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Krishnu Gupta

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#small language model Open access Sep 2026

Prompting Strategy Evaluation for Offline Code Generation Agents on Resource-Constrained Hardware: A Comparative Study of Sub-2B Parameter Models

The deployment of large language model (LLM)-based code generation agents typicallyrelies on cloud infrastructure, limiting their applicability in air-gapped, low-resource, oroffline environments. This paper investigates the feasibility and effectiveness of runningsub-2B parameter LLMs as offline code generation agents...

Krishnu Gupta · 0 citations
#small language model Open access Sep 2026

Prompting Strategy Evaluation for Offline Code Generation Agents on Resource-Constrained Hardware: A Comparative Study of Sub-2B Parameter Models

The deployment of large language model (LLM)-based code generation agents typicallyrelies on cloud infrastructure, limiting their applicability in air-gapped, low-resource, oroffline environments. This paper investigates the feasibility and effectiveness of runningsub-2B parameter LLMs as offline code generation agents...

Krishnu Gupta · 0 citations

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