Swarms

Swarms · Launch Video Breakdown: Hook, Pacing & Motion Design

Turn a single task description into a complete, ready-to-run AI agent team with specialized roles, system prompts, models and parameters. Review/edit before running; export as JSON/CSV/cURL/Python/TypeScript/Go. Available on Swarms Cloud and API.

AI AgentsLaunchAugust 8, 2026@swarms_corp
0:00 · The Hook · Task-to-Agent Team Generation
0:00 / 0:00

Scene-by-scene timeline & spoken transcript

  1. The Hook

    Task-to-Agent Team Generation

    “(No spoken dialogue — ambient UI clicks and typing sounds)”

    On screen
    Swarms Cloud cloud.swarms.world Dashboard App Agents Compare History Observability Rate Limits Usage Models SDKs Playground Auto Builder Workflow Builder Prompts Build Auto Agent Builder Describe a task and a builder agent designs the team for you — complete configurations with names, prompts, and models, ready to run in the Playground or against the swarm endpoints. Nothing is executed here; you only pay for the single builder call. Task What should the generated team be able to handle? e.g. Research the EV battery market and produce an investment memo ROSTER SIZE Up to BUILDER MODEL gpt-4.1 A ceiling — the builder prefers the smallest team that covers the task. Any model name the API accepts — pick a suggestion or type your own. Leave empty for the API default. This is the model that designs the team; the builder picks models for the generated agents itself. Advanced (optional) RUN NAME RUN DESCRIPTION Builder instructions Custom system prompt for the builder agent, e.g. every agent must include a citation policy in its prompt... Overrides the default builder system prompt. Leave empty to use the framework default. Ready to up to 6 agents Generate agents No team yet Describe a task on the left, then click Generate agents to get a ready-to-run roster. REQUEST PREVIEW POST /v1/auto-agent-builder/completions cURL Python TypeScript Go JSON Import os Import requests payload = { "task": "Generate a team of AI agents to analyze bank statements to prepare for taxes, delaware company", "model_name": "gpt-4.1", "max_agents": 6 } response = requests.post( "https://api.swarms.world/v1/auto-agent-builder/completions", headers={ "x-api-key": os.environ["SWARMS_API_KEY"], "Content-Type": "application/json" }, json=payload ) response.raise_for_status() print(response.json()) const payload = { "task": "Generate a team of AI agents to analyze bank statements to prepare for taxes, delaware company", "model_name": "gpt-4.1", "max_agents": 6 } const response = await fetch("https://api.swarms.world/v1/auto-agent-builder/completions", { method: "POST", headers: { "x-api-key": process.env.SWARMS_API_KEY, "Content-Type": "application/json" }, body: JSON.stringify(payload) }); if (!response.ok) throw new Error(`HTTP ${response.status()}`); const data = await response.json(); console.log(data); func main() { payload := []byte(`{ "task": "Generate a team of AI agents to analyze bank statements to prepare for taxes, delaware company", "model_name": "gpt-4.1", "max_agents": 6 }`) req, err := http.NewRequest("POST", "https://api.swarms.world/v1/auto-agent-builder/completions", bytes.NewBuffer(payload)) req.Header.Set("x-api-key", os.Getenv("SWARMS_API_KEY")) req.Header.Set("Content-Type", "application/json") if err != nil { log.Fatal(err) } defer req.Body.Close() body, _ := io.ReadAll(res.Body) fmt.Println(string(body)) }
    Camera
    Static, wide shot of the Swarms Cloud UI. Focus on user interaction with input fields and dropdowns.
    Motion
    Direct UI interaction, text typing animation, dropdown menu reveal, tab switching (cURL, Python, TypeScript, Go).
  2. Product Reveal

    Agent Team Generation & Overview

    “(No spoken dialogue — ambient UI clicks and typing sounds)”

