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Continuity
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Continuity

A self-evolving memory agent that remembers across sessions, on HydraDB

About This Project

Continuity is a personal memory agent that solves AI amnesia. Most agents forget everything the moment a tab closes. Continuity remembers what matters, forgets what does not, rewrites itself when you contradict yourself, and closes your open loops before you ask. HydraDB is the primary memory layer: every fact is written to HydraDB and every recall is a live query, so your context survives reloads and new sessions with no localStorage.

What a judge sees in 60 seconds:

  1. Open the app and memories restore from HydraDB across sessions. The execution log shows the restore query with a request ID and latency.
  2. Add a fact, hard-reload the tab, and the banner confirms your context survived the tab close.
  3. Say a doctor wants to prescribe amoxicillin and the agent recalls your stored penicillin allergy and warns you. The answer changes because of memory.
  4. A live knowledge graph and an open-loop tracker are reconstructed from HydraDB, and the agent drafts a context-aware follow-up that you approve before it sends.

Continuity is one product across three surfaces on a single HydraDB memory: a web app, an MCP server so the same memory follows you between Claude Code, Codex, Cursor and Gemini CLI, and a 24/7 daemon that drafts your follow-ups. It meets every mandatory requirement: HydraDB as primary memory, autonomous recall across sessions, and context-aware execution with visible execution-log proof.

Live demo: https://continuity-six.vercel.app Source code: https://github.com/vaibhav4046/continuity Built with HydraDB, Nebius, and Lovable.

Built With

JavaScript
Llama
Lovable
React
hydradb

Repository

Continuity: a self-evolving memory agent on HydraDB. Remembers across sessions, supersedes on contradiction, closes open loops. Built with HydraDB, Nebius/Groq, and Lovable.

JavaScript79.2%CSS20.4%HTML0.4%
Last commit 9 days ago

Submitted June 21, 2026 at 3:18 PM