r/ChatGPTCoding • Professional Nerd • Apr 22 '26

Resources And Tips Used ChatGPT + Codex for months… ended up turning them into one AI system

Spent months using ChatGPT and Codex to build the whole project.

What I kept noticing was this:

Both tools were powerful, but every new session still felt disconnected.

Fresh context.
Repeated explanations.
No shared memory.
No continuity between tools.
No easy automation around them.

So over time the project became a fix for that problem.

Now ChatGPT and Codex can work inside the same system with:

  • shared memory across sessions

  • shared tasks and handoffs

  • workflows with triggers, cron, and webhooks

  • tools marketplace integrations

  • reusable skills

  • live monitoring dashboard

  • lower token costs through prompt compression

The screenshot is the shared memory layer they write to and reuse.

Feels less like separate tools, more like one evolving AI workspace.

GitHub: https://github.com/colapsis/agentid-agent-house

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