agentic workflows
3 published articles
Practitioner guide
LangGraph is not an AI benchmark. It's a process framework that knows when to say no.
A practitioner guide on arXiv argues LangGraph fits specific workflow complexity tiers, not every AI use case. Three executable recipes, SQL analytics with repair loops, agentic RAG with evidence gating, and human-in-the-loop policy review, illustrate where the extra structure pays off and where simpler alternatives suffice. With runnable code and clear carve-outs for overkill scenarios.
2026-07-24
State of the art
Fifteen articles on AI generation reveal three shifts that matter more than any single model
A 15-article series on AI generation reveals three shifts that matter more than any single model: multimodal pipelines have become routine, agentic orchestration is replacing manual chaining, and real-time feedback is turning generation from a gamble into a conversation.
2026-07-11
AI research
Your AI agent passed by accident. SkillCoach grades the process, not the answer.
SkillCoach is a self-evolving rubric framework that evaluates and improves agentic skill-use by analyzing skill selection, following, composition, and reflection processes, providing better supervision than outcome-only metrics.
2026-07-06