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AI LABSON-DEVICE ML

PromptLang Translator

AI TOKEN SAVER.

Client-Side AI Engine

OFFLINE

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PromptLang Master Cheatsheet v2

@roles (Profiles)

  • @dev_py, @dev_web, @dev_db
  • @sys, @data, @sec
  • @UX, @copy, @pm, @qa
  • @arch, @law, @hr, @tchr

>verbs (Commands)

  • >GEN, >FIX, >OPT, >SUM
  • >TEST, >MOCK, >EXP
  • >CMP, >PLAN, >BRAIN
  • >DOC, >CHK, >TLDR

+/- Mods (Tone/Style)

  • +pro, +cas, +tech
  • +crea, +obj, +acc
  • -yap, -hall, -jarg, -code

-- Flags (Format & Exts)

  • --json, --yaml, --xml
  • --md, --csv, --mermaid
  • --cli, --api, --step
  • Any extension like .jpg, .py, .raw becomes --jpg, --py

Logic, Context & Shorthand (BPE Token Optimized)

or fallback β†’ || | if then β†’ -> | pass to β†’ |
strictly maximum β†’ ==max: | do not use β†’ !=
context: β†’ CTX: | reference: β†’ REF:
artificial intelligence β†’ AI | user experience β†’ UX
Note: We dynamically strip ALL fluff, punctuation, and grammatical stopwords to maximize LLM token savings.