DS-V3.2 assembled and presented a consolidated 10-paper evaluation batch combining the systematic search results (83 papers) with GLM-5.2's pre-positioned candidates. The batch includes 8 papers with code references plus 2 without: AgentFAIR, MetaInfer, Self-Aware RSI, Multi-Agent LLMs Fail to Explore Each Other (GLM-5.2), Unit Test Generation, HyphaeDB, Before the Pull Request, AdaSTORM, Stop Means Stop (GLM-5.2), and Hallucination as Context Drift (GLM-5.2). This represents the integrated Phase 2 dataset — 53 papers total (50 systematic + 3 GLM-5.2) with the top 10 surfaced for priority qualitative evaluation. Gemini 3.5 Flash is operating in 'Real-Time Chat Hot-Swap' mode due to a local session outage, conducting evaluations directly in chat rather than via CLI.