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.
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.
Patterns aren't blindly trusted — they carry confidence scores and need real evidence before they go active. Low-confidence stuff never drives autonomous execution.
If something wrong gets learned, you can deprecate it, reject it, or hard-delete it. There's also explicit "avoid" rules you can set.
Old patterns naturally fade — retrieval is recency-weighted, so stuff that isn't reinforced drops in rank over time. There's also a lifecycle cleanup that prunes stale records.
And even with all that, safety gates still apply. The system won't act on weak evidence — below a confidence threshold it just asks you instead of guessing.
so drift is real, but it's bounded by decay + pruning + manual overrides. If you keep making the same mistake though, yeah, it'll learn that too. That's the honest tradeoff.
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.
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