engblogs

A detailed look at Spotify's Vedder data assistant, showing how a domain-clustered context layer, curated datasets, vetted Q&A pairs, and human oversight enable scalable, trustworthy data insights across a petabyte-scale warehouse.

How Spotify's Vedder uses a cluster-based context layer and human-curated data agent to scale domain expertise into trustworthy, SQL-driven data insights.

Lyft's Metric Semantic Layer unifies metric definitions with centralized governance, YAML-based configurations and templated SQL to scale data definitions across teams.

Lyft's Metric Semantic Layer provides a centralized, governed repository of metric definitions—described in YAML and rendered into standardized SQL—creating a single source of truth that scales metrics across teams.

Explores Mojo 1.0 Beta, Community Mojo Libraries, and MAX-powered real-time patient conversations within Modverse #55.

Global funding and strategic frameworks to scale multi-agent AI safety research, tackling emergent behaviors through sandbox testbeds, agent networks, infrastructure, and oversight across an international research ecosystem.

DiffusionGemma is a 26B Mixture-of-Experts diffusion-based text generator that outputs 256-token blocks in parallel, delivering up to 4x faster GPU inference for speed-critical, local, interactive workflows with trade-offs in output quality versus autoregressive Gemma 4.

A people-first, exploratory blueprint for industrial policy in the Intelligence Age, outlining early AI policy ideas, funding through fellowships and grants, and a democratic process-driven path to broad, inclusive benefits.

Nextdoor's core platform team uses Codex to shift from prompt-driven development to outcome engineering, enabling end-to-end ownership, faster product delivery, and a focus on the desired results and overall product experience.

A concise guide to OpenAI's people-first industrial policy ideas for the Intelligence Age, outlining democratic, grant-backed pathways to expand opportunity and ensure AI benefits for all.

Explores early, people-first industrial policy ideas for the Intelligence Age, detailing funding programs, fellowships, and democratic engagement to ensure AI benefits are broadly shared.

Nextdoor's platform team shows how Codex lets engineers own the product experience end-to-end, embrace outcome engineering, and ship faster by turning individual expertise into broader product impact.