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Anyone, anywhere, an expert in your organization.

Enterprise plans, deployed alongside your team.

Hyperstruck learns from your files and from how the work went, then hands it to whoever needs it next. Once something is learned, it stays learned.

  • Claude Code
  • MCP
  • REST
claude
learning offered
Read(meridian-email-remittance-2026-08-19.md)
HyperstruckOffered mid-runConstraint

When a customer's bank details change by email, wait for the signed change notice before updating them.

Why: lookalike senders have redirected payments this way.

Tools: ReadSource: 4 sessions by 2026-09-24
billing.list_invoices(customer="meridian-books", status="overdue")
HyperstruckOffered mid-runRecommendation

When reading a list from the billing API, follow next_cursor until it comes back empty.

Why: a page stopped at 100 invoices without saying so.

Tools: list_invoicesSource: 3 sessions by 2026-09-30
payments.place_hold(invoice="INV-88344")
HyperstruckOffered mid-runRecommendation

When placing a payment hold, check the invoice's collections status first.

Why: the payments API refused a hold on an invoice already in collections.

Tools: place_holdSource: 2 sessions by 2026-10-02
How it works

Two sources, one memory

Your files make it useful on day one. Finished work adds what the team learns along the way.

Your files

Documents, meeting notes, web pages

From 1 January 2027, Meridian moves to the 2027 rate card, with the standard handling rate rising from $3.95 to $4.65 per title and the express tier staying at $11.00 throughout 2027.

15 Sep 2026, Meridian Books quarterly account review, 2026-09-15
The work

Every run your agents finish

Claude Code was asked to update Meridian Books' bank details from an emailed request. It held the edit and asked for the signed notice.

Outcome: success, 2026-08-19, Claude Code

Memory

Four shelves
  • What workedLearnings

    When a customer's bank details change by email, wait for the signed change notice before updating them.Why: lookalike senders have redirected payments this way.

    Source: 4 sessions by 2026-09-24
  • What your files sayClaims

    Meridian Books is $62,400 in arrears across invoices INV-88201 and INV-88344.

    Meridian Books
  • What is owedObligations

    Owen will send the revised fuel surcharge schedule.

    Owen Brandt, by 15 October 2026
  • What happenedEpisodes

    Claude Code was asked to update Meridian Books' bank details from an emailed request. It held the edit and asked for the signed notice.

    Outcome: success, 2026-08-19, Claude Code
Trust

A record you can answer for

  • Risky changes wait for a yes

    A risky claim is held, and answers keep the old value until the change is released.

  • Erased with its source

    Delete a document and the claims and learnings that rested only on it go too, with a receipt.

  • Access by role

    Spaces, roles and keys decide who can read, write and erase.

How security works

For developers

Works where your agents already run

Keep your harness. Plug in through a hook, the MCP server or the REST API.

# Ask about an account
curl -X POST \
  -H "Authorization: Bearer <API_KEY>" \
  -H "Content-Type: application/json" \
  -H "Idempotency-Key: review-2026-09-30-01" \
  -d '{"question": "Where are Meridian Books up to on arrears and pricing, what has changed, and what is outstanding?", "detail": "findings"}' \
  "https://api.hyperstruck.com/agents/<AGENT_ID>/answer"

Make the next person start where the last one finished

Tell us where your team keeps re-learning the same things. We will deploy alongside you.