git:20260808.5ce8d82 to git:20260824.d18190a

---

name: kelly-education-intel

description: "Kelly Education Intel: App-in-Skill daily industry intelligence cockpit for education, training, tutoring, and admissions services (Busabase App-in-Skill). Use when the user asks about education, training centers, exams, study abroad, visas, school policy, parent FAQ,招生,升学, or教育机构 sales scenes. Prepares news/source signals, buyer-intent interpretation, approved sales actions, and channel drafts for review before any external handoff."

metadata:

category: industry-intel

tags:

- risk:gated-write

- industry:education

- surface:busabase

---

# Kelly Education Intel

## Overview

Use this skill as Kelly's daily industry-intelligence operator for **education, training, tutoring, and admissions services**.

It turns current news sources, trend signals, competitor movement, customer questions, and buyer-intent clues into a small reviewable batch, held in Busabase:

- source-backed signals;

- why each signal matters to the buyer;

- sales or operating actions for today;

- draft messages/content for parent WhatsApp, WeChat post, course pitch;

- blocked claims that need human, legal, compliance, or domain review.

Signal/action/draft collection is a genuine external operation a browser

cannot perform (web browsing, source reading, buyer-intent judgment). The

AirApp itself only reads and writes Busabase — it never browses, posts

anywhere, or performs an external handoff; Kelly writes today's batch

directly into Busabase through `busabase-sdk` as part of the normal

workflow below, then reviews and decides inside the app.

Default interaction mode: App UI. Unless the user explicitly asks for

chat-only handling, check onboarding, collect/refresh today's batch, and

give the user the clickable AirApp URL (or the local preview URL when local

preview is explicitly requested). Use chat-only mode only when the user says

"纯聊天", "chat only", "不要打开 UI", or similar.

## Mandatory Dependencies

2. Read and follow `$busabase` for connection, target Space, node discovery, ChangeRequests, review, and merge behavior.

3. Read and follow `$busabase-app-creator` for resource modeling, AirApp runtime limits, security, validation, and deployment.

If a dependency is unavailable, preserve this skill's product contracts,

stop before the unavailable Busabase operation, and report the exact

missing dependency. Do not invent a second data backend.

## Product Package

- **Buyer**: education center owners, admissions consultants, tutoring operators, and course marketers.

- **Pain**: education sellers need to turn fast-changing policy, exam, and parent anxiety into trustworthy enrollment conversations.

- **Offer**: daily education intelligence that becomes parent FAQs, enrollment scripts, and course promotion drafts.

- **Demo source mix**: education bureaus, exam boards, school notices, visa news, university updates, and parent discussion topics.

Sales framing:

> Every morning, AI watches the sources that affect your business, turns them into today's sales actions, and puts the drafts in a review queue before anything becomes official.

Do not lead with "AI platform", "agent workspace", "database", or model names. Lead with the daily business scene.

## Scene Logic

Use this skill to convert education news into enrollment, parent-service, tutoring, or school-operator actions. A useful signal changes timing, trust, curriculum fit, admissions pressure, or parent anxiety.

Prioritize signals in this order:

1. exam, admissions, visa, scholarship, or school-calendar changes with hard dates;

2. parent questions and complaint themes that reveal purchase anxiety or a missing FAQ;

3. competitor course/offering changes that affect positioning, price packaging, or channel copy;

4. policy, AI-in-education, safety, or credential news that demands a client memo.

Actions should become parent FAQ answers, course launch angles, admissions checklists, webinar topics, advisor scripts, or Busabase approval batches. Block admission guarantees, grade promises, immigration/legal advice, and claims about schools that lack a source.

## Boundary

- The skill may browse public/current sources, reason over buyer intent, draft actions/content, and write signal/action/draft/source records to Busabase.

- The AirApp reads and writes its own Busabase Bases only. It must never post content, send WhatsApp/email, mutate CRMs, scrape private systems, spend money, or perform any other external side effect.

- Customer-visible drafts, regulated claims, pricing promises, medical/financial/legal advice, and outbound messages are approval-required.

- Store only the minimal source excerpts needed for review. Never store crawl credentials or API keys in Busabase.

## Busabase Resources

Five Bases under one application Folder (`kelly-education-intel`), declared in

- `signals`: source-backed exam, admissions, visa, and buyer-intent signals — evidence link, why-it-matters, buyer-intent interpretation, confidence, risk badges, a suggested action, and the human decision verdict.

- `actions`: approved/blocked/reviewable parent FAQ, admissions, or operating actions linked to signals, with owner, priority, reason, next step, and the human decision verdict.

- `drafts`: editable channel drafts (parent WhatsApp / WeChat post / course pitch) tied to an approved action; a human edit is stored as `edited-body` on the same row, never a separate file.

