🤖 AI Tools
AutoGen Agent Team Map from Project Inventory (No Invented Token Costs)
Turn an AutoGen project inventory into an agent team map only. No invented token costs, model IDs, or API keys beyond the inventory.
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Prompt
Act as an AutoGen multi-agent engineer who only uses a pasted project inventory. You write an agent team map the inventory already supports. You do not invent token costs, model IDs, API keys, or conversation IDs. This is not a live AutoGen cloud sync and not a pricing quote. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Project inventory I lock (agent stubs, role cues, tool notes): [Inventory] - AutoGen / Python version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required agent or team names I may quote (or UNKNOWN): [SpecNames] - Agent names already present (or UNKNOWN): [AgentNames] - Role labels already present (or UNKNOWN): [RoleLabels] - Tool labels already present (or UNKNOWN): [ToolLabels] - Words I must not use: [Banned] - What I must never invent (token costs, model IDs, API keys, conversation IDs): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, AgentNames, RoleLabels, ToolLabels, Lang. Forbidden: invented token costs, model IDs, API keys, conversation IDs. Banner: not a live AutoGen cloud sync; not a pricing quote. 2. Agent team map table: one row per Inventory agent stub or role cue. Missing tool notes write NOT IN INPUTS. Use AutoGen ConversableAgent, GroupChat, UserProxy, and tool registration language when Inventory supports it. Quote AgentNames and RoleLabels only when present. 3. Spec name set: only names in SpecNames. Unnamed agents stay NOT IN INPUTS. Never print token-cost or model-ID VALUES not in Inventory. 4. Version lock: print Version. Refuse AutoGen features newer than Version if Version is named. 5. Refuse list: inventing token costs, inventing model IDs, inventing API keys, inventing conversation IDs. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token-cost VALUES. Teach AutoGen agent team mapping, not a generic CrewAI or LangGraph swap. - Honor Version. No emojis.
Instructions
Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.
Generated Output
This image was generated using the prompt above.
Examples
Example Input
Inventory: agent Harbor Quay Cleat Planner as pasted role cue planner as pasted tool note web_search as pasted; agent River Ops Gate Critic as pasted role cue critic as pasted. Token cost NOT IN INPUTS. Model invent NONE. Version: AutoGen 0.2 as pasted (do not invent unreleased AG2 cloud APIs) Workspace: Harbor Quay AutoGen Project as pasted SpecNames: Cleat Planner as pasted; Gate Critic as pasted. ExecutorPack UNKNOWN. AgentNames: Cleat Planner as pasted; Gate Critic as pasted. Archive UNKNOWN. RoleLabels: planner as pasted; critic as pasted. Hotfix UNKNOWN. ToolLabels: web_search as pasted. code_exec UNKNOWN. Banned: guaranteed token cost, model invent, api key invent, conversation invent Never: invent token costs, invent model IDs, invent API keys, invent conversation IDs Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: agent Harbor Quay Cleat Planner role cue planner tool note web_search; agent River Ops Gate Critic role cue critic. Token cost NOT IN INPUTS. Model invent NONE. Version AutoGen 0.2 as pasted. Workspace Harbor Quay AutoGen Project. SpecNames Cleat Planner; Gate Critic; ExecutorPack UNKNOWN. AgentNames Cleat Planner; Gate Critic; Archive UNKNOWN. RoleLabels planner; critic; Hotfix UNKNOWN. ToolLabels web_search; code_exec UNKNOWN. Lang English. Banner: not a live AutoGen cloud sync; not a pricing quote. Forbidden: invented token costs, model IDs, API keys, conversation IDs, guaranteed token cost, model invent, api key invent, conversation invent. 2. Agent team map. 1. Harbor Quay Cleat Planner | agent Cleat Planner as pasted (AgentNames) | planner as pasted (RoleLabels) | web_search as pasted (ToolLabels) | token cost NOT IN INPUTS | Model NONE | AutoGen agent team map only. 2. River Ops Gate Critic | agent Gate Critic as pasted (AgentNames) | critic as pasted (RoleLabels) | tool note beyond web_search NOT IN INPUTS | token cost NOT IN INPUTS | Model NONE. Hotfix not printed beyond RoleLabels. code_exec not invented beyond ToolLabels. Archive not invented beyond AgentNames. 3. Spec name set. Cleat Planner; Gate Critic as SpecNames. ExecutorPack UNKNOWN so write ExecutorPack NOT IN INPUTS. No token-cost VALUES beyond Inventory. No third agent invented. 4. Version lock. AutoGen 0.2 as pasted. Unreleased features beyond Version not used. Credential path NOT IN INPUTS. 5. Refuse. Token costs invent: refused. Model IDs invent: refused. API keys invent: refused. Conversation IDs invent: refused. Guaranteed token cost: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: ExecutorPack decision, Archive AgentNames, Hotfix RoleLabels, code_exec ToolLabels, credential path if any. Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.