Identity, memory, secrets that survive model switch Signet launched a new open-source tool that preserves agent identity, memory, and secrets across model switches, storing state outside any single model or harness. The tool automatically distills sessions into structured memory, supports encrypted credentials, and ranks context to avoid flooding the model window, with early results placing it in the top 10 on the LoCoMo benchmark. ███████╗██╗ ██████╗ ███╗ ██╗███████╗████████╗ ██╔════╝██║██╔════╝ ████╗ ██║██╔════╝╚══██╔══╝ ███████╗██║██║ ███╗██╔██╗ ██║█████╗ ██║ ╚════██║██║██║ ██║██║╚██╗██║██╔══╝ ██║ ███████║██║╚██████╔╝██║ ╚████║███████╗ ██║ ╚══════╝╚═╝ ╚═════╝ ╚═╝ ╚═══╝╚══════╝ ╚═╝ ███████╗██╗ ██████╗ ███╗ ██╗███████╗████████╗ ██╔════╝██║██╔════╝ ████╗ ██║██╔════╝╚══██╔══╝ ███████╗██║██║ ███╗██╔██╗ ██║█████╗ ██║ ╚════██║██║██║ ██║██║╚██╗██║██╔══╝ ██║ ███████║██║╚██████╔╝██║ ╚████║███████╗ ██║ ╚══════╝╚═╝ ╚═════╝ ╚═╝ ╚═══╝╚══════╝ ╚═╝ ␃WPNCODE0␃ ␃WPNCODE1␃ Identity, memory, and secrets that survive the model switch. Signet keeps agent state outside any single model or harness. It preserves the exact record, builds useful context from it, and keeps credentials out of the model window. npm install -g signetai https://www.npmjs.com/package/signetai Ambient Memory Every session is automatically distilled into structured memory. No tool calls, no manual saves — your agent wakes up knowing what happened yesterday. Knowledge Graph Entities and relationships extracted with high precision. Graph traversal allows for deep context retrieval. Inspect Everything Memory is not a black box. Browse, search, and edit through a refined dashboard with full provenance. Cross-Platform A unified agent state layer that keeps identity and memory coherent across every major AI agent harness. Encrypted Secrets Industry-standard encryption at rest. Agents utilize credentials without ever exposing plaintext. Multi-Agent Granular visibility controls. Define isolated, shared, or group memory scopes for swarms. Context Ranking Inspectable ranking, provenance, and dampening keep useful context visible without flooding the model window. Core Ecosystem Early results on the LoCoMo long-conversation benchmark. Only local-first, open-source system in the top 10. Larger evaluation runs in progress. These numbers will change. Methodology and full results → /docs/benchmarks Your agent has memory in five minutes. Install npm i -g signetai or bun add -g signetai Setup Run signet setup , pick your harness, and the daemon starts automatically. Hooks are installed. Identity files are created. Work Open your coding agent and start a session. Memory extraction happens automatically. Next session, context is already there.