Kelly Education Intel

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

1. Read and follow $kelly-app-skill-creator for product behavior, visual quality, responsive layout, and the complete canonical content/kelly-education-intel-app/ artifact.
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 content/kelly-education-intel-app/app/js/config.js and the generated template sidecars under content/:

• 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. Start pnpm --dir content/kelly-education-intel-app dev only when local preview/debugging is explicitly 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

node skills/kelly-education-intel/scripts/execute_decisions.mjs
node skills/kelly-education-intel/scripts/execute_decisions.mjs --apply
pnpm --dir skills/kelly-education-intel/content/kelly-education-intel-app dev