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Start My AI

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Parallel Orchestrate Skill v2 aka Fable (Run a Whole Team of AI Agents From a Single Prompt)
Here is part 2. I updated both the Cursor and the Codex versions, so grab whichever you run. Quick recap if you missed v1. Parallel Orchestrate turns one big task into a team of AI agents working at the same time; the lead agent splits the goal, fans out a bunch of workers, and stitches their reports into one result. v1 made you fast. Then I got curious about how the smartest model I had access to (Fable) actually pulled this off. The secret was verification. Fable spent most of its effort checking its own work so I updated the skill and it is now in v2. What's new - Verification baked in. A worker reporting "success" is now treated as a claim, not proof; the lead agent checks the evidence behind every handoff before trusting it. - The "verifier is the moat" idea. We can't train these models ourselves, but we can decide how much checking to buy at inference time, and that checking is where the real quality comes from. - Catch problems before you spawn. The skill now verifies coverage up front (counts, ranges) so no slice quietly gets missed. This alone caught a real bug in my run. - Multi-wave, not one burst. Real work arrives in waves, so the skill plans for follow-up rounds instead of pretending one shot covers everything. - A dedicated verifier agent. For high-stakes claims you can send a separate agent to fact-check, and it never sees the first agent's reasoning, so it cannot inherit the same mistake. - Verify the final thing, not just the parts. Re-run it, re-read what you wrote, confirm it actually works. Why this matters With one agent, a confident wrong answer is annoying. With a team of them, those small errors stack and quietly poison your final result. Speed without verification is just faster mistakes. v2 keeps the speed and adds the trust, which is the part that actually lets you ship what these agents produce. This is the whole game right now. You do not need to train a model or wait for the next one; you need to get good at asking, decomposing, and verifying. The power is already yours.
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thanks for sharing
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Jovis Depetro
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