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<!doctype html><html lang="en"><head><title data-rh="true">Steve Jones – Medium</title><meta data-rh="true" charset="utf-8"/><meta data-rh="true" name="viewport" content="width=device-width,minimum-scale=1,initial-scale=1,maximum-scale=1"/><meta data-rh="true" name="theme-color" content="#000000"/><meta data-rh="true" name="twitter:app:name:iphone" content="Medium"/><meta data-rh="true" name="twitter:app:id:iphone" content="828256236"/><meta data-rh="true" property="al:ios:app_name" content="Medium"/><meta data-rh="true" property="al:ios:app_store_id" content="828256236"/><meta data-rh="true" property="al:android:package" content="com.medium.reader"/><meta data-rh="true" property="al:android:app_name" content="Medium"/><meta data-rh="true" property="fb:app_id" content="542599432471018"/><meta data-rh="true" property="og:site_name" content="Medium"/><meta data-rh="true" property="og:title" content="Steve Jones – Medium"/><meta data-rh="true" name="description" content="Read writing from Steve Jones on Medium. 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href="/data-is-going-to-eat-softwares-world-0268320519a0?source=user_profile_page---------1-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">Data is going to eat Software’s World</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">Back in 2011 Marc Andreessen released his paper “Why Software is eating the World” and while it is certainly true that software has had…</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Nov 13</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/data-is-going-to-eat-softwares-world-0268320519a0?source=user_profile_page---------1-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>1</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F0268320519a0&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fdata-is-going-to-eat-softwares-world-0268320519a0&source=---------1-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="Movie style poster for this blog post featuring the title “Data is going to eat software’s world”"><div class="j i d"><img alt="Movie style poster for this blog post featuring the title “Data is going to eat software’s world”" class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/1*A9cNrIYgGB8sE8p_PN5PlQ.jpeg" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Movie style poster for this blog post featuring the title “Data is going to eat software’s world”" class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/1*A9cNrIYgGB8sE8p_PN5PlQ.jpeg" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Nov 13</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/data-is-going-to-eat-softwares-world-0268320519a0?source=user_profile_page---------1-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>1</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F0268320519a0&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fdata-is-going-to-eat-softwares-world-0268320519a0&source=---------1-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hg bh hh hi hj hk"><div class="ny bh l"><article class=""><div class="lc l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://blog.metamirror.io/get-ready-for-everything-is-agentic-9bdb64cad314" tabindex="0"><div class="bh ld le lf lg"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lh li lj lk ll lm ln lo lp lq"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/get-ready-for-everything-is-agentic-9bdb64cad314?source=user_profile_page---------2-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">Get ready for “Everything is Agentic”</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">Slapping stickers for fun and profit</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Nov 7</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/get-ready-for-everything-is-agentic-9bdb64cad314?source=user_profile_page---------2-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>6</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F9bdb64cad314&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fget-ready-for-everything-is-agentic-9bdb64cad314&source=---------2-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="Get ready for “Everything is Agentic”"><div class="j i d"><img alt="Get ready for “Everything is Agentic”" class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/1*ZJgNFJfBTymDe1MITvX_5w.jpeg" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Get ready for “Everything is Agentic”" class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/1*ZJgNFJfBTymDe1MITvX_5w.jpeg" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Nov 7</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/get-ready-for-everything-is-agentic-9bdb64cad314?source=user_profile_page---------2-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>6</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F9bdb64cad314&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fget-ready-for-everything-is-agentic-9bdb64cad314&source=---------2-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hg bh hh hi hj hk"><div class="ny bh l"><article class=""><div class="lc l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://blog.metamirror.io/how-to-tell-if-data-ai-are-important-to-your-application-development-team-cdbad735baf9" tabindex="0"><div class="bh ld le lf lg"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lh li lj lk ll lm ln lo lp lq"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/how-to-tell-if-data-ai-are-important-to-your-application-development-team-cdbad735baf9?source=user_profile_page---------3-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">How to tell if Data & AI are important to your application development team</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">You’ve said it, but are they doing it?</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Nov 1</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/how-to-tell-if-data-ai-are-important-to-your-application-development-team-cdbad735baf9?source=user_profile_page---------3-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>2</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fcdbad735baf9&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fhow-to-tell-if-data-ai-are-important-to-your-application-development-team-cdbad735baf9&source=---------3-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="This SDLC flow begins with gathering requirements, leading to application development. Afterward, there’s a launch party celebrating the app’s completion, but reporting is overlooked. The minimal ETL step feeds data into a large schema, generating extensive reports. These reports end up in Excel, yet no one has addressed the actual need for reporting. The process leaves the team asking, “Err, guys, reporting?” as it wasn’t prioritized in the initial planning."><div class="j i d"><img alt="This SDLC flow begins with gathering requirements, leading to application development. Afterward, there’s a launch party celebrating the app’s completion, but reporting is overlooked. The minimal ETL step feeds data into a large schema, generating extensive reports. These reports end up in Excel, yet no one has addressed the actual need for reporting. The process leaves the team asking, “Err, guys, reporting?” as it wasn’t prioritized in the initial planning." class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/1*RUd1f386D97ffeZWHVMLCA.png" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="This SDLC flow begins with gathering requirements, leading to application development. Afterward, there’s a launch party celebrating the app’s completion, but reporting is overlooked. The minimal ETL step feeds data into a large schema, generating extensive reports. These reports end up in Excel, yet no one has addressed the actual need for reporting. The process leaves the team asking, “Err, guys, reporting?” as it wasn’t prioritized in the initial planning." class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/1*RUd1f386D97ffeZWHVMLCA.png" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Nov 1</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/how-to-tell-if-data-ai-are-important-to-your-application-development-team-cdbad735baf9?source=user_profile_page---------3-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>2</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fcdbad735baf9&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fhow-to-tell-if-data-ai-are-important-to-your-application-development-team-cdbad735baf9&source=---------3-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hg bh hh hi hj hk"><div class="ny bh l"><article class=""><div class="lc l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://blog.metamirror.io/poisoning-data-to-prevent-ai-theft-and-distort-ai-training-29852aed9b05" tabindex="0"><div class="bh ld le lf lg"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lh li lj lk ll lm ln lo lp lq"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/poisoning-data-to-prevent-ai-theft-and-distort-ai-training-29852aed9b05?source=user_profile_page---------4-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">Poisoning Data to prevent AI theft and distort AI training</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">How to protect your IP from large language learning</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 28</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/poisoning-data-to-prevent-ai-theft-and-distort-ai-training-29852aed9b05?source=user_profile_page---------4-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>9</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F29852aed9b05&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fpoisoning-data-to-prevent-ai-theft-and-distort-ai-training-29852aed9b05&source=---------4-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="Poisoning Data to prevent AI theft and distort AI training"><div class="j i d"><img alt="Poisoning Data to prevent AI theft and distort AI training" class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/1*eYfJgVoZjmFOPlT3qki8Vg.png" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Poisoning Data to prevent AI theft and distort AI training" class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/1*eYfJgVoZjmFOPlT3qki8Vg.png" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 28</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/poisoning-data-to-prevent-ai-theft-and-distort-ai-training-29852aed9b05?source=user_profile_page---------4-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>9</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F29852aed9b05&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fpoisoning-data-to-prevent-ai-theft-and-distort-ai-training-29852aed9b05&source=---------4-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hg bh hh hi hj hk"><div class="ny bh l"><article class=""><div class="lc l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://blog.metamirror.io/service-oriented-ai-a7273541c672" tabindex="0"><div class="bh ld le lf lg"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lh li lj lk ll lm ln lo lp lq"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/service-oriented-ai-a7273541c672?source=user_profile_page---------5-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">Service Oriented AI</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">AI needs service oriented thinking</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 25</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/service-oriented-ai-a7273541c672?source=user_profile_page---------5-------------e5349010b205---------------"></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fa7273541c672&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fservice-oriented-ai-a7273541c672&source=---------5-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="Service Oriented AI"><div class="j i d"><img alt="Service Oriented AI" class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/1*m0Y2wM-KcUcsDZMZijBYvw.png" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Service Oriented AI" class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/1*m0Y2wM-KcUcsDZMZijBYvw.png" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 25</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/service-oriented-ai-a7273541c672?source=user_profile_page---------5-------------e5349010b205---------------"></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fa7273541c672&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fservice-oriented-ai-a7273541c672&source=---------5-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hg bh hh hi hj hk"><div class="ny bh l"><article class=""><div class="lc l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://blog.metamirror.io/the-ai-future-will-require-change-what-middle-managmemt-needs-c5dd6dfa3073" tabindex="0"><div class="bh ld le lf lg"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lh li lj lk ll lm ln lo lp