ESTER AMORIM

 .

O Algoritmo e a IA

estão a transformar

o comportamento humano

Muitas vezes se fala no Algoritimo e na Inteligência Artificial (IA) e a sua aplicação, mas ainda está distante para a maioria dos cidadãos.

𝑶 𝒒𝒖𝒆 𝒆́ 𝒂𝒇𝒊𝒏𝒂𝒍 𝒐 𝑨𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐.ᐣ 𝑬́ 𝒖𝒎𝒂 𝒔𝒆𝒒𝒖𝒆̂𝒏𝒄𝒊𝒂 𝒇𝒊𝒏𝒊𝒕𝒂 𝒅𝒆 𝒊𝒏𝒔𝒕𝒓𝒖𝒄̧𝒐̃𝒆𝒔 𝒍𝒐́𝒈𝒊𝒄𝒂𝒔 𝒆 𝒃𝒆𝒎 𝒅𝒆𝒇𝒊𝒏𝒊𝒅𝒂𝒔, 𝒑𝒍𝒂𝒏𝒆𝒂𝒅𝒂𝒔 𝒑𝒂𝒓𝒂 𝒓𝒆𝒔𝒐𝒍𝒗𝒆𝒓 𝒖𝒎 𝒑𝒓𝒐𝒃𝒍𝒆𝒎𝒂 𝒐𝒖 𝒆𝒙𝒆𝒄𝒖𝒕𝒂𝒓 𝒖𝒎𝒂 𝒕𝒂𝒓𝒆𝒇𝒂 𝒆𝒔𝒑𝒆𝒄𝒊𝒇𝒊𝒄𝒂. 𝑬𝒎 𝒕𝒆𝒓𝒎𝒐𝒔 𝒔𝒊𝒎𝒑𝒍𝒆𝒔, 𝒖𝒎 𝒂𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐 𝒆́ 𝒖𝒎 𝒄𝒐𝒏𝒋𝒖𝒏𝒕𝒐 𝒅𝒆 𝒆𝒕𝒂𝒑𝒂𝒔 𝒅𝒆𝒇𝒊𝒏𝒊𝒅𝒂𝒔 𝒆 𝒑𝒓𝒐𝒋𝒆𝒕𝒂𝒅𝒂𝒔 𝒑𝒂𝒓𝒂 𝒓𝒆𝒂𝒍𝒊𝒛𝒂𝒓 𝒖𝒎 𝒐𝒃𝒋𝒆𝒕𝒊𝒗𝒐 𝒆𝒔𝒑𝒆𝒄𝜾́𝒇𝒊𝒄𝒐. 𝑷𝒐𝒅𝒆𝒎𝒐𝒔 𝒅𝒆𝒇𝒊𝒏𝒊𝒓 𝒖𝒎 𝑨𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐 𝒄𝒐𝒎𝒐 𝒖𝒎𝒂 𝒔𝒆𝒒𝒖𝒆̂𝒏𝒄𝒊𝒂 𝒅𝒆 𝒓𝒂𝒄𝒊𝒐𝒄𝜾́𝒏𝒊𝒐𝒔, 𝒊𝒏𝒔𝒕𝒓𝒖𝒄̧𝒐̃𝒆𝒔 𝒐𝒖 𝒐𝒑𝒆𝒓𝒂𝒄̧𝒐̃𝒆𝒔 𝒑𝒂𝒓𝒂 𝒂𝒍𝒄𝒂𝒏𝒄̧𝒂𝒓 𝒖𝒎 𝒐𝒃𝒋𝒆𝒕𝒊𝒗𝒐. 𝑬𝒙𝒊𝒔𝒕𝒆𝒎 𝒕𝒓𝒆̂𝒔 𝒕𝒊𝒑𝒐𝒔 𝒑𝒓𝒊𝒏𝒄𝒊𝒑𝒂𝒊𝒔 𝒅𝒆 𝑨𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐𝒔: 𝒐 𝒔𝒆𝒒𝒖𝒆𝒏𝒄𝒊𝒂𝒍, 𝒐 𝒄𝒐𝒏𝒅𝒊𝒄𝒊𝒐𝒏𝒂𝒍 𝒆 𝒐 𝒅𝒆 𝒓𝒆𝒑𝒆𝒕𝒊𝒄̧𝒂̃𝒐. 𝑸𝒖𝒂𝒊𝒔 𝒐𝒔 𝒃𝒆𝒏𝒆𝒇𝜾́𝒄𝒊𝒐𝒔 𝒅𝒐 𝑨𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐.ᐣ 𝑵𝒂 𝒆𝒇𝒊𝒄𝒊𝒆̂𝒏𝒄𝒊𝒂, 𝒏𝒂 𝒑𝒓𝒆𝒄𝒊𝒔𝒂̃𝒐 𝒆 𝒏𝒂 𝒂𝒖𝒕𝒐𝒎𝒂𝒕𝒊𝒛𝒂𝒄̧𝒂̃𝒐 𝒅𝒆 𝒕𝒂𝒓𝒆𝒇𝒂𝒔, 𝒍𝒊𝒃𝒆𝒓𝒕𝒂𝒏𝒅𝒐 𝒐𝒔 𝒔𝒆𝒓𝒆𝒔 𝒉𝒖𝒎𝒂𝒏𝒐𝒔 𝒑𝒂𝒓𝒂 𝒔𝒆 𝒄𝒐𝒏𝒄𝒆𝒏𝒕𝒓𝒂𝒓𝒆𝒎 𝒆𝒎 𝒂𝒕𝒊𝒗𝒊𝒅𝒂𝒅𝒆𝒔 𝒎𝒂𝒊𝒔 𝒄𝒐𝒎𝒑𝒍𝒆𝒙𝒂𝒔 𝒆 𝒄𝒓𝒊𝒂𝒕𝒊𝒗𝒂𝒔, 𝒂𝒖𝒎𝒆𝒏𝒕𝒂𝒏𝒅𝒐 𝒂 𝒑𝒓𝒐𝒅𝒖𝒕𝒊𝒗𝒊𝒅𝒂𝒅𝒆 𝒆𝒇𝒊𝒄𝒊𝒆̂𝒏𝒄𝒊𝒂 𝒆𝒎 𝒅𝒊𝒗𝒆𝒓𝒔𝒐𝒔 𝒔𝒆𝒄𝒕𝒐𝒓𝒆𝒔, 𝒅𝒆𝒔𝒅𝒆 𝒂 𝒊𝒏𝒅𝒖́𝒔𝒕𝒓𝒊𝒂 𝒂𝒕𝒆́ 𝒂𝒐𝒔 𝒔𝒆𝒓𝒗𝒊𝒄̧𝒐𝒔 𝒇𝒊𝒏𝒂𝒏𝒄𝒆𝒊𝒓𝒐𝒔.

