The auditors are due again. Duplex tells the team how last year’s visit went, with sources.
Step 1 of 4: The question
What happened last time, with citations.
Ask what happened last time, and Duplex answers from the episodes it learned, with citations.
Persistent threads and sharing. It runs On request.
- 3.7×*Less reading per question than reading the whole history, at forty sessions. See the result →
* Figures from Vareon’s internal benchmarks, not independently verified. Read the disclaimer
A long history, and a short read for every question.
On LongMemEval, a public long-history benchmark, the reading behind each answer levelled off as the history grew. At forty sessions, Duplex read 3.7× less per question than reading the whole history.*
Step 1 of 4: A short history
With a few sessions of history, either way is a short read.*
Every line of the answer says where it came from.
An answer about last time is only useful if you can check it. Each part of it points to the episode it came from.
Step 1 of 4: First ask
The auditors asked for the asset register first.
Duplex tells you what happened, or says it doesn’t know.
Duplex answers from past episodes, each cited and dated. When it doesn’t know, it says so.
Step 1 of 5: Episodes
It answers only from past episodes.
Brings the right history to each step.
Past experience, documents and earlier sessions come into the current step, each labelled by its source.
- Finished work becomes experienceWhat a finished task taught is ready for the next one, within your privacy rules.
- Past experience, brought into the stepA new task starts with what your team learned last time, labelled as past experience.
- Approved documents, with source and versionApproved documents become searchable, each with its source and version.
- The passages a task needsEach step gets the few passages it needs, each one linked to where it came from.
- Context sized to fit, citations keptYour model reads what it needs and nothing more, with every source still cited.
- Sessions and incidents, learned as episodesDuplex learns each session, run or incident as an episode your team can ask about later.
- What happened last time, with citationsAsk what happened last time, and Duplex answers from the episodes it learned, with citations.
See it on your own work.
From your own assistant to every agent your company runs, a pilot puts Duplex on your own work, with the measures agreed before it begins.