lq"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/the-ai-future-will-require-change-what-middle-managmemt-needs-c5dd6dfa3073?source=user_profile_page---------6-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">The AI future will require change what Middle Managmemt needs</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">The Peter Principle in an AI world</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 18</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/the-ai-future-will-require-change-what-middle-managmemt-needs-c5dd6dfa3073?source=user_profile_page---------6-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>5</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fc5dd6dfa3073&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fthe-ai-future-will-require-change-what-middle-managmemt-needs-c5dd6dfa3073&source=---------6-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="The image compares current and expected team structures impacted by Gen AI. — **Current**: — Leaders/upper managers: 13% — Middle- and first-level managers: 44% (19% middle, 25% first-level) — Entry-level employees: 44% — **Expected in 3 years**: — Leaders/upper managers: 15% — Middle- and first-level managers: 53% (24% middle, 29% first-level) — Entry-level employees: 32% Source: Capgemini Research Institute, July 2024, based on 1,500 leaders/managers."><div class="j i d"><img alt="The image compares current and expected team structures impacted by Gen AI. — **Current**: — Leaders/upper managers: 13% — Middle- and first-level managers: 44% (19% middle, 25% first-level) — Entry-level employees: 44% — **Expected in 3 years**: — Leaders/upper managers: 15% — Middle- and first-level managers: 53% (24% middle, 29% first-level) — Entry-level employees: 32% Source: Capgemini Research Institute, July 2024, based on 1,500 leaders/managers." class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/1*d3BnVNMlkpGN-1ZgZmAClQ.png" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="The image compares current and expected team structures impacted by Gen AI. — **Current**: — Leaders/upper managers: 13% — Middle- and first-level managers: 44% (19% middle, 25% first-level) — Entry-level employees: 44% — **Expected in 3 years**: — Leaders/upper managers: 15% — Middle- and first-level managers: 53% (24% middle, 29% first-level) — Entry-level employees: 32% Source: Capgemini Research Institute, July 2024, based on 1,500 leaders/managers." class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/1*d3BnVNMlkpGN-1ZgZmAClQ.png" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 18</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/the-ai-future-will-require-change-what-middle-managmemt-needs-c5dd6dfa3073?source=user_profile_page---------6-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>5</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fc5dd6dfa3073&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fthe-ai-future-will-require-change-what-middle-managmemt-needs-c5dd6dfa3073&source=---------6-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hg bh hh hi hj hk"><div class="ny bh l"><article class=""><div class="lc l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://blog.metamirror.io/agi-is-the-enemy-of-good-3f105e7aa58e" tabindex="0"><div class="bh ld le lf lg"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lh li lj lk ll lm ln lo lp lq"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/agi-is-the-enemy-of-good-3f105e7aa58e?source=user_profile_page---------7-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">AGI is the enemy of Good</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">Be good not overwhelmed</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 16</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/agi-is-the-enemy-of-good-3f105e7aa58e?source=user_profile_page---------7-------------e5349010b205---------------"></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F3f105e7aa58e&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fagi-is-the-enemy-of-good-3f105e7aa58e&source=---------7-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="AGI is the enemy of Good"><div class="j i d"><img alt="AGI is the enemy of Good" class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/1*YUR99ZM7qAAtNj2XYVpmHw.jpeg" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="AGI is the enemy of Good" class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/1*YUR99ZM7qAAtNj2XYVpmHw.jpeg" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 16</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/agi-is-the-enemy-of-good-3f105e7aa58e?source=user_profile_page---------7-------------e5349010b205---------------"></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F3f105e7aa58e&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fagi-is-the-enemy-of-good-3f105e7aa58e&source=---------7-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hg bh hh hi hj hk"><div class="ny bh l"><article class=""><div class="lc l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://blog.metamirror.io/genai-pocs-are-dumb-102fcf13131a" tabindex="0"><div class="bh ld le lf lg"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lh li lj lk ll lm ln lo lp lq"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/genai-pocs-are-dumb-102fcf13131a?source=user_profile_page---------8-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">GenAI PoCs are dumb</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">GenAI is designed to make PoCs fail to scale</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 4</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/genai-pocs-are-dumb-102fcf13131a?source=user_profile_page---------8-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>2</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F102fcf13131a&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fgenai-pocs-are-dumb-102fcf13131a&source=---------8-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="The image shows a bar chart titled “Organizations are struggling to scale up their generative AI initiatives.” It compares industries globally, showing the percentage struggling to scale generative AI proofs-of-concept (in blue) versus those aware of how to productionize and monitor large language models (in gray). Key findings: scaling challenges are highest in automotive (84%) and insurance (78%), while awareness is generally low across industries, peaking at 28% in industrial manufacturing."