Author
Shaheer Ahmed
Recent research
- AI & ComputingOpen access
OPEN-DAG (Part I): Deterministic L1 Memory Invariants for Infinite-Horizon Multi-Agent Systems.
Linear context accumulation is the dominant failure mode of contemporary multi-agent language-model systems. After N execution steps of mean residual length L, concatenating architectures occupy a resident working set of Θ(N·L), exhaust finite windows, and crash. We argue that th...
- AI & ComputingOpen access
OPEN-DAG (Part I): Deterministic L1 Memory Invariants for Infinite-Horizon Multi-Agent Systems.
Linear context accumulation is the dominant failure mode of contemporary multi-agent language-model systems. After N execution steps of mean residual length L, concatenating architectures occupy a resident working set of Θ(N·L), exhaust finite windows, and crash. We argue that th...