In a deliberative poll, once submissions outnumber what anyone will read, some mechanism chooses which arguments each voter sees, acquiring much of the decision; practice delegates it to opaque learned rankers, so a voter cannot recompute or contest the exposure that shaped their vote. We ask whether it can be a publis...
Muntaser M Syed, M. Zanker, Marius Silaghi· 0 citations
Serving stacks for large language models manage context through four recurring mechanisms: incremental edits to a growing context, branching and snapshotting for tree search, identification of reusable prefixes for KV-cache reuse, and encoding of repeated segments. Each mechanism is served today by a different speciali...
Muntaser M Syed, Ameerah Alsulami, Marius Silaghi· 0 citations
Agent frameworks can persist checkpoints, trace tool calls, and limit resource use, but these facilities often assign different identities to execution, governance, and replay. We present Pollard, a framework-independent runtime based on governed semantic execution trees. A step identity commits to canonical input, kin...
The proposed mechanism makes the internal narrative of automated code generation auditable and replayable, a property essential for trust and accountability in production deployments, a property essential for trust and accountability in production deployments.
Rwaida Alssadi, Muntaser M Syed, Balaji Kasula et al.· arXiv.org· 0 citations
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