{
 "schema_version": 1,
 "generated": "2026-10-24",
 "id": "templetongroup-radiant--parallel-graph-of-jobs",
 "repo": "templetongroup/radiant",
 "repo_url": "https://github.com/templetongroup/radiant",
 "repo_slug": "templetongroup-radiant",
 "title": "Run several coding jobs in parallel with a token budget",
 "page_title": "How to run several coding jobs in parallel with a token budget with Radiant",
 "summary": "Build a graph of jobs where only real dependencies wait, and stop a repeating graph at a token budget.",
 "who": "A developer splitting a feature into independent stages who wants them done faster and within a cost limit.",
 "problem": "Running coding jobs one after another wastes time when many of them do not depend on each other.",
 "outcome": "A graph where independent steps run at the same time, with tokens and dollar cost shown for each step and round.",
 "steps": [
  "Create a graph with one step for each job, such as a docs update, a test addition and a refactor.",
  "Tick only the steps that a job actually reads. Everything left unticked runs at the same time.",
  "For a repeating graph, set a token budget so it can stop before it overspends.",
  "Start the graph and open the run view to see tokens and dollars at list price for each step and round.",
  "Check the output of each step in the Activity panel before you merge the results."
 ],
 "agent_prompt": "Using the repo templetongroup/radiant, build a graph in a Radiant session on <project folder> with three independent jobs and run it. Expected output: a run view listing the tokens and dollar cost for each job. Verify that the independent jobs started at the same time, not one after another.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "45 minutes",
 "basis": "readme",
 "caveat": "Dollar figures in the run view are estimates at list price, not your actual provider bill.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "javascript",
 "requirements": [
  "A Mac. The release DMG is for Apple Silicon.",
  "Either a cloud model API key (for example Anthropic or OpenAI) or Ollama or LM Studio running on the Mac.",
  "A project folder to point the agent at.",
  "npm, only if you build from source instead of using the DMG."
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.7,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/templetongroup-radiant/parallel-graph-of-jobs/",
 "md": "https://dedupedai.com/use-cases/templetongroup-radiant/parallel-graph-of-jobs/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/templetongroup-radiant--parallel-graph-of-jobs.json",
 "api_version": "v1"
}