| user: | 18Deepnar |
| created: | September 15, 2026 |
| karma: | 0 |
| about: | A third-year undergraduate pursuing a Computer Engineering degree specializing in information retrieval and long-term memory in large language models. Single hand author of a local-first LLM memory system and of LSREP, the longitudinal protocol designed to assess the system — made public for free with a finalized manuscript ready for submission to an academic journal. The project comprises constraint solvers, async services and schema design, statistical investigation that concludes if the innovation is worthwhile, and elevator pitch — led teams of six people in local level hackathons and competitions. |