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1. ikp ikp Public

   IKP: Incompressive Knowledge Probes

   Python 112 11

2. user-as-code user-as-code Public

   Executable memory for personalized agents: represent a user's memory as typed Python state + constraints an interpreter can run, instead of retrieved text. Code, experiments, and reference implemen…

   Python 19 3

3. PreAct PreAct Public

   PreAct: Computer-Using Agents that Get Faster on Repeated Tasks (arXiv:2606.17929). Compile successful runs into verified state-machine programs and replay them 8.5–13× faster with no per-step LLM …

   Python 19 2

4. user-as-engram user-as-engram Public

   A user's facts become a few rows in a content-addressed memory table — not a rewrite of the model. Paper, code, data, and interactive site for "User as Engram" (arXiv:2606.19172).

   Python 18 1

5. programmable-kv programmable-kv Public

   Models Take Notes at Prefill: KV Cache Can Be Editable and Composable (arXiv:2606.17107) — paper, code, results, and interactive companion.

   Python 16 2

6. aoi aoi Public

   AOI: a model-agnostic perception layer giving computer-use agents adaptive video + audio perception with zero retraining, plus DynaCU-Bench (100 dynamic browser tasks). Paper + benchmark + code.

   HTML 14

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