Every company has the data. Almost nobody can use it.
Every tool holds a piece. None of your AI agents can see it.
Sales
crm/acme-corp
customer record
- Plan
- Annual, renews Dec 2026
- Discount
- 20% through Q4 2026
- Applied
- 5 Sep 2026, billing (automatic)
- Context
- not recorded
A rate, a date, a system user. The rest of the story is somewhere else.
sales sync transcript
recording expires dec 2026
“Let’s give Acme a 20% discount through Q4 if they sign the annual plan.”
“Fine. An amendment to the existing agreement, I will not redraft the whole thing.”
The whole story. Gone in 90 days.
Engineering
payments/cache_workaround.ts
git blame
a41f9e3 maya 2023-03-14 if (tz === FIXED_OFFSET) {
a41f9e3 maya 2023-03-14 return cachedWindow(ts); // workaround
9c02b1d tomas 2023-03-14 }
7e55d20 priya 2022-11-02 const window = schedule(ts);
A diff, a name, a date. The rest of the story is somewhere else.
#incident-payments
archived aug 2023
“The proper fix touches three services. We don’t have 48 hours.”
“Ship the cache workaround. We’ll document it after launch.”
The whole story. Gone when the channel was archived.
Stories are lost,and mostly never found.
How it holds up
Not your messy data.
Not just a graph.
A complete ontology.
It knows what each thing is, who may see it, and where it came from.
- Typed
- A deal, a contract and a line of code are never confused.
- Governed
- Each person sees only what they can open at work.
- Sourced
- Every answer points to where it came from.
one record, typed
Decision
20% off for Acme, through Q4
sees: sales, finance
Customer
Acme Corp
sees: account team
Person
Ayşe K., Head of Sales
sees: everyone, name only
Agreement
Acme MSA, amendment 2
sees: legal, sales lead
Code
billing/discount_code.py
sees: engineering
- 125 object types
- 69 kinds of relationship
Companies grow, work never ends.
Mithrandir keeps up, and secures the history.
Always today's answer. Every past version kept.
- Mar 2024
Agreement
Net-30, in Acme MSA clause 7.2
held Mar 2024 → Aug 2026
status: replaced, still on record
- Aug 2026
Decision
Net-45 for Acme, annual plan prepaid
context: Acme pays every vendor on a 45-day cycle
status: current
- Aug 2026
Agreement
Net-45, in MSA amendment 1
supersedes: Acme MSA 2024, clause 7.2
status: current
- Sep 2026
Code
billing/terms.py
note: corrected by Finance from “a one-off favour” to the prepay condition
status: earlier version retired
- What holds now comes first
- Every agent answers with what is in force today.
- Nothing is rewritten
- “What did we agree in 2024?” still has an answer.
- People settle what is wrong
- One flag, and the correction becomes the answer.
Remember.
Every company needs agents that know it. We are here for that.
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Last updated 21 October 2026 · Mert Uzun, co-founder