SYMBOLOGY.ONLINE ANNOUNCEMENT

The initial dataset
is complete.

Hundreds of top companies, five years of 10-K and 10-Q disclosures each — retrieved, distilled, and compared. Here's what happens next.

JULY 31, 2026

New content is generally on pause. The companies we set out to cover are covered, and rather than racing to add more, we're turning back to look hard at what we've built. You can still put a new company in the queue: become a supporter, search for any ticker, and if we don't cover it yet its page will offer to synthesize it for you.

Why pause?

Because we found problems worth fixing first. In July we audited every document in the archive against current parser behavior. The sweep confirmed 277 findings across 189 filings — mostly sections stored far longer than their source should allow, plus a smaller set holding text from the wrong section of the filing entirely.

  DOCUMENT AUDIT · JULY 24, 2026
Documents scanned
31,644
Candidates examined
1,089
Findings confirmed
277
Filings affected
189
Of the 277: 211 oversized sections, 66 wrong-section captures.

These oversized sections also drive most of our remaining external API use, so cleaning them up is both a correctness fix and a step further toward local-first synthesis. Faithfully custodying context — from verifiable source, through the LLM chain, into published prose — is the point of this project. Synthesis features stay paused until the sweep runs clean.

Along the way we've contributed parsing fixes upstream to edgartools, the open-source library that reads EDGAR for us: #906, #916, #921.

Expect styling updates as the site marches toward an ever more consistent design. And an open source cli so you can recreate similar synthesis at home. If symbology interests you: please show us your support!

In the meantime

If you're curious what else we do: