Back

3 ways AI systems are deployed today. I’ve explained each method below in simple steps. 1.) 𝗖𝗹𝗼𝘂𝗱 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 (𝘀𝘁𝗲𝗽-𝗯𝘆-𝘀𝘁𝗲𝗽) 𝗙𝗹𝗼𝘄: • 𝗨𝘀𝗲𝗿 𝘀𝘂𝗯𝗺𝗶𝘁𝘀 𝗿𝗲𝗾𝘂𝗲𝘀𝘁 - User types a query or command. • 𝗖𝗹𝗼𝘂𝗱 𝗿𝗼𝘂𝘁𝗶𝗻𝗴 — Request travels through the internet to servers. • 𝗤𝘂𝗲𝗿𝘆 𝗿𝗲𝗮𝗰𝗵𝗲𝘀 𝗱𝗮𝘁𝗮 𝗰𝗲𝗻𝘁𝗲𝗿 — Request arrives at remote cloud facility. • 𝗔𝗹𝗹𝗼𝗰𝗮𝘁𝗲 𝗚𝗣𝗨𝘀/𝗧𝗣𝗨𝘀 — Powerful hardware assigned for model processing. • 𝗠𝗼𝗱𝗲𝗹 𝗲𝘅𝗲𝗰𝘂𝘁𝗶𝗼𝗻 — AI model runs and processes input data. • 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗲 𝗿𝗲𝘀𝗽𝗼𝗻𝘀𝗲 — Model creates a suitable text or result. • 𝗦𝗮𝗳𝗲𝘁𝘆 & 𝗺𝗼𝗱𝗲𝗿𝗮𝘁𝗶𝗼𝗻 𝗰𝗵𝗲𝗰𝗸𝘀 — Filters remove unsafe or sensitive content. • 𝗣𝗿𝗼𝗱𝘂𝗰𝗲 𝗼𝘂𝘁𝗽𝘂𝘁 𝘁𝗼𝗸𝗲𝗻𝘀 — Converts model result into final text output. • 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗲 𝗿𝗲𝘁𝘂𝗿𝗻𝗲𝗱 𝘁𝗼 𝘂𝘀𝗲𝗿 — Sends final answer back to user’s device. _____________________________________________ 2.) 𝗘𝗱𝗴𝗲 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 (𝘀𝘁𝗲𝗽-𝗯𝘆-𝘀𝘁𝗲𝗽) 𝗙𝗹𝗼𝘄: • 𝗨𝘀𝗲𝗿 𝗶𝗻𝗽𝘂𝘁 𝗿𝗲𝗰𝗲𝗶𝘃𝗲𝗱 — User sends a request via app. • 𝗘𝗱𝗴𝗲 𝗿𝗼𝘂𝘁𝗶𝗻𝗴 — Request goes to the closest edge server. • 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗲𝗱 𝗺𝗼𝗱𝗲𝗹 𝗹𝗼𝗮𝗱𝗶𝗻𝗴 — Loads a smaller, faster AI model. • 𝗟𝗼𝗰𝗮𝗹 𝗺𝗼𝗱𝗲𝗹 𝗲𝘅𝗲𝗰𝘂𝘁𝗶𝗼𝗻 — Model processes data on the edge. • 𝗟𝗮𝘁𝗲𝗻𝗰𝘆–𝗮𝗰𝗰𝘂𝗿𝗮𝗰𝘆 𝗯𝗮𝗹𝗮𝗻𝗰𝗲 — Trades some accuracy for quick output. • 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗲 𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻 — Edge server creates the final answer. • 𝗖𝗮𝗰𝗵𝗲 𝗿𝗲𝘀𝘂𝗹𝘁𝘀 𝗳𝗼𝗿 𝗿𝗲𝘂𝘀𝗲 — Saves common results for next time. • 𝗢𝘂𝘁𝗽𝘂𝘁 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝘆 — Sends response back to the user’s device. • 𝗤𝘂𝗶𝗰𝗸 𝗿𝗲𝘀𝗽𝗼𝗻𝘀𝗲 𝗼𝗯𝘀𝗲𝗿𝘃𝗲𝗱 — User gets results almost instantly. _____________________________________________ 3.) 𝗢𝗻-𝗗𝗲𝘃𝗶𝗰𝗲 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 (𝘀𝘁𝗲𝗽-𝗯𝘆-𝘀𝘁𝗲𝗽) 𝗙𝗹𝗼𝘄: • 𝗨𝘀𝗲𝗿 𝗶𝗻𝗽𝘂𝘁 𝗼𝗻 𝗱𝗲𝘃𝗶𝗰𝗲 — User asks a question or gives a command. • 𝗗𝗲𝘃𝗶𝗰𝗲 𝗿𝗲𝘀𝗼𝘂𝗿𝗰𝗲 𝗰𝗵𝗲𝗰𝗸 — App checks memory, CPU, and GPU status. • 𝗩𝗲𝗿𝗶𝗳𝘆 𝗺𝗲𝗺𝗼𝗿𝘆 𝗮𝘃𝗮𝗶𝗹𝗮𝗯𝗶𝗹𝗶𝘁𝘆 — Confirms enough space to load the model. • 𝗖𝗵𝗲𝗰𝗸 𝗖𝗣𝗨/𝗚𝗣𝗨 𝗰𝗮𝗽𝗮𝗰𝗶𝘁𝘆 — Ensures device can handle model tasks. • 𝗟𝗼𝗰𝗮𝗹 𝗺𝗼𝗱𝗲𝗹 𝗲𝘅𝗲𝗰𝘂𝘁𝗶𝗼𝗻 — Model runs fully on the device. • 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗲 𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻 𝗹𝗼𝗰𝗮𝗹𝗹𝘆 — Model creates the answer offline. • 𝗙𝗶𝗹𝘁𝗲𝗿 𝗹𝗼𝗰𝗮𝗹𝗹𝘆 — Runs safety filters on the device. • 𝗣𝗿𝗼𝗱𝘂𝗰𝗲 𝗰𝗼𝗺𝗽𝗮𝗰𝘁 𝘁𝗼𝗸𝗲𝗻𝘀 — Generates lightweight output for display. • 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗲 𝘀𝗵𝗼𝘄𝗻 𝗶𝗺𝗺𝗲𝗱𝗶𝗮𝘁𝗲𝗹𝘆 — User gets instant, private results offline. ✅ 𝗛𝗼𝘄 𝘁𝗼 𝗰𝗵𝗼𝗼𝘀𝗲 (𝘀𝗶𝗺𝗽𝗹𝗲 𝗰𝗵𝗲𝗰𝗸𝗹𝗶𝘀𝘁)? • Need maximum accuracy or heavy processing? → 𝗖𝗹𝗼𝘂𝗱. • Need lower latency and regional performance? → 𝗘𝗱𝗴𝗲. • Need privacy/offline and instant replies? → 𝗢𝗻-𝗱𝗲𝘃𝗶𝗰𝗲. ✅ Repost for others in your network who can benefit from this.