Author

S. Vijayvargiya

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#artificial intelligence Sep 2025

Efficient On-Device Agents via Adaptive Context Management

This work introduces two complementary mechanisms: a learned intra-session memory architecture that distills trajectories into an append-only Context State Object (CSO), preserving current state and relevant details from previous steps that may have future utility, while still supporting KV-cache reuse.

S. Vijayvargiya, R. Lokesh · arXiv.org · 3 citations

Preprint Aug 2026

Actionable Hallucination Detection: Translating Latent Uncertainty into Agentic Critique

The Latent Critic is introduced, a lightweight low-rank adapter that operates concurrently with a frozen base LLM's generation to actively restructure the transformer's residual stream---amplifying latent grounding signals and translating them into localized, natural language feedback within a single sequence.

S. Vijayvargiya, R. Lokesh · 2 citations