Skynet waa mid ka mid ah, iyo waxaan ku raaxaysaa in ay ku xusuusato our overlords... Okay, sidoo kale waa mid ka mid ah mid ka mid ah, laakiin AI waa mid ka mid ah ka mid ah. Injiiladaha oo dhan oo dhan oo dhan oo ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. . Waxaa laga yaabaa in ay ku yaalaa in ay ku yaalaa Sida loo yaabaa, waxaan u baahan tahay injiilada ah, injiilada ugu horeysay, injiilada ugu horeysay, si ay u aragtiyo iyo injiilada AI si ay u sameeyaan codka ugu fiican. Ma rabtaa injiilada oo dhan? Ma rabtaa John Wayne? Ma rabtaa in la aasaasay lagu-aasaasay? Sidee waxa uu ku yaqaan Happy End? Markaad ka mid ah wax soo saarka? Ma rabtaa Marlboro Man? Sidee waxa uu ku raaxeen? Ma rabtaa in aad u raaxo ranger? Markaad ka mid ah wax soo saarka? Markaad ka mid ah wax soo saarka? Markaad ka mid ah wax soo saarka? Ma rabtaa John Wayne? Ma rabtaa in la aasaasay lagu-aasaasay? Sidee waxa uu ku yaqaan Happy End? Markaad ka mid ah wax soo saarka? Ma rabtaa Marlboro Man? Sidee waxa uu ku raaxeen? Ma rabtaa in aad u raaxo ranger? Markaad ka mid ah wax soo saarka? Markaad ka mid ah wax soo saarka? Markaad ka mid ah wax soo saarka? Lyrics by Paula Cole. If you don’t know the song, go ahead, watch here and keep reading ;* Waayo, hadda na soo xiriir Sida loo yaabaa, iyo oo aan ku yidhi, codka ah ee AI waa caawin, laakiin sidoo kale sidoo kale waxaa laga yaabaa in line-finishing iyo programming peer in CoPilot iyo Cursor waxaa laga yaabaa in ay ku yaalaa in ay ku salaysan in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid Waa in ay u baahan tahay in ay u isticmaali karaa in ay u isticmaali karaa in ay u isticmaali karaa in ay isticmaali karaa. . Our experience are the right changes Ma rabtaa John Wayne? Sida loo yaqaan "Junior Engineers" ama "Early Career Engineers" waxaa loo yaqaan "Junior Engineers" (Junior Engineers) waxaa loo yaqaan "Junior Engineers" (Junior Engineers) iyo "Junior Engineers" (Junior Engineers) waxaa loo yaqaan "Junior Engineers" (Junior Engineers) iyo "Junior Engineers" (Junior Engineers) iyo "Junior Engineers" (Junior Engineers) iyo "Junior Engineers" (Junior Engineers) iyo "Junior Engineers" (Junior Engineers) iyo "Junior Engineers" (Junior Engineers) iyo "Junior Engineers" (Junior Engineers) iyo "Junior Engineers" (Junior Engineers) iyo "J Sida loo yaabaa injiilada ugu horeysay ee loo yaabaa injiilada ugu horeysay ee loo yaabaa codka ah oo loo yaabaa injiilada ugu horeysay ee loo yaabaa injiilada ugu horeysay ee loo yaabaa injiilada ugu horeysay ee loo yaabaa injiilada ugu horeysay ee loo yaabaa injiilada ugu horeysay ee injiilada. Waxa uu soo xiriir in la soo xiriir in la soo xiriir in la soo xiriir in la soo xiriir. Ma rabtaa in la aasaasay lagu-aasaasay? Waayo, injiilada junior waa in ay ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Our current junior engineers will inevitably become the next generation of senior engineers. Markaas, waxaan sidoo kale u baahan tahay injiilada oo aad u baahan tahay in ay u xusuusato codsiga ah, xusuusato, codsiga ah iyo codsiga ah. Markaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Injiilada ugu horeysay ee loo isticmaali karaa in ay u baahan yahay in ay ka mid ah AI ah. Injiilada junior waa in ay ka mid ah wax soo saarka dhismaha xafiisyada xafiisyada xafiisyada xafiisyada xafiisyada ah. Qalabka dhismaha iyo dhismaha iyo dhismaha iyo dhismaha Shuruudaha ka mid ah xafiisyada iyo sintaxada. Waayo, waxaa loo yaabaa in ay ka mid ah wax soo saarka iyo wax soo saarka. Xafiisyada Technical, Oo, waxaan ka soo dejisan. Shuruudaha iyo dhismaha iyo dhismaha, dhismaha iyo dhismaha, dhismaha iyo dhismaha, dhismaha iyo dhismaha, dhismaha iyo dhismaha. Sida loo isticmaali karaa, waxaa loo isticmaali karaa in aad u isticmaali karaa in aad u isticmaali karaa. . (Waa'aalo ka mid ah wax soo saarka buuxa ah oo ka hor, iyo wax soo saarka ah oo ku yaalaa in la yaabaa.) Sidaa waxaa laga yaabaa injiilada ugu wanaagsan oo ka mid ah macluumaadka iyo nidaamka, waayo, oo ay ku yaalaa, waxay ku habboonay in ka badan oo ka mid ah ka mid ah ka mid ah oo ka mid ah ugu fiican oo loo isticmaali karaa. Haku Waayo, waxaa laga yaabaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Sida loo isticmaali karaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. Sidee waxa uu ku yaqaan Happy End? Waxaan ku saabsan. Sida loo yaabaa in la soo xiriir: How will junior engineers develop critical thinking and problem-solving skills without direct, hands-on experience? Can we give them these growth opportunities? Should we refuse them access to highly efficient AI tools for the sake of growth and preparing for the future? Can we