Cognikernel

CogniKernel

[](https://pypi.org/project/cognikernel/) [](https://pepy.tech/projects/cognikernel) [](https://pypi.org/project/cognikernel/) [](LICENSE) [](https://github.com/KanishkNoir/cognikernel/commits/main) [](https://github.com/KanishkNoir/cognikernel/stargazers)

**Your AI coding agent has amnesia by design.** Every session starts from zero — it re-reads the same files, re-derives the same architecture, and re-asks questions you already answered last week. CogniKernel gives the *project* a memory that outlives any one session, so the agent stops paying the same cost twice:

  WITHOUT MEMORY                          WITH COGNIKERNEL
  ───────────────                          ─────────────────
  Session 1                                Session 1
    "explain the auth flow"                  "explain the auth flow"
    -> reads 12 files, learns it             -> reads 12 files, learns it
    -> session ends, all of it lost          -> session ends
                                              -> decisions captured & stored

  Session 2                                Session 2
    "explain the auth flow"                  already knows: the auth flow,
    -> reads 12 files again                  why Redis beat an in-process
    -> re-derives the same thing             cache, and the approach that
    -> session ends, nothing kept            was tried and abandoned
                                              -> picks up where it left off

  Session 3