Insights from the LangTalks episode “62 - AI R&D Rollout | Iko Azoulay (Salt Security)”, published February 7, 2026.
In "62 - AI R&D Rollout | Iko Azoulay (Salt Security)" (LangTalks, February 2026), engineering teams must shift from manual coding to 'Alignment Engineering,' where AI agents handle end-to-end development workflows. The key is integrating AI across planning, requirements gathering, and design phases, ensuring humans…
In "62 - AI R&D Rollout | Iko Azoulay (Salt Security)", This moves beyond simple coding tasks into the orchestration of agents that manage complex workflows across a full product lifecycle. It represents the new frontier of development, where the human role is to define the boundaries and validate the outcomes…
In "62 - AI R&D Rollout | Iko Azoulay (Salt Security)", Effective agents require a deep understanding of components, dependencies, and business logic across multiple repositories. Providing this context in a hierarchical manner is the difference between a stalled agent and one that can build complete features.
In "62 - AI R&D Rollout | Iko Azoulay (Salt Security)", This loop is crucial for quality assurance in automated SDLC, moving from human-only validation to a multi-tiered approach where AI acts as the first line of defense in catching edge cases and requirements gaps.
Engineering teams must shift from manual coding to 'Alignment Engineering,' where AI agents handle end-to-end development workflows. The key is integrating AI across planning, requirements gathering, and design phases, ensuring humans maintain oversight while machines execute tasks with hierarchical context.