><div class="j i d"><img alt="The image shows a bar chart titled “Organizations are struggling to scale up their generative AI initiatives.” It compares industries globally, showing the percentage struggling to scale generative AI proofs-of-concept (in blue) versus those aware of how to productionize and monitor large language models (in gray). Key findings: scaling challenges are highest in automotive (84%) and insurance (78%), while awareness is generally low across industries, peaking at 28% in industrial manufacturing." class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/0*TkJkozj6CT-6Vd4H.png" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="The image shows a bar chart titled “Organizations are struggling to scale up their generative AI initiatives.” It compares industries globally, showing the percentage struggling to scale generative AI proofs-of-concept (in blue) versus those aware of how to productionize and monitor large language models (in gray). Key findings: scaling challenges are highest in automotive (84%) and insurance (78%), while awareness is generally low across industries, peaking at 28% in industrial manufacturing." class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/0*TkJkozj6CT-6Vd4H.png" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 4</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/genai-pocs-are-dumb-102fcf13131a?source=user_profile_page---------8-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>2</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F102fcf13131a&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fgenai-pocs-are-dumb-102fcf13131a&source=---------8-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="hg bh hh hi hj hk"><div class="ny bh l"><article class=""><div class="lc l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://blog.metamirror.io/llm-prompt-injection-never-send-the-request-to-the-model-e8017269b96a" tabindex="0"><div class="bh ld le lf lg"><div class="ab"></div><div class="ab"><div class="l cl gb"><div class="lh li lj lk ll lm ln lo lp lq"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/llm-prompt-injection-never-send-the-request-to-the-model-e8017269b96a?source=user_profile_page---------9-------------e5349010b205---------------"><h2 class="bf lr ls lt lu ix lv lw lx ly jc lz je jf ma mb ji mc md me mf mg mh mi mj mk ml jt ju jv jw jx bk">LLM Prompt Injection: Never send the request to the model</h2><div class="mm"><h3 class="bf b ge z jt mn ju jv mo jw jx ds">Classify, rewrite and reject</h3></div></a></div><div class="h k"><div class="mp mq mr ms mt mu mv mw mx my l"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 2</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/llm-prompt-injection-never-send-the-request-to-the-model-e8017269b96a?source=user_profile_page---------9-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>1</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fe8017269b96a&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fllm-prompt-injection-never-send-the-request-to-the-model-e8017269b96a&source=---------9-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="nl nm nn no np l"><div aria-label="This diagram shows how “Trusted AI” in areas like Procurement, Cyber Security, Operations, and Enterprise Purpose drives “Model Selection,” “Feature Management,” “Enterprise Guardrails,” and “Solution Guardrails.” The right section highlights the structure: Model Management leads to Feature Management, which contains “Enterprise Guardrails” and “Solution Guardrails” for managing inputs, outputs, and solution execution."><div class="j i d"><img alt="This diagram shows how “Trusted AI” in areas like Procurement, Cyber Security, Operations, and Enterprise Purpose drives “Model Selection,” “Feature Management,” “Enterprise Guardrails,” and “Solution Guardrails.” The right section highlights the structure: Model Management leads to Feature Management, which contains “Enterprise Guardrails” and “Solution Guardrails” for managing inputs, outputs, and solution execution." class="bx nq" src="https://miro.medium.com/v2/resize:fill:160:106/1*B5HQrvW0_ErDpU50SyKwsw.png" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="This diagram shows how “Trusted AI” in areas like Procurement, Cyber Security, Operations, and Enterprise Purpose drives “Model Selection,” “Feature Management,” “Enterprise Guardrails,” and “Solution Guardrails.” The right section highlights the structure: Model Management leads to Feature Management, which contains “Enterprise Guardrails” and “Solution Guardrails” for managing inputs, outputs, and solution execution." class="bx nq" src="https://miro.medium.com/v2/resize:fill:320:214/1*B5HQrvW0_ErDpU50SyKwsw.png" width="160" height="107" loading="lazy"/></div></div></div></div><div class="nr j i d"><span class="bf b dt z ds"><div class="is ab mz ae"><div class="ab q ne"><span>Oct 2</span><div class="h k j i d"><div class="dq na nb ab q"><div class="fm nc nd ab q ne"><div class="ax nb nf l fo"></div></div><a class="fm kt nd ab q ne" tabindex="-1" rel="noopener follow" href="/llm-prompt-injection-never-send-the-request-to-the-model-e8017269b96a?source=user_profile_page---------9-------------e5349010b205---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ng"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>1</span></div></div></div></a></div></div></div><div class="ab q nh ni"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fe8017269b96a&operation=register&redirect=https%3A%2F%2Fblog.metamirror.io%2Fllm-prompt-injection-never-send-the-request-to-the-model-e8017269b96a&source=---------9-------------e5349010b205----bookmark_preview-----------" rel="noopener follow"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds nj nk" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="ns bh r nt nu nv nw nx"></div></div></div></div></div></article></div></div></div><div></div></div></div></div></div></main><div class="cu cv h cw cx cy k cz da db j dc dd de df dg dh di dj dk dl dm c dn do"><div class="dp bh bm dq"><div class="l m fp"><div class="fq ab fr"><div class="l ae"><div class="fs ft fu l"><div class="l dq"><img alt="Steve Jones" class="l dm by fv fw fo" src="https://miro.medium.com/v2/resize:fill:176:176/1*mmWo6RDdqq4PreHjng-d3Q.jpeg" width="88" height="88" loading="lazy"/><div class="fl by l fv fw fm n ay fx"></div></div><div class="fy ab fz ga"><h2 class="pw-author-name bf gd ge z gf bk"><span class="gb gc">Steve Jones</span></h2></div><div class="gg l"><span class="pw-follower-count bf b ge gh ds"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" 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