AI Continuity and Knowledge Architecture Across ToolsAI Continuity and Knowledge Architecture Across Tools
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I build the continuity layer that lets AI assistants keep your , rules, and source-of-truth straight across tools and models — without you re-teaching the history every session.
THE PROBLEM
Anyone using more than one AI tool lives the same pain: every new session starts from zero, projects blur together, an old document gets treated as current, and the assistant confidently continues from stale state.
WHAT I BUILT
A project-routing and cross-model continuity architecture (the Global Continuity Router, packaged portably as the VERA Context Bridge):
Explicit project activation and mode persistence
Authority ordering — newest instruction → newest canon → tracker → current conversation
Project isolation, so one project's state doesn't contaminate another
Drive-backed recovery and source-of-truth locations for each project
Hard stops when the authoritative source can't be established, instead of guessing
A portable context package so a different model can reconstruct the working rules and then retrieve current truth, rather than inheriting a stale snapshot
WHAT I CAN DO FOR A CLIENT
Design a continuity / knowledge architecture for a founder, team, or practice juggling multiple AI tools
Organise projects, source-of-truth documents, and trackers so an AI retrieves the right, current version
Build context/onboarding packages that bring a new AI tool or team member up to speed without a week of backstory
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Kapil's avatar
I'd version the context package against its Drive sources so a long session can't keep applying rules from an older document. Does the router recheck source revisions before it acts, or only when the session starts?
Phillip's avatar
It rechecks before substantive actions, not only when the session starts. The continuity flow compares the newest dated/versioned canon in Project Sources with the copy in Drive’s LATEST folder, and if they disagree it uses the newer valid version. When the canon itself changes,...
Phillip's avatar
Previously the new source canon was generated in chat and the save state a human directed action, but if the user neglected to save the new canon and/or upload to sources then the model would revert to the previous file. In this instance the model is always comparing the latest...
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Creatives on Contra have earned over $150M and we are just getting started