ALT Applied AI build-path diagram titled Build the release gate first. It shows three steps: bound one useful decision, test normal, edge and failure cases, then use a written acceptance rule to pass or hold the release. The image is explicitly labelled conceptual with no performance data.
ALT Original editorial data engineering infographic. A conceptual pipeline runs INGEST to VALIDATE to DEDUP to PUBLISH. Invalid items branch to QUARANTINE. Suggested proof of work: inject missing IDs and late timestamps, and verify safe reruns. Not a functioning software interface or actual job advertisement.
ALT Original editorial graphic illustrating analytics engineering: the chart looks right but the metric needs a definition. Conceptual paid_orders calculation with checks for unique order identifiers, non-null order IDs and allowed statuses. A hypothetical build exercise, not a job advertisement.
ALT Original editorial diagram for part 1 of Practical Paths into Data & AI. Three suggested proof-of-work artifacts: analytics, a tested metric; data engineering, a resilient pipeline; applied AI, a feature with evaluations. Editorial career guidance, not a vacancy.
ALT Official MIT News visual for HardFlow, showing an abstract network inside a constrained boundary with lock icons. Credit: MIT News; iStock. Used unchanged under MIT News terms.
ALT NASA-IBM Lunar Foundation Model ice-detection example. Multiple lunar terrain inputs, including aspect, slope and maximum surface temperature, are combined into an output highlighting areas considered more likely to contain ice. Image courtesy of NASA via IBM Research.
ALT Figure 1 from Matuszczyk et al., Nature Synthesis (2026), showing the Robowski automated chemistry platform and its closed-loop reaction-hyperspace workflow. Source: https://doi.org/10.1038/s44160-026-01096-3. Reproduced unchanged under CC BY-NC-ND 4.0: https://creativecommons.org/licenses/by-nc-nd/4.0/
ALT Whisker-based tactile micro-drone system illustration from lead author Chaoxiang Ye's project page, corresponding to the Nature Communications 2026 work by Ye, de Croon and Hamaza. The diagram shows the 44.1 g drone, two artificial whiskers, barometer-based whisker sensing and the bio-inspired comparison to a rat whisker. Figure/source paper is open access under CC BY 4.0.
ALT Official Virtual Biotech framework illustration showing a coordinating AI scientist surrounded by specialist AI teams for target prioritization, target validation, modality selection and clinical translation analysis.
ALT Conceptual oilfield computer vision safety validation matrix. It compares low light and glare, occlusion and crowding, PPE and task variation, and camera or network failure with what must be proven and the safe response.
