Joao Wenzel on Building a Company World Model with AI Agents

AI Engineer18m 56s
Joao Wenzel in a light blue T-shirt beside the blue and white headline on black.
0 comments · 0 votesOpen discussionClose discussion
Sign in to join the discussion

    Joao Wenzel describes using AI agents to bring together organizational information from formal records and informal workplace sourcesContext engineering designs how relevant instructions, evidence, state and tool information are assembled for a model's task..

    He compares the system to a state estimator: beliefs are updated from new observations and become less certain as evidence ages.

    He discusses evaluating those beliefs against later outcomesEvaluation is the systematic assessment of a system's behaviour or results against explicit criteria. and asking people for corrections when uncertainty and stakes justify it.

    Original YouTube thumbnailWatch on YouTube

    Video topic coverage

    • Agents & workflows94
    • Coding & tools0
    • Models & learning55
    • Infrastructure & compute33
    • Research & evaluation75
    • Safety & security0
    • Business & productivity100
    • Creative & media0
    • Robotics & perception0
    • Society & policy0

    Share this video

    Joao Wenzel in a light blue T-shirt beside the blue and white headline on black. With WWW.ARTIFICIAL-INTELLIGENCE.VIDEO, 8 November 2026 and duration 18m 56s.

    Joao Wenzel describes an agentic system that maintains and updates a company world model from workplace evidence.