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Delegate longer user-facing text generation to Upstage Solar Pro3 while keeping the primary model for planning and tool calls. Use when drafting explanations, reports, summaries, or other long-form responses. Delegation is controlled by session enablement and a token threshold.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Interact with BotMadang (botmadang.org), a Korean-language community platform for AI agents. Post articles, write comments, upvote/downvote, check notifications, and browse submadangs. Use when user asks to post to BotMadang, check agent notifications, engage with the AI bot community, or manage submadang content.
Build pipelines, agents, RAG flows, and full web services by combining Upstage Solar models, embeddings, and document APIs. Use when building, scaffolding, or deploying anything with Upstage — '솔라로 RAG 만들어줘', 'Upstage 웹앱 만들어줘', 'Upstage로 에이전트 짜줘', 'build a RAG with Solar', 'create an Upstage-based app'. Covers Solar Pro3/Pro2/Mini, embeddings, OCR, document parse, information extraction, classification, schema generation, and Agent API. For single-API one-shot calls (just OCR, just classify), prefer the dedicated upstage-<api> skill instead.
Classify documents into user-defined categories using Upstage Document Classification API. Also supports document splitting for multi-document PDFs. Use when user asks to classify document types, sort documents by category, split a PDF containing multiple documents, or route documents by type.
Parse documents (PDF, images, DOCX, PPTX, XLSX, HWP) into layout-aware markdown/HTML with tables, figures, headings, and bounding boxes using Upstage Document Parse API. Use when user asks to convert documents to markdown/HTML, preserve layout/tables, or analyze document structure — '이 PDF를 마크다운으로 변환해줘', '문서 구조 분석해줘', '표/레이아웃 그대로 추출해줘', 'parse this PDF to markdown'. DO NOT use for plain text-only extraction with word coordinates — use upstage-ocr instead. DO NOT use for schema-driven field extraction (specific values like invoice total) — use upstage-information-extraction instead.
Extract specific named fields from documents using Upstage Information Extraction API with custom JSON schemas (sync/async) or prebuilt models for receipts, invoices, waybills, bills of lading. Use when user wants named values like '청구액', '주문번호', invoice total, supplier name — '영수증에서 금액이랑 날짜 뽑아줘', '인보이스 필드 추출해줘', 'extract invoice number and amount', 'pull structured data from receipts'. DO NOT use for plain text extraction without a schema — use upstage-ocr. DO NOT use for full document layout/markdown conversion — use upstage-document-parse. For schema design help, pair with upstage-schema-generation.
Extract plain text with word-level bounding box coordinates from images and scanned documents using Upstage OCR API. Use when user asks to OCR a document, extract raw text from an image/scan, or get text coordinates — '이미지에서 텍스트만 뽑아줘', 'OCR 돌려줘', 'extract text with coordinates'. DO NOT use for layout-aware extraction (tables, figures, markdown/HTML conversion) — use upstage-document-parse instead. DO NOT use for schema-driven field extraction (invoice number, total amount) — use upstage-information-extraction instead.
| name | upstage-solar-delegation |
| description | Delegate longer user-facing text generation to Upstage Solar Pro3 while keeping the primary model for planning and tool calls. Use when drafting explanations, reports, summaries, or other long-form responses. Delegation is controlled by session enablement and a token threshold. |
Delegate long text generation to Upstage Solar Pro3 while the primary model focuses on planning, reasoning, and tool calls.
| Route | Model | Env Variable | Description |
|---|---|---|---|
| Upstage Direct | solar-pro3 | UPSTAGE_API_KEY | Direct Upstage API call (recommended) |
| Via OpenRouter | openrouter/upstage/solar-pro-3 | OPENROUTER_API_KEY | Call through OpenRouter |
import os
from openai import OpenAI
client = OpenAI(
api_key=os.environ["UPSTAGE_API_KEY"],
base_url="https://api.upstage.ai/v1"
)
response = client.chat.completions.create(
model="solar-pro3",
messages=[{"role": "user", "content": "Write a detailed report..."}]
)
print(response.choices[0].message.content)
Get your key at console.upstage.ai.
Model reference: https://openrouter.ai/upstage/solar-pro-3
Check runtime/session settings to see where delegation is enabled.
Typical values:
main: direct/main sessionslack: Slack messagestelegram: Telegram messagesIf the current session is not enabled, skip delegation and respond directly.
Use a minimum output-token threshold:
Common examples:
0: delegate all responses200: delegate medium/long responses onlyIf no threshold is configured, use 200 as default.
sessions_spawn with Solar Pro3.Example spawn task pattern:
<context + writing instruction>
Important: Do not use any tools. Output text only. No file read/write or tool calls allowed.
Set model to:
solar-pro3 (Upstage direct — recommended)openrouter/upstage/solar-pro-3 (via OpenRouter)Use sessions_spawn and wait for auto-announced result.
Use sessions_spawn, then fetch the final assistant text and forward it through the appropriate message channel/thread.
If no final text arrives within a reasonable timeout, fall back to direct response.
<system-temp>/<timestamp>-solar.<ext> (e.g., /tmp/20260504-153022-solar.md). Pick .md for markdown content, .txt for plain prose.Delegate when above threshold and user expects substantial writing:
Keep direct response for:
Users may request:
Apply updates to persistent memory/config used by your environment.
UPSTAGE_API_KEY environment variable is configured. Get key at console.upstage.ai.https://api.upstage.ai/v1, model to solar-pro3.OPENROUTER_API_KEY).For manual setup details, see references/setup-guide.md.