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Layer 1 · Evidence

Engineering / Technology

Software engineering, platform and technical infrastructure.

The evidence

Observed
Assicurazioni Generali
AI developers / specialists

Generali's Advanced Level provides system developers with masterclasses led by external experts for safe, compliant AI development. Access is gated by formal assessments.

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Observed
DBS Bank
Technology / Engineering

DBS Future Tech Academy (launched Jan 2021) equips the bank's ~5,000-strong tech workforce with applied skills including AI/ML, site reliability engineering, cloud and cybersecurity.

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Observed
INECO
Engineering / Technology

INECO provides advanced modules for technical teams and has delivered specific training to employees involved in AI design, deployment or supervision.

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Observed
Palantir Technologies Inc.
Engineering / Technology

Palantir provides in-depth AI literacy resources for engineers using AI daily and customised resources for employees in customer-facing configuration of AI systems.

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Observed
Kaspersky
Engineering / Technology

Kaspersky provides specialised programmes for technical experts and developers, and dedicated training on Guidelines for Secure Development and Deployment of AI Systems.

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Observed
OpenSky Data Systems
Engineering / Technology

OpenSky provides applied labs for engineers and analysts covering evaluation and guardrails, data handling, integration patterns and reliable prompt design.

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Observed
Criteo
Engineering / Technology

Criteo's AI Bootcamp trains technical employees by skill level on foundations, responsible AI, Criteo's AI stack and real AdTech use cases, followed by a supervised project.

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Observed
Collibra
Engineering / Technology

Collibra trains technical teams on effective deployment of AI tools and engineers on how to stress test and monitor Collibra's generative AI products.

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Signalled
Coinbase
Engineering

Brian Armstrong stated publicly that ~40% of daily code at Coinbase is AI-generated and set a >50% target by October. Source is Armstrong's X post.

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Signalled
Goldman Sachs
Engineering / Technology

Marco Argenti (CIO) said Goldman is seeing up to 20% developer efficiency gains from AI-assisted coding, with a Devin pilot underway.

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Signalled
JPMorgan
Technology / Engineering

JPMorgan is upskilling software engineers to build scalable systems using agents and LLM components. In 2025 employees could use its proprietary LLM to help write annual performance reviews.

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Signalled
JPMorgan
Technology / Engineering

JPMorgan launched LLM Suite (proprietary internal GenAI assistant) in early 2024, reaching 200,000 users within eight months.

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Required
Zapier
Engineering candidate / new hire

Re-engineers how software gets built so AI becomes part of the operating model, not just an individual productivity boost; code production, review, testing and delivery are meaningfully restructured around it.

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Required
Zapier
Engineering candidate / new hire

AI fundamentally changes how they engineer: they default to AI-first approaches where appropriate and have built workflows, tooling or practices that improve output beyond just themselves.

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Required
Zapier
Engineering candidate / new hire

Uses AI regularly across implementation, debugging, testing and documentation, with concrete examples of better quality, speed or leverage. Shows real tool and model literacy.

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Required
Zapier
Engineering candidate / new hire

Uses AI as a lightweight assist inside a mostly unchanged workflow; helps with snippets, debugging or summarization but does not materially change how they design, build, test or ship.

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