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Turns meeting notes into time-aware episodic memory, helping teams recall what changed, when, and why instead of resurfacing stale decisions. Built with Mastra and Elasticsearch.
A research agent that doesn’t just search arXiv. It remembers what this lab currently has a taste for.
AdPilot Memory Arena pits two AI agents against one live ad campaign. As conversions and fraud emerge, Elasticsearch memory helps one avoid past failures, optimize safely, and keep learning.
A living research brain that remembers what you thought, tracks how your ideas change, and uses that history to discover the questions worth asking next.
Automated loan collections agent
Support that remembers the same customer on every inbound the phone number is the Elasticsearch file, Mastra recalls across calls.
An agent memory copilot that turns scattered group trip decisions into safe, explainable recovery plans when disruptions change everything downstream.
"WHY ARE YOU DOING IT THIS WAY, UNDO EVERYTHING, IVE EXPLAINED THIS BEFORE 500 TIMES TO YOU" If you never want to say this to your agent ever again then Mastra and ES is all you need
Agent memory that knows when it has expired. Cascade learns incident runbooks from experience, reuses them instantly, and refuses any runbook the moment the policy it was built on changes.
Agents treat everything they remember as equally true, so they act on preferences you abandoned. This one weights memory by recency in ES|QL — supersession as retrieval, not storage.
An AI agent that tracks what public figures say over time and scores their consistency. Altman: 40%. Amodei: 92%. Name anyone and it builds a receipt in 15 seconds. Two tiers of truth, clearly labeled
Shared memory for an IT servicedesk department — recalls any teammate's fix instantly, and never lets an unverified guess become settled truth.
Meet Elastra: Mastra decides, Elasticsearch remembers, and Elastra adapts. Elastra isn’t another route planner. It is travel intelligence that remembers what matters.
AI hotel search that remembers your travel preferences and automatically pins personalized stays and nearby places on the map.
PR's revision
The memory agent query the learning topics and the related information to help students prioritize their study schedule along the school period.
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