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v9 ยท Agent State Machine

ื‘ื™ืฆื•ืข ืžื“ื•ื™ืง.
ื‘ืœื™ ืœื•ืœืื•ืช. Precise Execution.
Zero Looping.

ื”ืคืจื•ื˜ื•ืงื•ืœ ื”ืื•ืœื˜ื™ืžื˜ื™ื‘ื™ ืœื”ืคื™ื›ืช ืกื•ื›ื ื™ AI ืžืžื›ื•ื ื•ืช ืฉืœ "ื ื™ืกื•ื™ ื•ื˜ืขื™ื”" ืœืžื›ื•ื ื•ืช ื‘ื™ืฆื•ืข.
ืžืชืื™ื ืœืžื•ื“ืœื™ื ืงื˜ื ื™ื (ืœืกื“ืจ ื•ื”ื›ื•ื•ื ื”) ื•ืœืžื•ื“ืœื™ื ื’ื“ื•ืœื™ื (ืœื“ื™ื•ืง ืžืงืกื™ืžืœื™).

The ultimate protocol to turn AI agents from "trial-and-error" machines into execution engines.
Crucial for small models (structure & guidance) and powerful for large models (maximum precision).

ืื™ืš ื–ื” ืขื•ื‘ื“?How it Works?

1

PRD

ื”ื’ื“ืจืช ืžื˜ืจื”, ืื™ืœื•ืฆื™ื ื•ืงืจื™ื˜ืจื™ื•ื ื™ ื”ืฆืœื—ื”. ื‘ืœื™ ืงื•ื“, ืจืง ื”ื’ื“ืจื”.

Defining goals, constraints, and success criteria. No code, just definition.

2

SPEC

ืขื™ืฆื•ื‘ ืืจื›ื™ื˜ืงื˜ื•ืจื” ื•ื–ืจื™ืžืช ืžื™ื“ืข. ืชื›ื ื•ืŸ ืœืคื ื™ ื‘ื™ืฆื•ืข.

Designing architecture and data flow. Planning before doing.

3

PLAN (Immutable)

ื™ืฆื™ืจืช ืฆ'ืงืœื™ืกื˜ ืกื•ืคื™. ืขืฆื™ืจื” ืžื•ื—ืœื˜ืช ืขื“ ืœืื™ืฉื•ืจ ื”ืžืฉืชืžืฉ.

Creating a final checklist. Hard Stop until user approval.

4

EXEC ๐Ÿš€

ื‘ื™ืฆื•ืข ืฆืขื“-ืื—ืจ-ืฆืขื“. ืคืขื•ืœื” โ†’ ืชืฆืคื™ืช โ†’ ืื™ืžื•ืช. ื‘ืœื™ ื“ื™ืœื•ื’ื™ื.

Step-by-step execution. Action โ†’ Observation โ†’ Validation. No skipping.

5

DONE

ืกื™ื›ื•ื ืชื•ืฆืื•ืช ื•ืกื™ื•ื ืžืฉื™ืžื”.

Summarizing results and completing the task.

ืœืžื” ื–ื” ืงืจื™ื˜ื™?

Why is this critical?

ืžื•ื“ืœื™ื ืงื˜ื ื™ื ื ื•ื˜ื™ื "ืœืื‘ื“ ืืช ื”ื“ืจืš" ืื• ืœื”ื™ื›ื ืก ืœืœื•ืœืื•ืช. ื”ืžื›ื•ื ื” ื›ื•ืคื” ืขืœื™ื”ื ืกื“ืจ. ื‘ืžื•ื“ืœื™ื ื’ื“ื•ืœื™ื, ื–ื” ืžื•ื ืข "ืงื™ืฆื•ืจื™ ื“ืจืš" ืขืฆืœื ื™ื™ื ื•ืžื‘ื˜ื™ื— ืฉื•ื ื“ื‘ืจ ืœื ื™ืชืคืกืคืก.

๐Ÿ’ก ื˜ื™ืค: ื”ืคืจื•ืžืคื˜ื™ื ื›ื•ืœืœื™ื ืชืžื™ื›ื” ื‘ืื•ืคืฆื™ื•ื ืœื™ื•ืช ืฉืœ ืžืขืจื›ื•ืช ื”ืชืจืื•ืช ื—ื™ืฆื•ื ื™ื•ืช (ืื ืงื™ื™ืžื•ืช), ืžื” ืฉืžืืคืฉืจ ืขื“ื›ื•ื ื™ื ื‘ื–ืžืŸ ืืžืช ื’ื ื‘ืžืฆื‘ Relentless, ืœืœื ื”ืคืจืขื” ืœื–ืจื™ืžืช ื”ืขื‘ื•ื“ื”.

Small models tend to "lose the plot" or loop. The machine forces a strict order. For large models, it prevents "lazy shortcuts" and ensures nothing is missed.

๐Ÿ’ก Tip: The prompts include optional support for external notification gateways. If available, the agent will update you upon failure or retry, even in Relentless mode, without disrupting the execution flow.

Standard

ื‘ื˜ื•ื—, ืžื•ื‘ื ื”, ืขื ื”ื’ื‘ืœื” ืฉืœ 10 ื ื™ืกื™ื•ื ื•ืช ืœืžื ื™ืขืช ืœื•ืœืื•ืช.

Safe, structured, with 10-attempt limits to prevent looping.

Relentless

ื‘ื™ืฆื•ืข ื‘ืœืชื™ ื ื™ืชืŸ ืœืขืฆื™ืจื”. ืจืฅ ืขื“ ืœื”ืฆืœื—ื” ืžืœืื”, ื‘ืœื™ ื”ื’ื‘ืœื•ืช.

Unstoppable execution. Runs until full success, no limits.