oak-domain-career · liveThe third domain, and the platform's counter-cyclical pillar. Assessment, layoff triage, job search, and reskilling for a person in transition, on the same plugin pattern as the first two.
Business domain: Career. The application features below apply to this domain.
Career is the platform's third business domain, and the one built for hard times. Investing is the boom domain; legal intake is the altruistic foundation; career transition is what everyone needs in a downturn, when demand rises exactly as budgets fall. It runs on the same seams as the other two, assessment, goal, workflow, and a loop that learns from real outcomes, but it points them at a person's working life: read their skills and readiness, steady them through a layoff, help them land the next role, and reskill them for the one after. It is consumer-first by design, the individual in the driver's seat, not an enterprise case worker. Career DNA, the spine, is live in production: a guided assessment that yields a persona, a skill-gap map, and a readiness score with its own scores view. Layoff triage, the counter-cyclical entry point, is also live: runway math from real numbers, the benefits and deadlines that matter now, a dated action plan routed as tracked tasks and dropped on the calendar, and consumer-reviewed message drafts, revisitable from the home page and the activity feed. Land your next role, the job search, is live too: a target role with a prep plan grounded in Career DNA, generated résumé and brand imagery, a premium interview-prep video over a written floor, and an application pipeline with deadlines on the calendar. Reskill pathway, the last of the four, is now live too: an adaptive learning path into a new field that measures mastery, picks the next-best module from what actually builds the skill, and adds worksheet imagery and a premium lesson video over written study notes. All four R1 flows are built.
A guided skills and behavioral assessment that yields a persona, a skill-gap map, and a readiness score, reusing the Financial DNA pattern.
For the first 72 hours after a layoff: runway from real account data, benefits to claim, and a calm, dated action plan.
A target-role goal with a tracked application pipeline, generated résumé and outreach, and a personalized interview-prep video.
An adaptive path into a new field that measures mastery and adapts to it, with lesson video for the weak spots.
Every flow records what it predicted and what actually happened, so the shared adaptive engine learns which paths land people jobs.
An agent that reads real state and drafts materials for the person to review and send, never on their behalf.
One domain proves a pattern works. A second, unrelated domain proves it is general. A third proves it is a habit, and this one earns its place a different way: it is counter-cyclical. Investing does well when markets rise; career transition is what people need when they fall. A platform with a domain for each phase of the cycle is steadier than any one of them alone.
Career reuses what the platform already does well. The assessment is the Financial DNA pattern, pointed at skills instead of money. The goal object mirrors the investment goal. The learning loop is the same adaptive engine that sharpens investment projections. Runway math reuses the existing bank-data integration, and deadlines flow through the same calendar generators. Little of the engine work is new; the domain is mostly new content, taxonomies, rules, personas, and prompts, which is exactly what the plugin pattern is for.
Career DNA is the spine. It reads a person once, then the other three flows consume that profile: layoff triage steadies someone in the first days, land-your-next-role runs the search, and the reskill pathway builds the missing skills. Every flow writes its outcome back to one place, so the engine can eventually answer the only question that matters, which paths actually lead to a job.
Layoff triage needs both runway math and a job search in one place. A résumé tool cannot tell you how long your money lasts; a budgeting app cannot prep you for an interview. A platform that already owns the financial rails can do both. Market research surfaced at least one consumer product combining the two, so the space is not empty, and the edge is the platform underneath: real account data, an outcome-learning loop, and an existing investing relationship to build on, rather than a standalone app.
The hard part of a downturn product is that the people who need it have the least to spend. The plan routes around that: the durable, counter-cyclical money is third-party funded, employer outplacement, workforce funding, and tax-advantaged education benefits. The research maps those paths, and the design keeps the tenant axis in place from day one, so the funded seats can layer on without a rebuild.
Career is now a running domain, not just a planned one. Career DNA is live in production across all four layers: a guided assessment that reads a person once and produces a persona, a skill-gap map, and a readiness score, with a scores view and a career-coach assistant that reads the real profile. Layoff triage, the counter-cyclical entry point, is live too: runway math from real numbers, the deterministic benefits and deadline checklist, a dated 72-hour action plan routed as tracked tasks and dropped on the shared calendar, and consumer-reviewed message drafts, all launched from a home-page card that shows a past run and offers a retake, and revisitable from the activity feed. Land your next role, the job search, is now live across all four layers: a target role that maps skill gaps to a prep plan from the Career DNA profile, a generated résumé layout and brand image (with the person's likeness when they add a photo), an application pipeline whose stages and deadlines land on the shared calendar, and a premium Veo interview-prep video that always sits on top of written interview prep, so nothing goes blank when the model is unavailable. The reskill pathway is now live too, the last of the four R1 flows: an adaptive learning path into a new field, ordered by prerequisites, whose next-best module is chosen by the same adaptive engine the rest of the platform uses, learning from measured mastery rather than self-report, with worksheet imagery and a premium lesson video that always sit on top of written study notes. The funded-training loops remain in design, and the process diagrams in the showcase are the shapes they will take. It has a standalone package, a documented four-layer architecture, and cited market, funding, and regulatory research behind the plan.