Research at Scriben
Turning real-world context into intelligence.
We build context from real-world conversations so agents can remember what was said, connect it to ongoing work, and prepare the next action for people and teams.
Featured paper
01 / 05Before It Persists: Write-Time Defense for Multimodal Agent Memory
SAGE-Mem moves persistent-memory security to the write boundary, separating transient evidence from durable belief before poisoned context can compound.
Research → Scriben system
This research gives Scriben a governing rule: context must earn persistence before it can influence memory, answers, or action.
Attack writes admitted
1.000 → 0.004
Retrieval contamination
0.158 → ≤0.002
Research led by Agam Pandey, Scriben's Founding AI Researcher. The public repository includes the implementation, tests, benchmark pipelines, and frozen three-seed analysis artifacts behind the reported tables.
See how the research becomes ScribenScriben Product Systems
The full technical path from physical capture and evaluated interpretation to durable context and human-controlled action.
A product systems report on how Scriben turns conversations into inspectable context, durable memory, and user-approved action, with a five-session evaluation of the intelligence layer.
Research principles
Useful intelligence has to remain accountable to the world it describes.
- 01
Abstention is an answer
When evidence cannot support a name, fact, or action, the system should say so plainly.
- 02
Provenance travels with intelligence
A useful output should retain enough of its path for a person to inspect where it came from.
- 03
The row is the switch
Privacy and access controls should resolve from durable server-side state, not presentation or model judgment.
- 04
Humans own consequential writes
The model may structure and propose; authorized people decide what reaches a chart, inbox, or system of record.
Work with us
Bring us hard problems from real-world conversations.
We collaborate on systems that capture real-world conversations, retain useful context, and keep consequential actions under human review.
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