proactive-agents

Self-hosted personal AI assistant with MCP-native, bio-inspired memory. OpenClaw-compatible skills. LoCoMo F1 0.48 vs 0.38.

Local workspaces for independent agent sessions: useful peer messages, opt-in Pi wakeups, and portable checkpoints.

Next-Gen AI Personal CRM: Proactive relationship intelligence powered by local-first AI and wearable context.基于本地优先与 Agent 技术的下一代 AI 个人 CRM，让社交关系维护从“手动记录”走向“主动关怀

ProMediate — open-source benchmark for evaluating proactive AI mediators in multi-party negotiation (Liu et al. 2026, arXiv:2510.25224)

Asking for What Was Never Requested: horizontal and vertical proactivity in LLM agents. Need-graph metrics (no LLM judge) and Q&D, which trains a questioner from the consequences of its questions.

Proactive agent activation layer for real-world cues

Reference TypeScript SDK for World2Agent — build sensors and consume signals with one schema across all sources.

Structured personalized memory and proactive clarification for long-horizon LLM agents — research project and reference runtime (Apr–Jul 2026).

Stop your AI companion from living the same day twice. Anti-repetition prompt composition for agents that send proactive, recurring messages.

Reproducible Pi-Bench runner for comparing Mem0 and LightMem with Docker orchestration, trace reconstruction, and usage analysis.

Pi-Bench research workspace for proactive-agent evaluation, memory-backend integration, experiment orchestration, and diagnostics.