Infrastructure for agents that learn from your organization

Real-Time Operational Context for Agents.

Give your agents an evolving understanding of every datapoint across your company operations.

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Trace assembled

Nexus unified Dex captures from CRM, Slack, and policy into one operational trace for the Acme renewal.

847 events ingested today

View trace

Entity linked

Deal · Acme Q3 connected to Owner · Jordan and Policy · Refund in the Nexus graph.

18,704 edges · live sync

Open in Nexus

Skill refined

VP override captured in Dex, Nexus promoted refund-escalation-v3 as an org-specific skill.

96% precedent match rate

View skill

CaptureReason & ActGraphLearn

FIG 1: REVOPS AGENT · ACME RENEWAL

Capture

Reason & Act

Trace assembled

Nexus unified Dex captures from CRM, Slack, and policy.

847 events today

Graph

Entity linked

Acme Q3 deal linked to Jordan and refund policy in Nexus.

18,704 edges

Learn

Skill refined

Override in Dex, Nexus promoted refund-escalation-v3.

96% match rate

FIG 1: REVOPS AGENT · ACME RENEWAL

Problem

The Operational Intelligence Layer Your Agents Have Been Missing.

Institutional knowledge rarely becomes a living model agents can reason over. Companies rely on two sources of intelligence, and neither was built for agents.

Systems of record

CRMs, docs, and SOPs store outcomes, not the reasoning that produced them.

Action in motion

Browsers and product surfaces hold the decisions that never get recorded.

What We're Building

Nexus and Dex

Context Engine and Capture Layer that reason over how your company actually operates.

Automations

Tasks that run on your schedule or in response to events.

Today

3 Vendor Contracts Flagged for Rene…Acme SaaS license, CloudNet hosting, and SecureID contracts approac…Vendor Contract Renewal Alerts8:47 AM

Team at 92% CapacityEngineering and support teams nearing max headcount allocationCapacity & Headcount Tracker6:00 AM

Ops Dashboard CompiledSLA compliance at 98.2%, 4 open P1 tickets, revenue on trackDaily Ops Dashboard Brief7:00 AM

All Systems OperationalNo anomalies detected across 12 monitored servicesPeriodic Heartbeat (Dex context)6:00 AM

Yesterday

Headcount Within BudgetEngineering headcount 12% over Q3 planCapacity & Headcount Tracker6:00 AM

Daily Brief DeliveredSLA compliance at 97.8%, 6 tickets resolved, CSAT score 4.6/5Daily Ops Dashboard Brief7:00 AM

All Systems OperationalNo anomalies detected across 12 monitored servicesPeriodic Heartbeat (Dex context)6:00 AM

Mon Jul 13

Staffing Levels ReviewedWeekly capacity review complete, 1 role flaggedCapacity & Headcount Tracker6:00 AM

Monday Brief SentWeekly ops brief sent to leadership channelDaily Ops Dashboard Brief7:00 AM

Renewal Deadline MissedDataPipe contract expired, legal notifiedVendor Contract Renewal Alerts9:15 AM

Weekly KPIs Published14 metrics updated, 2 incidents flaggedWeekly KPI & Incident Report8:00 AM

2 New Workflow Patterns FoundIdentified recurring manual steps in vendor onboarding…Workflow discovery (Dex context)9:00 AM

All Systems OperationalNo anomalies detected across 12 monitored servicesPeriodic Heartbeat (Dex context)6:00 AM

Nexus

Auto-generate knowledge files and skills from operational traces, at the accuracy people spend hours building manually.

Dex

Reason over full context, act across your workspace, and learn from every approval and override.

Why it matters

For individuals

Dex connects Gmail, Docs, Slack, and your CRM in one workspace, so you stop copy-pasting between tabs.

For teams

Nexus builds a living model of how your company decides, timelines, precedents, and permissioned agent communication.

Vision

Software Built for Humans to Navigate. The Next Era Is Built for Agents to Execute.

What agents reason over

Decisions, precedents, and org logic, not generic training data.

How agents learn

Approvals, edits, and overrides refine the model continuously.

Where outputs land

Surfaces that feed intelligence back into the loop.

How It Works

Capture Context as Work Happens.

Action traces plus system data, maintained into a structured model of organizational reality.

Continuous Capture of Work as It Unfolds

The browser exposes the last mile of knowledge work that APIs never see. Systems record outcomes, we capture the traces that lead to them.

A Living Operational Model

People, actions, timelines, ownership, and causality, connected in one graph that updates as work happens.

Agents That Learn From Interaction

Approvals, edits, and overrides become precedent, the signal that separates generic agents from org-specific ones.

Why Now

Building Agents Is No Longer the Hard Part. Context Is.

Enterprises pay Palantir to reverse-engineer years of workflows. Most companies lose operational knowledge as they scale, with no way to capture how they actually decide.

Legacy approach

Palantir, FDE-Heavy

Engineers embedded for months. Custom ontology built by hand. Super expensive. Enterprise-only.

Thirdlayer

Capture as You Work

Dex observes real operations and builds the context layer continuously, no forward-deployed engineers required.

	Palantir	Notion	Glean	Thirdlayer
Approach	Custom ontology via FDEs	Agents on page/database context	Enterprise search → context graph	Capture traces + live graph
Setup	Months, on-site engineers	Manual workspace build-out	IT integration + indexing	Works as you operate
Learns from	Structured system data	Notion content & relations	Stored documents & apps	Action traces + approvals
Best for	Large enterprises	Teams in Notion	Enterprise search	Series A+ ops-heavy teams

Endgame

The Full Stack for Building Truly Agentic Software.

Real-time operational context, captured in Dex, reasoned over in Nexus.

Dex

The Browser Agent Powered by Nexus.

Full operational memory across your workspace. Every interaction feeds Nexus.

Explore Dex →

Resources

In the Conversation on Context.

Curated reading on knowledge files, context graphs, and the agentic era.

View resources →

The Operational Intelligence Layer Your Agents Have Been Missing.

The full stack for building truly agentic software.

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