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Gemini provides a systems-engineering analysis of Dex's architecture, highlighting its stateless transformer core augmented by a state-management system to solve LLM amnesia, and distinguishes engineering achievements from ontological claims.
This paper investigates whether context-injected fine-tuning improves small language models' ability to use retrieved law for legal question answering in Bangladesh. Using Qwen3.5 at 0.8B, 2B, and 4B scales, they find fine-tuning helps at smaller scales but not at 4B, and reduces language drift.
The author points out that the core essence of Agent/Harness is 'context injection', summarizing the key point of the technology in one sentence.
The article shares key insights from a workshop by Boris on using CLAUDE.md for context injection in Claude, highlighting three usage levels, specific commands like /loop, and plan mode to improve developer workflows.