Linda/Ledger

Write your thesis once. Know the moment it breaks.

Linda Ledger turns the conditions that would prove you wrong into checks that run every evening against SEC filings and prices. When one trips, you get the evidence before you think to look, and every step goes into a record nobody can edit.

Autonomy consolidation · stated 23 Sep 2026
Autonomy enters its capital-intensive consolidation phase

“A member stops being able to fund itself” — runway under 12 months

Holds
Tripped 13 Oct 2026. Lucid's runway: under 2 months (1.6 after the 14 Oct correction): cash and investments $775.5m on 30 Jun 2026 against $2.9bn of free-cash burn in the first half. Source: Lucid Q2 2026 results (SEC 8-K).
Record entry #4 · d599…9853

“Dilution overwhelms holders” — shares up more than 15% a year

Watching

Your thesis, watched every evening

You already wrote down why you own it. Linda Ledger keeps checking whether that is still true.

  1. Upload your memo

    The investment memo or IC note you already have. We turn it into a draft thesis, with each condition linked to the sentence it came from.

  2. Approve the criteria

    Each kill criterion and milestone shows the sentence it came from. You edit, then approve.

  3. We check every evening

    Against new SEC filings, company reports and prices. Missing data says “unknown”, never a guess.

  4. You hear when it changes

    Only when a criterion trips, clears or a milestone is missed — with the number, its source and its date.

  5. Your decision goes on the record

    Hold, trim, exit or retire the criterion, with a reason. Everything is chained and timestamped.

Caught before anyone asked

On 13 October 2026 the check on a robotaxi thesis tripped: one of its four companies had under two months of cash at its recent burn. No one had to remember to look.

The same day, the check also showed its working. Two other companies' runways looked too short because short-term investments weren't counted. We corrected the measurement in public, next to the alert, and the record kept both.

Read the case and verify its record in your browser

Company13 OctAfter the fix
Lucid (LCID)2 months1.6 months
Rivian (RIVN)12 months16.6 months
Pony AI (PONY)19 months92 months
WeRide (WRD)40 months40 months

Criterion: runway under 12 months. It stayed tripped after the fix, because of Lucid alone.

What it can watch

Each check has a precise definition, a public data source and a test, including the case that usually fools a quick script. Anything that can't be measured from public data stays with you, as a review item.

Months of cash

Survival. Known trap covered: cash held in short-term investments counts (Rivian, Oct 2026); a newer 6-K beats older annual XBRL.

Cash minus long-term debt falls below a level

Survival. Known trap covered: investments are cash; operating leases are not debt here.

Shares outstanding grow faster than a limit, year over year

Capital. Known trap covered: a stock split is not dilution (changes beyond -30%/+140% are ignored).

A shelf takedown or equity sale is filed

Capital. Known trap covered: a 424B5 can be a debt deal: the alert says 'filed', not 'diluted'.

Revenue growth

Operations. Known trap covered: foreign filers with only annual figures use the annual basis, labelled.

Gross margin falls below a floor

Operations. Known trap covered: negative gross margins (early manufacturers) are valid values, not errors.

A reported KPI falls for N reports in a row

Operations. Known trap covered: a missing report breaks the run rather than counting as a fall.

An officer or director departs or is appointed

People. Known trap covered: appointments also file 5.02: the alert says 'change'.

An activist 13D is filed on the company

People. Known trap covered: 13D/A amendments count; 13G (passive) does not.

The auditor changes

Governance. Known trap covered: a planned rotation also files 4.01.

An exchange deficiency or delisting notice

Governance. Known trap covered: a voluntary transfer of listing also files 3.01.

The stock closes below a level the thesis names

Market. Known trap covered: adjusted vs unadjusted prices after a split.

The stock has fallen more than a set share since the thesis was stated

Market. Known trap covered: dividends are ignored (price return), stated plainly.

Prior financials can no longer be relied on (8-K item 4.02)

Governance.

A bankruptcy or receivership filing (8-K item 1.03)

Survival.

Anything else you believe

Your judgement. It becomes a review item with a date, so it is never forgotten.

A record nobody can edit, including us

Every thesis version, check, alert, correction and decision is an entry linked to the one before by a SHA-256 hash. Change any entry and every hash after it stops matching.

That gives you something to show investors, an auditor or a compliance officer: what you believed, when you were warned, and what you did. Export it as a file at any time.

{"seq": 4, "kind": "alert.raised",
 "data": {"thesis": "autonomy-consolidation",
          "item": "c1", "from": null, "to": "tripped",
          "detail": "WRD runway 40 months; PONY runway 19 m…",
          "on": "2026-10-13"},
 "prev": "47b9…a6c1",
 "hash": "d599…9853"}

Why it's called Linda

In the best-known experiment on judgment, Kahneman and Tversky described a woman named Linda and asked people which was more likely: a plain fact about her, or that fact plus a detail that fit her story. Most chose the story, even though it can never be more likely than the fact alone.

Investment theses fail the same way. A story that once fit keeps feeling true after the facts have moved. Linda Ledger checks the story against the filings every evening, and keeps the record.

Source: Tversky & Kahneman (1983), “Extensional versus intuitive reasoning: the conjunction fallacy in probability judgment”. Background.

Plans

Prices are for the first cohort and may change before general launch.

Analyst

from $29 a month
For independent analysts, writers and individual investors
  • Up to 10 theses with daily checks
  • Email alerts with evidence
  • A public, verifiable track-record page if you want one
  • Your full record as a file, any time

Firm — design partners

talk to us
For small funds, family offices and advisory firms that do their own research
  • We turn your existing memos into watched theses with you
  • Alerts to email, Slack or Teams; a decision log per analyst
  • A compliance export of the full record
  • Process review: what happened after each alert, by decision

What Linda Ledger never does

Join the first cohort

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