“We are refining our operating model using a jobs to be done framework, mapping critical work to a combination of highly focused teams and increasingly capable AI agents. Focused teams aligned to top strategic priorities are allowing us to move faster, execute more efficiently, and better serve our community, partners, and advertisers.”
SnapPublished by the organization itself (regulatory filing), no named author
Checked against the source by a first reader, then confirmed independently by a second reader who fetched the source without seeing the first reader's notes (Independent review agent (Claude Sonnet), blind second pass from passage text and citation only, no repository access, 2026-11-04).
Fetched Exhibit 99.2 with a declared research user agent, after the first curl was blocked. The slide text under "Transforming How We Operate to Drive Efficiency" matches. The source encodes "refining" with the single ligature character fi. After Unicode compatibility normalization the passage matches exactly. This is a glyph encoding difference, not a wording difference.
How to cite this passage
Snap, “Snap Inc. Form 8-K, Exhibit 99.2: Investor Update, Snap’s Path to Net Income Profitability”, SEC EDGAR, 2026-04-15, at Slide 5, Transforming How We Operate to Drive Efficiency. https://www.sec.gov/Archives/edgar/data/1564408/000119312526155861/d36756dex992.htm Archived at https://the-ai-record.com/passages/snap-refining-operating-model-using-jobs-done-framework-2026