This final week was about turning a draft into something that others could use without me. My manager, Kriti Mittal, and the head of the Policy team, Anumita Raj, reviewed the brief and gave me two clear recommendations: expand the section on AI skepticism and describe the use cases in more detail. Both changes improved the brief. The skepticism section now says more precisely where AI is likely to disappoint and why, and each use case now explains what it would involve and what must be in place for it to work. Their feedback reflected a principle I care about, which is that a brief about technology for public good should invite doubt and not only enthusiasm.

The final brief has been sent to all participants in eGov's planned workshop, which aims to bring communities, policymakers, and technologists into the same room to discuss solutions. It has also been shared within eGov to inform how software teams approach the problem. The workshop was delayed until after I left India, so I will not see how the brief and my stakeholder map are used in the room. That was disappointing, but it also clarified what leadership asks of you at a handoff: building something clear enough that it can work without you.

The tangible outcomes of the project are four direct conversations, a map of 33 stakeholder groups, and a brief that assesses AI applications across five stages of air quality governance and argues that they depend on shared data foundations and capable institutions. I am also clear about what the project did not do. I did not reach the eight to ten conversations I planned, and I did not speak directly with the communities most exposed to air pollution. I tried to make that gap useful by mapping those communities and building the case for including them in the workshop.

The Laidlaw attributes most visible this week were translating knowledge into action and collaborative leadership. Several character dimensions were tested across the six weeks. Humility mattered as I learned a new field from people with far more experience. Adaptability mattered when the project changed direction. Judgment mattered in deciding what the evidence supported, and responsibility mattered once other people might act on my claims.

The experience changed my understanding of leadership. I began the placement thinking about what I could produce. I am leaving with a stronger sense that leadership means listening first, recognizing the expertise of others, being honest about the limits of your own work, and creating structures that continue after you leave. It also deepened my sense of what it means to be a global citizen. My Indian and American backgrounds gave me two lenses, and I learned to use them to ask better questions and not to assume that tools or ideas travel unchanged from one place to another.

In the months ahead, I will carry these lessons into my studies in technology and governance and into any work I do with communities. I will keep asking who is in the room, who is missing, and who has decided that.