Answer questions about AgenticOS itself - what a feature is called, how it works, how to connect it to Claude Code or another tool, the API - from the product's own documentation, not from a web search.
原文语言:英语
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Answer questions about AgenticOS itself - what a feature is called, how it works, how to connect it to Claude Code or another tool, the API - from the product's own documentation, not from a web search.
原文语言:英语
Work with messaging-channel bots — Telegram, Slack, Mattermost, Microsoft Teams or Discord. Register a bot, route inbound messages through an agent, choose webhook vs polling, handle an @slug mention, or add a new channel adapter. Use when wiring chat into a…
原文语言:英语
How to build a page to publish with publish_artifact - the mandatory skeleton, the served library set, the house style and every kit class, icons instead of emoji, three templates (one for live data), buttons that start a workflow, and how to change a page…
原文语言:英语
Check a finished deck before it is shared - whether the titles tell the story, whether every number has a source, whether it is readable from the back of a room, and whether the ask is clear.
原文语言:英语
Decide what a presentation says before building slides - the audience and the decision, the one-sentence answer, a storyline of claims, and what goes in the notes.
原文语言:英语
How to build a slide deck as a published page with publish_artifact - the 16:9 slide frame, keyboard and touch navigation, speaker notes, charts and print to PDF, from a template that already works.
原文语言:英语
How to answer with the draw tool - when to answer in text, a table or a chart instead, and how to draw the four interactive answers (explain, compare, make a tool, follow a trip on a map); which kind to pick, size and layout, light and dark, streaming order,…
原文语言:英语
Design and use AgenticOS typed tables for an automation's records, state, notes and reporting.
原文语言:英语
Build and verify AgenticOS automations and API integrations, including tools unavailable in the MCP gallery.
原文语言:英语
Add or change what an agent can do — a new tool the model can call, a new capability (knowledge, web search, charts, a guardrail, a compaction strategy), a tool rename, or a per-tool approval gate. Use whenever the ask is "give the agent a new…
原文语言:英语
Write or extend the backend Python test suite — a unit test for a service, an integration test against a real Postgres, an API test through the FastAPI app, or the test a bug fix needs. Also for "coverage is failing", "make test is red", and deciding which of…
原文语言:英语
Work with MCP servers — connect one, add an entry to the server catalog, debug "the agent cannot see my MCP tools" or a failing OAuth flow, or change how connections are probed, prefixed or filtered. Use when the ask involves an external SaaS tool (GitHub,…
原文语言:英语
Store, read or rotate a credential — a provider API key, a channel bot token, an MCP token, a third-party service key — or add a new secret kind. Use whenever a change touches a credential at rest, whenever something needs to be encrypted, and whenever…
原文语言:英语
Turn "I need an agent for X" into a design - its one job, what it may do, what it knows, who approves.
原文语言:英语
Add or change work that runs outside the request/response cycle — document ingestion, syncs, trigger fires, reports, cleanups, scheduled jobs — or debug a job that died, looped or never ran. Use when something is slow or must survive a restart, when adding a…
原文语言:英语
Work with the knowledge base — ingest documents, run semantic search, manage collections, add a sync connector (Google Drive, S3), change a parser or an ingestion setting. Use when populating or debugging retrieval, when a document upload fails or dies…
原文语言:英语
Set an agent's monthly budget and limits so a mistake costs little and a busy month does not stop it.
原文语言:英语
Write an agent's instructions so it does one job well - role, scope, refusals, sources and tone.
原文语言:英语
Try an agent before publishing it - the questions to ask, the failures to look for, what to change.
原文语言:英语
Pick a model for an agent by quality, speed, cost and where data may go - and say why.
原文语言:英语
Bring an agent written with Pydantic AI into AgenticOS - read its code, map it to a draft, say what did not translate.
原文语言:英语
Choose how documents become a knowledge base - parser, chunking, retrieval and reranking - for the documents at hand.
原文语言:英语
Change the agent spec — add or remove a field, rename one, tighten a rule, bump SPEC_VERSION, change publish-time validation, or touch YAML export/import. Use whenever editing app/agents/spec.py or anything that reads a stored spec. Every published agent and…
原文语言:英语
AI development agent. Opens a development branch and a stacked design branch up front, drives design and a general implementation plan to a reviewed, merged PR before any code exists, then — once merged — writes tests and the implementation on the development…
原文语言:英语
Write or fix the documentation site — add a page, update one after a behaviour change, fix a dead link or a failing docs build, add a diagram or an icon, or wire a new page into the nav. Use whenever docs/ or mkdocs.yml is touched, and whenever a code change…
原文语言:英语
Resolve a merge conflict in CHANGELOG.md by detecting the file's own convention (Keep a Changelog per-version sections, monthly sections, a single [Unreleased] bucket, or another format) and folding the other side's entries into it. Use whenever git reports a…
原文语言:英语
On-demand visual walkthrough of a pull request for a reviewer — projects the diff onto the system architecture map (changed components highlighted, before/after flows, suggested reading order) and publishes it as a private HTML artifact. Use when a diff is…
原文语言:英语
High-signal, convergent code review for any repository. Runs a staged pipeline of subagents (Scope → Correctness → Security → Quality → Verification → Judge), one dedicated subagent per angle, all grading against one shared finding taxonomy, so every…
原文语言:英语
Change the PostgreSQL schema with Alembic — add or alter a table, column, index or constraint, backfill data, or tighten a rule on a column that already holds rows. Use whenever a SQLAlchemy model changes, and whenever a validation rule narrows on a field…
原文语言:英语
Write a follow-up that answers the objection rather than repeating the offer.
原文语言:英语
Turn stock levels into a small number of decisions with a lead time attached.
原文语言:英语
Answer where-is-my-order from the order and carrier record, and say what happens next.
原文语言:英语
Check an artwork file against the press requirements and say exactly what to fix.
原文语言:英语
Write listing copy from the spec sheet, without inventing an attribute.
原文语言:英语
Decide a return without asking, know what needs a person, and refuse with a next step.
原文语言:英语
Reply to a public review so the next reader is reassured, not the reviewer argued with.
原文语言:英语
Answer duties, delivery windows and restrictions for a destination, accurately.
原文语言:英语
Detect a late purchase order, chase it with the right ask, and escalate on a schedule.
原文语言:英语
Recognise a high-value or at-risk customer and change the handling, not the tone.
原文语言:英语
Write the factual narrative behind a monitoring alert for an analyst to decide on.
原文语言:英语
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