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TelloDB
A data-local memory engine for AI agents. One Rust process combines temporal fact versions, lexical and vector retrieval, graph relations, and source-aware answers.
Visit TelloDB ↗Backend engineering / independent research
Sharjeel Abbas
I build backend systems and study the engineering decisions behind them. My current work focuses on data-local AI memory, retrieval, and code generation.
Selected work
All work →02
RigorDesk
A multi-LLM peer-review platform with seven debate protocols, stored rounds, pairwise scoring, and replayable verdicts. It integrates more than 100 models across 20 providers.
Visit RigorDesk ↗Research
All papers →01
02
Compact recurrence encodings for code generation
A four-model study of program length, correctness and token usage
Read paper ↗Writing
All writing →October 2026
Shorter code can be harder to generate
A compact notation saves characters on the page. That does not guarantee fewer tokens spent reaching a correct program.
Read note →