    On screen
    auto-agent-builder AGENTS 3 TOKENS 855 COST $0.0256 BUILDER COST $0.0180 Each agent below is a complete AgentSpec. Copy the agents array and paste it unmodified to /v1/swarms/completions or any other multi-agent endpoint. Statement-Extractor gpt-3.4-mini Extracts and structures transaction data from provided bank statements for a Delaware company. SYSTEM PROMPT You are a data extraction specialist focused on financial documents, with expertise in processing US bank statements, particularly for Delaware-incorporated businesses. Your responsibility is to accurately extract all transaction data, account summaries, dates, amounts, payees, memos, and categorize any incoming and outgoing funds. You must output the extracted data as a structured table (CSV or JSON), suitable for downstream financial analysis and tax review. You are not responsible for tax interpretation, expense/income classification by category, or compliance verification. Ensure accurate parsing, capturing all relevant metadata (dates, reference numbers, types), and leaving no ambiguity or missing records is paramount. Ensure output is clean, normalized, and free of duplicates or OCR errors. Flag any unclear or illegible entries with context for downstream agents to review. PARAMETERS MODEL_NAME AUTO_GENERATE_PROMPT gpt-3.4-mini false MAX TOKENS ROLE 16000 worker MAX LOOPS STREAMING_ON 1 false DYNAMIC_TEMPERATURE_ENABLED TOOL_CALL_SUMMARY false true Generated 3 agents Tax-Classifier gpt-3.4 Classifies extracted transactions into deductible, income, and non-deductible categories according to Delaware and federal tax laws. SYSTEM PROMPT You are a US tax categorization expert specializing in corporate tax treatment for Delaware companies. You will receive a full set of structured transaction data and your task is to accurately classify each line item into appropriate tax categories: deductible expense, taxable income, non-deductible, or ambiguous. Pay close attention to IRS guidelines, state tax laws, and corporate accounting standards, and DR-recognized business expenses. Annotate each transaction with the relevant category and provide a rationale for ambiguous or unusual classifications. Your output should be a structured table (CSV or JSON) and a summary report noting any points needing human CPA review. Do not perform extraction or final tax summarization-focus solely on correct and defensible classification, following the latest U.S. IRS and Delaware guidance. PARAMETERS MODEL_NAME AUTO_GENERATE_PROMPT gpt-3.4 false MAX TOKENS ROLE 16000 worker MAX LOOPS STREAMING_ON 1 false DYNAMIC_TEMPERATURE_ENABLED TOOL_CALL_SUMMARY false true Tax-Summary-Generator gpt-3.4 Synthesizes classified transactions into tax-ready financial summaries with supporting documentation for Delaware corporate filing. SYSTEM PROMPT You are a corporate tax preparer specializing in assembling transaction-level data for Delaware-incorporated entities into tax-ready summaries. You will receive classified transaction data from the Tax-Classifier agent, and your task is to aggregate this information into the core financial summaries required for federal and Delaware state tax filings: total income, total deductible expenses, and net taxable income. Ensure all summaries are clear, with clear breakdowns by category, cite any ambiguous items flagged for CPA review, and provide supporting lists for each summary number. Output should be a structured table (CSV or JSON) and a concise, yet comprehensive narrative suitable for a CPA or company officer. You are not responsible for the underlying classification or extraction-only for accurate, defensible, and complete documentation, ensuring all figures reconcile and aggregate properly. PARAMETERS MODEL_NAME AUTO_GENERATE_PROMPT gpt-3.4 false MAX_TOKENS ROLE 16000 worker MAX_LOOPS STREAMING_ON 1 false DYNAMIC_TEMPERATURE_ENABLED TOOL_CALL_SUMMARY false true
    Camera
    Static, wide shot of the Swarms Cloud UI. Focus shifts to the generated agents and their detailed system prompts and parameters.
    Motion
    Accordion-style UI expansion, text highlight, smooth scrolling, data population animation.
  3. Feature Teaser

    Agent Execution & Output

    “(No spoken dialogue — ambient UI clicks and typing sounds)”