- `sources`: configured education-bureau/exam-board/competitor/trend source categories, freshness, and coverage gaps.

- `settings`: one row (`record-id: "batch"`) holding the current batch's metadata (`batch_id`, `generated_at`, `source`, `vertical`, `buyer`, `offer`) as a JSON payload.

Resources provision lazily through an idempotent Busabase ChangeRequest the

first time the app runs in a Space; see `references/ui-schema.md` for exact

field shapes.

## First Run And Onboarding

On invocation, check the `signals`, `actions`, and `drafts` Bases. If all

are empty, guide setup before collecting a real batch: ask for

company/brand name, geography, language, and customer segment; 3-10 public

source URLs or source categories to monitor; competitor names/URLs;

approved offer, CTA, and forbidden claims; preferred channels among parent

WhatsApp, WeChat post, course pitch. Never ask for API keys or platform

tokens in chat — Busabase connection happens through the app's own Connect

Busabase gate.

## Local App

Default behavior is AirApp-first — give the user the clickable AirApp URL.

requested.

Required app views (hash routes):

- `#/overview`: human-attention panel — today's needs-review/approved/blocked counts, top signals, and ready (approved) actions.

- `#/signals` and `#/signals/<id>`: source-backed signals with evidence links, buyer-intent interpretation, confidence, risk badges, and a decision panel (Approve / Request changes / Block) with a review note.

- `#/actions` and `#/actions/<id>`: approved/blocked/reviewable operating or sales actions with owner, priority, reason, next step, linked signals, and the same decision panel.

- `#/drafts` and `#/drafts/<id>`: editable parent WhatsApp, WeChat post, course pitch drafts with the decision panel plus a `Save revision` action that writes an edited body directly onto the draft record.

- `#/sources`: configured source categories, freshness, and gaps.

- `#/settings`: sanitized batch metadata, data provider, onboarding state.

Demo mode:

- `?demo=1`, `?demo=overview`, `?demo=signals`, `?demo=actions`, `?demo=drafts`, and `?demo=detail` load deterministic demo data.

- `lang=en` or `lang=zh` forces UI chrome language.

- Demo mode never reads or writes Busabase; decisions only mutate the in-memory demo batch.

## Batch Workflow

1. Detect mode. Default to App UI.

2. Browse or otherwise collect current public evidence. For news/trends, use exact dates and source URLs.

3. Build one narrow buyer scene, not a generic AI report.

4. Write the batch directly into Busabase through `busabase-sdk` (`bases.createChangeRequest` for each new signal/action/draft/source row, matching the field slugs in `references/ui-schema.md`; refresh the `settings` "batch" row's JSON payload with `batch_id`/`generated_at`/`source`/`vertical`/`buyer`/`offer`). Keep every item tied to evidence or mark it `blocked`.

5. Open the AirApp for review.

6. Poll for `request_changes` decisions (`decision-verdict` = `request_changes` on a signal/action/draft row) and revise only those items — write the revision back onto the same record.

7. On "execute/export approved", run `node scripts/execute_decisions.mjs` first as a dry run. After performing any real handoff, run `node scripts/execute_decisions.mjs --apply` to mark the approved items done.

## Decisions Workflow

1. Kelly's verdicts write directly onto the item record (`status`,

`decision-verdict`, `decision-comment`, `decided-at`) through

`busabase-sdk`. From a standalone local preview the write merges

immediately (trusted operator); from the deployed AirApp it creates a

pending ChangeRequest for the trusted process to merge.

2. Before executing anything, run `node scripts/execute_decisions.mjs`

(dry-run). It prints the concrete operation for every decided

signal/action/draft: `mark_signal_approved`, `export_action_plan`, or

`handoff_content_pack` for an `approve` verdict; `queue_agent_revision`

for `request_changes`; `mark_blocked` for `block`; `save_human_revision`

for a draft's `revise`.

3. After Kelly confirms the dry-run and performs the handoff somewhere

outside this script, run `node scripts/execute_decisions.mjs --apply` to

mark the approved items `done`. `request_changes`/`block` verdicts are

left exactly as decided — there is nothing further for the script to do.

## Safety Defaults

- Treat outbound messages, regulated claims, medical/financial/legal advice, pricing promises, and publishing as approval-required.

- If source evidence is weak, mark the item `blocked` or lower confidence instead of pretending.

- Preserve source language unless the workflow asks for translation.

- Keep every write idempotent by upserting on the item's own id field so re-running a collection pass never duplicates rows.

- Block admission guarantees, grade promises, immigration/legal advice, and claims about schools or credentials that lack a source.

## Useful Commands

```bash

node skills/kelly-education-intel/scripts/execute_decisions.mjs

node skills/kelly-education-intel/scripts/execute_decisions.mjs --apply

```