A 2026-ready interview kit: design prompts, coding tasks, take-homes, and rubrics for hiring ML engineers in video, recommender, and moderation systems.
Hands-on 2026 guide: build an internal Gemini-style assistant to triage tickets, generate code, and query CI securely.
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Design an 8-week 'AI Video Ops' certification—hands-on labs for CI/CD, cost optimization, moderation, and dataset governance tailored to 2026 needs.
A multi-stage community challenge: design scalable moderation systems, build robust deepfake detectors, and run incident-response drills for platforms in 2026.
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Build a portfolio-ready prototype for tabletop streams with chat, clips, highlight reels, and moderation—ship an MVP and demo in weeks.
Prototype hybrid on-chain/off-chain creator royalties: fast off-chain clearing, Merkle-root anchors, EIP-712 vouchers, CI security, and legal traceability.
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Learn what Apple using Gemini means for startup LLM procurement, vendor lock-in, and how to architect flexibility with actionable checklists.