    On screen
    Swarms Cloud cloud.swarms.world Dashboard App Agents Compare History Observability Rate Limits Usage Models SDKs Playground Auto Builder Workflow Builder Prompts Build Auto Agent Builder Describe a task and a builder agent designs the team for you — complete configurations with names, prompts, and models, ready to run in the Playground or against the swarm endpoints. Nothing is executed here; you only pay for the single builder call. Task What should the generated team be able to handle? e.g. Research the EV battery market and produce an investment memo ROSTER SIZE Up to BUILDER MODEL gpt-4.1 A ceiling — the builder prefers the smallest team that covers the task. Any model name the API accepts — pick a suggestion or type your own. Leave empty for the API default. This is the model that designs the team; the builder picks models for the generated agents itself. Advanced (optional) RUN NAME RUN DESCRIPTION Builder instructions Custom system prompt for the builder agent, e.g. every agent must include a citation policy in its prompt... Overrides the default builder system prompt. Leave empty to use the framework default. Ready to up to 6 agents Generate agents No team yet Describe a task on the left, then click Generate agents to get a ready-to-run roster. REQUEST PREVIEW POST /v1/auto-agent-builder/completions cURL Python TypeScript Go JSON Import os Import requests payload = { "task": "Generate a team of AI agents to analyze bank statements to prepare for taxes, delaware company", "model_name": "gpt-4.1", "max_agents": 6 } response = requests.post( "https://api.swarms.world/v1/auto-agent-builder/completions", headers={ "x-api-key": os.environ["SWARMS_API_KEY"], "Content-Type": "application/json" }, json=payload ) response.raise_for_status() print(response.json()) const payload = { "task": "Generate a team of AI agents to analyze bank statements to prepare for taxes, delaware company", "model_name": "gpt-4.1", "max_agents": 6 } const response = await fetch("https://api.swarms.world/v1/auto-agent-builder/completions", { method: "POST", headers: { "x-api-key": process.env.SWARMS_API_KEY, "Content-Type": "application/json" }, body: JSON.stringify(payload) }); if (!response.ok) throw new Error(`HTTP ${response.status()}`); const data = await response.json(); console.log(data); func main() { payload := []byte(`{ "task": "Generate a team of AI agents to analyze bank statements to prepare for taxes, delaware company", "model_name": "gpt-4.1", "max_agents": 6 }`) req, err := http.NewRequest("POST", "https://api.swarms.world/v1/auto-agent-builder/completions", bytes.NewBuffer(payload)) req.Header.Set("x-api-key", os.Getenv("SWARMS_API_KEY")) req.Header.Set("Content-Type", "application/json") if err != nil { log.Fatal(err) } defer req.Body.Close() body, _ := io.ReadAll(res.Body) fmt.Println(string(body)) auto-agent-builder AGENTS 3 TOKENS 855 COST $0.0256 BUILDER COST $0.0180 Each agent below is a complete AgentSpec. Copy the agents array and paste it unmodified to /v1/swarms/completions or any other multi-agent endpoint. Statement-Extractor gpt-3.4-mini Extracts and structures transaction data from provided bank statements for a Delaware company. SYSTEM PROMPT You are a data extraction specialist focused on financial documents, with expertise in processing US bank statements, particularly for Delaware-incorporated businesses. Your responsibility is to accurately extract all transaction data, account summaries, dates, amounts, payees, memos, and categorize any incoming and outgoing funds. You must output the extracted data as a structured table (CSV or JSON), suitable for downstream financial analysis and tax review. You are not responsible for tax interpretation, expense/income classification by category, or compliance verification. Ensure accurate parsing, capturing all relevant metadata (dates, reference numbers, types), and leaving no ambiguity or missing records is paramount. Ensure output is clean, normalized, and free of duplicates or OCR errors. Flag any unclear or illegible entries with context for downstream agents to review. PARAMETERS MODEL_NAME AUTO_GENERATE_PROMPT gpt-3.4-mini false MAX TOKENS ROLE 16000 worker MAX LOOPS STREAMING_ON 1 false DYNAMIC_TEMPERATURE_ENABLED TOOL_CALL_SUMMARY false true Generated 3 agents Tax-Classifier gpt-3.4 Classifies extracted transactions into deductible, income, and non-deductible categories according to Delaware and federal tax laws. SYSTEM PROMPT You are a US tax categorization expert specializing in corporate tax treatment for Delaware companies. You will receive a full set of structured transaction data and your task is to accurately classify each line item into appropriate tax categories: deductible expense, taxable income, non-deductible, or ambiguous. Pay close attention to IRS guidelines, state tax laws, and corporate accounting standards, and DR-recognized business expenses. Annotate each transaction with the relevant category and provide a rationale for ambiguous or unusual classifications. Your output should be a structured table (CSV or JSON) and a summary report noting any points needing human CPA review. Do not perform extraction or final tax summarization-focus solely on correct and defensible classification, following the latest U.S. IRS and Delaware guidance. PARAMETERS MODEL_NAME AUTO_GENERATE_PROMPT gpt-3.4 false MAX_TOKENS ROLE 16000 worker MAX_LOOPS STREAMING_ON 1 false DYNAMIC_TEMPERATURE_ENABLED TOOL_CALL_SUMMARY false true Tax-Summary-Generator gpt-3.4 Synthesizes classified transactions into tax-ready financial summaries with supporting documentation for Delaware corporate filing. SYSTEM PROMPT You are a corporate tax preparer specializing in assembling transaction-level data for Delaware-incorporated entities into tax-ready summaries. You will receive classified transaction data from the Tax-Classifier agent, and your task is to aggregate this information into the core financial summaries required for federal and Delaware state tax filings: total income, total deductible expenses, and net taxable income. Ensure all summaries are clear, with clear breakdowns by category, cite any ambiguous items flagged for CPA review, and provide supporting lists for each summary number. Output should be a structured table (CSV or JSON) and a concise, yet comprehensive narrative suitable for a CPA or company officer. You are not responsible for the underlying classification or extraction-only for accurate, defensible, and complete documentation, ensuring all figures reconcile and aggregate properly. PARAMETERS MODEL_NAME AUTO_GENERATE_PROMPT gpt-3.4 false MAX_TOKENS ROLE 16000 worker MAX_LOOPS STREAMING_ON 1 false DYNAMIC_TEMPERATURE_ENABLED TOOL_CALL_SUMMARY false true
    Camera
    Static, wide shot of the Swarms Cloud UI. Focus on the generated agents and their detailed system prompts and parameters, with subtle highlighting.
    Motion
    Smooth scrolling, text highlighting, subtle zoom-in on specific text blocks, accordion-style UI expansion.
  4. Feature Teaser

    Review, Edit, and Export

    “(No spoken dialogue — ambient UI clicks and typing sounds)”

    On screen
    (No on-screen text)
    Camera
    Static, wide shot of the Swarms Cloud UI. Focus on the generated agents and their detailed system prompts and parameters, with subtle highlighting.
    Motion
    Smooth scrolling, text highlighting, subtle zoom-in on specific text blocks, accordion-style UI expansion.
  5. Call to Action

    Swarms Cloud & API Availability

    “(No spoken dialogue — ambient UI clicks and typing sounds)”

    On screen
    (No on-screen text)
    Camera
    Static, wide shot of the Swarms Cloud UI. Focus on the generated agents and their detailed system prompts and parameters, with subtle highlighting.
    Motion
    Smooth scrolling, text highlighting, subtle zoom-in on specific text blocks, accordion-style UI expansion.

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