"After 'After Automation'" — Katie Parrott

Why this is in the vault

This is the most directly on-thesis newsletter Every has run for RDCO in weeks. The lead essay (and the Dan Shipper original it riffs on) argues the exact inversion RDCO is betting its service label on: automating routine competence doesn't shrink the demand for expert humans, it raises it. That maps one-to-one onto the agent-deployer / forward-deployed-engineer positioning and the "new era of jobs / organizational singularity" cluster. The Vatican encyclical item adds a values-layer counterweight worth tracking as the labor-dignity framing gains institutional voice.

Issue contents

This is a Context Window issue (Every's roundup newsletter) anchored to one essay plus a links tail. Items crossing or near the RDCO threshold:

Lead essay — "After 'After Automation'" (Katie Parrott). A reflection on Dan Shipper's original "After Automation" piece. Core claim: as AI makes competent work abundant, scarcity migrates to human judgment, taste, and problem-framing. The floor rises but so does sameness, so experts become more needed to differentiate and to point AI at what matters now.
Original — "After Automation" (Dan Shipper, CEO of Every). The source argument: humans stay structurally ahead because models operate inside frames humans set, while humans are the framers responding to present circumstances. Workers who apply new models to things they already do well get more valuable, not displaced.
Podcast — "We Automated Everything With AI and Tripled Our Headcount" (AI & I, Dan Shipper). Title is the thesis as a lived data point.
Third-party — Vatican encyclical Magnifica Humanitas (Pope Leo XIV, 2026-05-15). Argues technology including AI is never neutral; it carries the values of those who build and control it. Workers must not be reduced to production costs; AI's transformation of work must serve human dignity, fair pay, and the common good. Frames the choice as "constructing Babel or rebuilding Jerusalem." Deliberately echoes Leo XIII's 1891 Rerum Novarum on labor.
Third-party — Marc Andreessen / Lenny Rachitsky X threads referenced in passing as foils.
Self-promo / Every product — Codex playbook. A 9,000+ word Every guide on using OpenAI Codex for knowledge work, plus a paid "Codex Camp" training event (June 12). This is Every's own product/event, disclosed below.

Sponsorship / self-promo disclosure

Not externally sponsored. But Every cross-promotes its own products in the footer and body, per the known pattern: Spiral, Sparkle, Cora, Monologue, Proof (footer product strip), the Every Consulting arm and Executive AI Sessions events, and the Codex playbook + Codex Camp paid guide/event. Treat the Codex playbook framing as house-promotional, not neutral curation.

The core argument

The Parrott/Shipper thesis, compressed: automation commoditizes the routine. Models are trained on past work, so they reproduce yesterday's competence cheaply and everywhere. That abundance creates sameness, and sameness is a commodity. The escape from commodity is judgment, taste, and the ability to frame a novel problem against living, present circumstances, which models cannot do because they execute inside frames humans set. So the value migrates up the stack to the framer. Shipper's compression of it: the more you automate, the more expert human work there is to do.

The Vatican item runs as a deliberate counter-melody: even if expert human work expands, which humans capture the value and on what terms is a dignity-and-power question, not an efficiency one. Both can be true. The expert-work-expands thesis describes the equilibrium; the encyclical asks who bears the transition cost.

Mapping against Ray Data Co

Strong map, and timely.

Agent-deployer / FDE service label. RDCO's bet is that the scarce, billable thing is not "an AI tool" but the human who frames the problem and deploys the agent against the right bottleneck. That is Shipper's "framer stays ahead of the model" claim restated as a pricing thesis. The essay is external validation that the deployer function is the durable role, directly reinforcing [[2026-05-27-forward-deployed-engineer-pricing-rdco-framing]] and [[2026-05-13-fde-wave-convergence-rdco-thesis]].
New era of jobs / organizational singularity. "Automate everything, triple headcount" is the same shape as the org-singularity claim that companies re-architect around intelligence and the expert humans who direct it multiply rather than vanish. See [[2026-05-26-moonshots-organizational-singularity-ep258]].
Targeting-system filter caveat (honest read). The essay is thesis-confirming but not new evidence. It is one writer's reframe of her own CEO's essay, and the headline data point (tripled headcount) is Every describing Every. Useful as a quotable external articulation, weak as independent corroboration. Don't over-weight it in any positioning deck.
Watch item. The Vatican labor-dignity framing is a values vector that could surface in client conversations about AI displacement. Worth holding as context if RDCO's deployer pitch ever needs to address the "but the workers" objection head-on.

[[2026-05-26-moonshots-organizational-singularity-ep258]] — new-era-of-jobs cluster; closest external articulation of the RDCO operating thesis
[[2026-05-27-forward-deployed-engineer-pricing-rdco-framing]] — FDE-as-service-label brief; this essay supplies the "framer stays valuable" rationale
[[2026-05-13-fde-wave-convergence-rdco-thesis]] — FDE wave converging with the RDCO thesis
[[2026-05-13-stratechery-deployco-70s-apple-intel]] — the DeployCo wave; deployment as the durable layer