, Hugo, Asa — distinct frameworks and pushback styles, including a council when you want disagreement on the record.
  • Council modePose one question to the full set when you want structured disagreement, not a single smoothed answer.
  • Scout + morningWeekly candidates ranked against your pipelines, then a facilitated huddle you close — remaining items are parked, never silently dropped.

Underneath

Future-proof by design — Master Plan 2.

The same stack as the live portal, built for a living investment world model rather than a better chatbot. Model-agnostic agents, inspectable tools, and a research record that outlives the session — so the internal equity lifecycle can keep compounding.

Frontier models · multi-provider

Model-agnostic by design: Anthropic, OpenAI, and xAI, selected per session — including frontier IDs. Budget ceilings and an inspectable tool trail on every agent turn. T3 is explicit and never auto-picked.

Fundamentals & market data

Statements, prices, consensus, and the earnings calendar across domestic and international coverage — the same data the ticker page, Copilot tools, and Scout already use.

AVA analytics · optional

When configured, screens and enrichment can use the in-memory engine. Copilot, notes, markets, and the morning do not depend on it.

Knowledge is the system of record

Notes, pipelines, theses, messages, and audit — held point-in-time so a claim can be replayed after the chat is gone. That is Master Plan 2: institutional memory that compounds across the equity lifecycle, not a transcript you lose.

End-to-end AI. A future-proof lifecycle.

Invite-only, built on Master Plan 2: agents initiate the equity research workflow; you still close the morning and the memo. Request a walkthrough of the full loop, or sign in if you already have an account.