Two-tier agent memory separates organizational workflow knowledge from individual user preferences
Deployment-level memory captures shared tool strategies and sequencing patterns; user-level memory captures personal templates and communication styles — initially skipping user-level had a significant performance impact
@tonygentilcore (Tony Gentilcore, Glean) — Trace Learning for Self-Improving Agents · · 9 connections
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→ Persistent agent memory preserves institutional knowledge that walks out the door with employees → Context learning spans agent, tenant, and org levels — and you can mix all three → Cross-user knowledge transfer works without fine-tuning — just a database and prompt engineering → Memory is a harness responsibility, not a pluggable component
Referenced by (5)
← Context learning spans agent, tenant, and org levels — and you can mix all three ← Evolving summaries beat append-only memory — rewrite profiles, don't accumulate facts ← Knowledge systems need dual-layer storage — narrative depth and structured queries can't share a format ← Conflicting context causes agent collapse, not graceful degradation ← Memory is a harness responsibility, not a pluggable component