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A solo founder running 16 AI agents orchestrated via Paperclip shares what broke and worked, including hallucinated feature promises mitigated by a QA agent, and code-level enforcement replacing prompt rules.
GLM 5.2, a text-only model, outperforms Fable 5 in website design when paired with Browser Use v2 multimodal QA subagents, enabling iterative improvement at low cost.
This paper presents SANA, a diagnostic ablation framework for exploratory question answering (EQA) over data lakes, which decomposes end-to-end agent failures into search, planning, data analysis, and policy components. Evaluations on LakeQA and KramaBench reveal data analysis as a consistent bottleneck, with search being a major limitation in large-scale settings.
Chat LangChain has been revamped and re-open sourced as a production-ready documentation assistant agent built with LangGraph, capable of handling nearly 2 trillion tokens per week.