Scenarios

One platform, teams for every field

The same self-evolving core — swap the roles and the skills and you get another field’s team. Each of the four below comes with a screenshot from the product.

Product & growth

One team, one product

Research, copy, visual and launch all move in one workspace — and its prompt, skills and knowledge stay open to inspection.

Current mission This quarter: launch the product and get the first users

An agent overview page showing current revision, runtime, model and health, above tabs for prompt, skills, workflows, knowledge and memory.
Launch team · overview: prompt, skills and knowledge in one place, revision included

Roles

  • Scout Market research
  • Writer Copy & content
  • Designer Brand & visual
  • Builder Build & ship
  • Analyst Data & growth

Task chain

  1. Scout

    Scanned 24 rival products and found 3 differences worth remembering.

    read 24 sites
  2. Writer

    Wrote the full copy in two languages, with 5 headline options.

    write copy-v5
  3. Designer

    Drafted the landing visuals against your brand rules — dark and light.

  4. Builder

    Turning the design into a real page — previewable locally already.

    gate: ask before changing itself
  5. Analyst

    Waits for your go-ahead to wire analytics and publish — never on its own.

Example output

  • research.md
  • landing copy (zh/en)
  • brand kit
  • launch checklist
Cross-border e-commerce

The chat is the workbench

Ask in plain language and get a conclusion plus the next step — not a pile of raw material to sort out yourself.

Current mission Black Friday warm-up: sourcing to ads, end to end

A chat view: the user asks for a listing review, and the assistant answers with a conclusion followed by concrete title and bullet revisions.
Store team · a real conversation: the answer first, then the fix and how to check it

Roles

  • Sourcer Sourcing
  • Lister Listings & SEO
  • Ad buyer Ads & budget
  • Support Multilingual support

Task chain

  1. Sourcer

    Read 1,204 reviews and 90 days of trends — shortlisted 6 promising SKUs.

    analyze 1,204 reviews
  2. Lister

    Rewrote titles, bullets and A+ content for all 6 SKUs.

    rewrite 6 SKUs
  3. Ad buyer

    Back-calculated affordable CPC from margin and rebuilt 4 ad groups.

    build 4 campaigns
  4. Support

    Turned 40 frequent questions into English, Spanish and German replies.

Example output

  • listing review.md
  • keyword map
  • ad tuning notes
Software engineering

It runs on schedule

Regression, smoke tests and dependency audits sit on cron and fire on their own — each run leaves a traceable conversation.

Current mission This week: split the order service, gray-release with rollback

A schedules view showing task totals, enabled count, last failures and recent runs, with each task’s cron expression, prompt, next run time and actions.
Delivery team · schedules: it fires on time by itself, and every run leaves a conversation behind

Roles

  • Architect Design
  • Backend Services
  • Frontend Client
  • QA Regression
  • Releaser Release

Task chain

  1. Architect

    Carved 3 clean boundaries, with a migration order and a rollback at each step.

  2. QA

    Regression and smoke tests run nightly on a schedule, and failures come back with a minimal repro.

    runs nightly at 02:00
  3. Backend

    Implemented order and inventory services against the agreed contracts.

    212 tests pass
  4. Releaser

    Stopped at the release gate — ships after you approve.

Example output

  • design.md
  • regression report.md
  • release notes.md
Content & growth

It learns how you work

Preferences, definitions and channel rules go into memory and ride along every round — no re-briefing.

Current mission Product launch: a four-week content calendar, cross-platform

A memory view listing hot memory injected every round, above long-term entries such as user preferences, writing rules and channel conventions.
Content team · memory: written once, loaded in every round after that

Roles

  • Ideation Trends
  • Writer Long form
  • Editor Short video
  • Publisher Scheduling

Task chain

  1. Ideation

    Combined trends and search terms into 12 ranked topics.

  2. Writer

    Produced 3 long reads and 1 launch post in your brand voice.

  3. Editor

    Writing shot lists and voice-over for four 30-second scripts.

    draft 4 scripts
  4. Publisher

    Adapted titles and covers per platform, scheduled the posting.

Example output

  • topics.md
  • headline options
  • content calendar

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