effectively backfill retiring senior talent if we don’t proactively support junior development? Is it time to redefine what “senior engineer” means in the age of AI? If AI handles most coding and debugging, is the senior role more about decision-making, systems thinking, and aligning tech with business outcomes? Similar to airplane pilots who rely on autopilot but must respond skillfully in emergencies, do senior engineers become the calm in the chaos (land that plan upside down)? Are we training engineers to think deeply, or just to generate and evaluate AI outputs? Can product teams wait for engineers to grow into the critical experienced senior engineers we need? Or do we always need to ship it faster? Will traditional engineering roles still exist in a few years? Is this even a concern? Will AI get “that good” at coding so that we don’t need to review it, and senior devs are all about the system and architecture? Ma waxaad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay. Yippy-yi, yippy-yay Rise of Director-ka ah Sida loo yaabaa in ka mid ah macluumaadka iyo pipelines CI / CD waxay ku habboonay shuruudaha macluumaadka sida loo yaqaan 'sysadmins' si ay u dhiso injiilada ee DevOps ama wax ka mid ah wax soo saarka ah, waxaan ka mid ah loo yaqaan 'Ita' ah ee macluumaadka software. Shuruudaha ee macluumaadka waxay ku habboonay sare leh. Waayo, oo ay u habboonay si ay u habboonay in ay u habboonay si ay u habboonay. "Haddii aad ka soo dejisan wax soo saarka ah, sidoo kale aad ka heli karo wax soo saarka ah." Spencer Johnson, “Who Moved My Cheese?” "Haddii aad ka soo dejisan wax soo saarka ah, sidoo kale aad ka heli karo wax soo saarka ah." Spencer Johnson, “Who Moved My Cheese?” Waayo, injiilada waa loo soo saarka agenta ah, si ay u adeegsanayo agenta ah ee IDE, si ay u isticmaali karaa workflows, iyo si ay u aragti kartaa in ay ku habboon iyo in ay u isticmaali karaa. Waayo, in ay soo saarka video agenta ah, agenta korontada dhererka (wax yar) (wax yar) (wax yar) (wax yar) (wax yar) (wax yar) (wax yar) (wax yar) (wax yar) (wax yar) (wax yar). Marka: A Warshadaha Star Wars waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Warshadaha Star Warshadaha Star Meme Sida loo yaqaan version control, open source, iyo DevOps waxay ku habboon karaa sida loo isticmaali karaa; agents orchestration waa ka mid ah ka mid ah xawaaraha ugu horeysay, oo waa in ay ku habboonayaan in ka badan oo ka mid ah oo ka horay. In ka mid ah version control, open source, DevOps, iwm, oo ka mid ah ka mid ah sida loo isticmaali karaa software, AI waxay ku habboon karaa sida loo isticmaali karaa software. Xirfadeed oo ka mid ah agenta ah Waayo, waxaan ka mid ah codsaday Waayo, waxaan ka soo bandhigay Waayo, waxaan u baahan tahay injiilada oo aad u baahan tahay injiilada oo aad u baahan tahay in ay u baahan tahay in ay u baahan tahay in ay u baahan tahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u Waayo, waxa uu ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ka mid ah. Haku Haku Waqtiga Code, Architecture, iyo Trade-offs AI can write it. You decide whether it’s right. Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay. Ma rabtaa in ka mid ah agenta ah? Markaas oo ka mid ah ka mid ah ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah. Xirfadeed oo ka mid ah mid ka mid ah mid ka mid ah: Qalabka dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha Qalabka dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha Shuruudaha iyo adeegga adeegga ah ee adeegga injiilada iyo waxyaabaha Qalabka dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha Shuruudaha waxaa laga yaabaa in ay ku dhigi karaa shuruudaha shuruudaha, shuruudaha shuruudaha, iyo shuruudaha shuruudaha. Qalabka dhismaha nidaamka ee nidaamka Waxaa kale oo ka mid ah oo ka mid ah ka mid ah oo ka mid ah oo ka mid ah Huhu, wax kasta oo ka mid ah loo isticmaali karaa blog post. Waxaad ka mid ah wax soo saarka ah waa cusub: waxaa laga yaabaa in ay wax soo saarka cusub in la soo saarka. Waxaad ka mid ah in la soo saarka in la soo saarka. Haddii aad ka soo saarka in la soo saarka, si ay u soo saarka wax soo saarka ah, ama 3, oo ay ka soo saarka in la soo saarka. Ma ahaatee, waxaa laga yaabaa in ay ka mid ah wax soo saarka iyo wax soo saarka. Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay. Waxa uu ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ka mid ah. Shuruudaha nidaamka iyo shuruudaha shuruudaha. Haddaa, agentayada ku yaal ah, sidoo kale loo isticmaali karaa codka ka mid ah xawaaraha, laakiin sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale. Sida loo yaabaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Markaad ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid Waayo, waxaa loo isticmaali karaa ... Sida loo yaqaan "Agent Directors" waxaa loo yaqaan "Agent Directors" iyo "Agent Directors" waxaa loo yaqaan "Agent Directors" iyo "Agent Directors" iyo "Agent Directors" waxaa loo yaqaan "Agent Directors" iyo "Agent Directors" iyo "Agent Directors" iyo "Agent Directors" iyo "Agent Directors" iyo "Agent Directors". Markaas...gaaxeen. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Waxa uu ka soo xiriir in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Waxa uu ka soo xiriir, kharashka, iyo si ay u isticmaali karaa si ay u isticmaali karaa, laakiin waxaa laga yaabaa in ay u isticmaali karaa in ay u isticmaali karaa si ay u isticmaali karaa in ay isticmaali karaa. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Ma rabtaa in aad ka mid ah injiilada. Sida AI waxaa laga yaabaa in ka mid ah wax soo saarka wax soo saarka ah, waxaa laga yaabaa in ay ka mid ah wax soo saarka ah: waxaan sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale. Haku “Waaq u dhismaha oo ka mid ah dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha” (Perazzo, 2024). "Diiwaanka loo yaqaan 'AI' waa mid ka mid ah ugu dhismaha ugu dhismaha ah ee technology hadda." ) Haku 2024 Markaad ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. Markaas oo ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. AI can write it. They decide whether it’s right. Sidee waxa uu ku saabsan? Qalabka ugu horeysay ee JUNIOR ENGINEERS Waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Waayo, waxaan ka mid ahaysaa ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Sida loo yaabaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Waxaa laga yaabaa injiilada jr, waxaa laga yaabaa injiilada human. QEEBE QEEBE “AI waa in ay ka caawinay codka, laakiin oo ka mid ah tusaaleynta, (oo) codka ugu fiican, shuruudaha, iyo shuruudaha waaweyn.” (Osmani, 2024) “AI waa in ay ka caawinay codka, laakiin oo ka mid ah tusaaleynta, (oo) codka ugu fiican, shuruudaha, iyo shuruudaha waaweyn.” (Osmani, 2024) Waayo, injiilada ugu horeysay ee loo yaqaan "Junior Engineers" waa injiilada ugu horeysay ee loo yaqaan "System-Oriented Senior Engineers" oo aad u baahan tahay in ay ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah. Qalabka iyo AI Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Waayo, waxaa loo isticmaali karaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Shadow the AI “Ma rabtaa Python in aad u sameeyaan app Hello World. Waxaan sidoo kale u sameeyaan app, ka dib markii ay u baahan tahay in ay u shaqeeyaan.” (Palmer, 2025) “Ma rabtaa Python in aad u sameeyaan app Hello World. Waxaan sidoo kale u sameeyaan app, ka dib markii ay u baahan tahay in ay u shaqeeyaan.” (Palmer, 2025) Waxaad ka soo xiriir in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Question the AI. Waayo, waxaa loo yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Keep an AI contrast journal Waayo, waxaan ka mid ahaysaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. codka oo ah Ma rabtaa Sida loo isticmaalo AI. Waayo, go go! QEEBE Marka aad u isticmaali karaa Google Search, Marka aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay. Go old school (are the kids calling it vintage now?). Nala soo xiriir Twin Waxaad ka mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. AI-free problem-solving. Waayo, waxaa laga yaabaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Own a real component. Sida loo yaabaa injiilada badan oo ka mid ah wax soo saarka, si ay u soo saarka dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha: codka dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha. Waayo, waxaa loo yaabaa in la soo bandhigay Waayo, waxaa lagu soo bandhigay in ay ku yaalaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah. Waayo, waxaa loo isticmaali karaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Read great code. Waayo, waxaa laga yaabaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Seek out human pairing. Waayo, waxa uu ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Share what you learn. Taageerada waxaa laga yaabaa in aad Marka aad u soo saarka codsiga codsiga ah, si ay u soo saarka codsiga ah, si ay u soo saarka codsiga ah, si ay u soo saarka codsiga ah, si ay u soo saarka codsiga ah, si ay u soo saarka codsiga ah ee codsiga codsiga codsiga ah. Ingiriisayaasha, waxaan u baahan tahay si ay u soo bandhigay Waxaan ku dhameynay in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah. Shuruudaha waxaa laga yaabaa Markaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Haku