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Open Timeline Engine – Local first behavioral cloning for AI agents via MCP

2 points| joeljoseph_ | 3 days ago |github.com

3 comments

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joeljoseph_|3 days ago

[Experimental Project]

I use both OpenAI Codex and Claude Code daily on the same codebase. The biggest pain — they don't share memory. Claude fixes a bug, Codex repeats it next session. Every session starts from zero.

So I built Open Timeline Engine — a local-first engine that captures your decisions, mines patterns, and gives any MCP agent shared memory.

It also support gated autonomy

pavel_man|3 days ago

Interesting approach. How do you handle long-term drift or incorrect pattern capture?

If the system mines behavioral patterns from decisions, I imagine there’s a risk of reinforcing mistakes over time. Do you have a mechanism for pruning, versioning, or validating learned memory before it propagates across agents?