Ricker(@0xRicker):ex Google Senior Engineer: "Most AI agents are almost right." 90% of AI PR agents hallucinate because they have zero repo context. 0 retrieval = 0 grounding = 100% confident nonsense posted to your PR. In this 3-hour workshop, Ayush builds the whole stack live: webhook ingress + fan-out orchestration + 3-layer memory + HITL gate + cost dashboard. Worth more than $100K Stanford LLM senior degree.

2026.08.14 16:29

ex Google Senior Engineer: "Most AI agents are almost right." 90% of AI PR agents hallucinate because they have zero repo context. 0 retrieval = 0 grounding = 100% confident nonsense posted to your PR. In this 3-hour workshop, Ayush builds the whole stack live: webhook ingress + fan-out orchestration + 3-layer memory + HITL gate + cost dashboard. Worth more than $100K Stanford LLM senior degree.

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