AI agents need context, not just prompts
Why useful software agents depend on connected issues, signals, calls, initiatives, teams, insights, and reviewable automation.
Engineering · Jun 8, 2026All articles
Notes on AI-native business software, operating systems for modern teams, and the product decisions behind Atrium and Forge.
Why issue tracking is breaking
Why task-first backlogs struggle when modern software teams need signals, context, agents, automation, and a shared work graph.
Operations · Jun 8, 2026
Why flexible CRM data models matter
Why custom objects, attributes, relationships, lists, and views become the context layer AI needs to understand real customer work and act safely.
Engineering · Jun 8, 2026
What agentic AI changes in CRM
How agentic AI helps CRM work move from isolated tasks into connected workflows across records, lists, outreach, reporting, enrichment, and safe actions.
Research · Jun 8, 2026
The end of manual CRM hygiene
How Atrium reduces CRM cleanup by turning communication activity, enrichment, interaction fields, duplicates, and AI autofill into connected workspace signals.
Operations · Jun 8, 2026
From system of record to system of action
Why the CRM can no longer stop at storing customer truth, and how Atrium brings records, lists, enrichment, workflows, campaigns, reports, tasks, and AI closer to action.
Operations · Jun 8, 2026