𝑨 𝑰𝑨 𝒆́ 𝒂 𝒄𝒂𝒑𝒂𝒄𝒊𝒅𝒂𝒅𝒆 𝒅𝒆 𝒎𝒂́𝒒𝒖𝒊𝒏𝒂𝒔 𝒆 𝒔𝒊𝒔𝒕𝒆𝒎𝒂𝒔 𝒄𝒐𝒎𝒑𝒖𝒕𝒂𝒄𝒊𝒐𝒏𝒂𝒊𝒔 𝒊𝒎𝒊𝒕𝒂𝒓𝒆𝒎 𝒇𝒖𝒏𝒄̧𝒐̃𝒆𝒔 𝒄𝒐𝒈𝒏𝒊𝒕𝒊𝒗𝒂𝒔 𝒉𝒖𝒎𝒂𝒏𝒂𝒔, 𝒄𝒐𝒎𝒐 𝒂𝒑𝒓𝒆𝒏𝒅𝒆𝒓, 𝒓𝒂𝒄𝒊𝒐𝒄𝒊𝒏𝒂𝒓, 𝒑𝒍𝒂𝒏𝒆𝒋𝒂𝒓 𝒆 𝒕𝒐𝒎𝒂𝒓 𝒅𝒆𝒄𝒊𝒔𝒐̃𝒆𝒔. 𝑨 𝑰𝒏𝒕𝒆𝒍𝒊𝒈𝒆̂𝒏𝒄𝒊𝒂 𝑨𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍 𝒆́ 𝒄𝒐𝒏𝒔𝒊𝒅𝒆𝒓𝒂𝒅𝒂 𝒂 ‘𝒕𝒆𝒄𝒏𝒐𝒍𝒐𝒈𝒊𝒂 𝒒𝒖𝒆 𝒅𝒆𝒇𝒊𝒏𝒆 𝒐 𝒇𝒖𝒕𝒖𝒓𝒐’. 𝑶 𝒒𝒖𝒆 𝒆́ 𝒆𝒙𝒂𝒕𝒂𝒎𝒆𝒏𝒕𝒆 𝒂 𝑰𝑨 𝒆 𝒅𝒆 𝒒𝒖𝒆 𝒇𝒐𝒓𝒎𝒂 𝒂𝒇𝒆𝒕𝒂 𝒂𝒔 𝒏𝒐𝒔𝒔𝒂𝒔 𝒗𝒊𝒅𝒂𝒔.ᐣ 𝑨 𝑰𝑨 𝒆́ 𝒂 𝒄𝒂𝒑𝒂𝒄𝒊𝒅𝒂𝒅𝒆 𝒒𝒖𝒆 𝒖𝒎𝒂 𝒎𝒂́𝒒𝒖𝒊𝒏𝒂 𝒕𝒆𝒎 𝒑𝒂𝒓𝒂 𝒓𝒆𝒑𝒓𝒐𝒅𝒖𝒛𝒊𝒓 𝒄𝒐𝒎𝒑𝒆𝒕𝒆̂𝒏𝒄𝒊𝒂𝒔 𝒔𝒆𝒎𝒆𝒍𝒉𝒂𝒏𝒕𝒆𝒔 𝒂̀𝒔 𝒉𝒖𝒎𝒂𝒏𝒂𝒔, 𝒏𝒐 𝒓𝒂𝒄𝒊𝒐𝒄𝜾́𝒏𝒊𝒐, 𝒂 𝒂𝒑𝒓𝒆𝒏𝒅𝒊𝒛𝒂𝒈𝒆𝒎, 𝒐 𝒑𝒍𝒂𝒏𝒆𝒂𝒎𝒆𝒏𝒕𝒐 𝒆 𝒂 𝒄𝒓𝒊𝒂𝒕𝒊𝒗𝒊𝒅𝒂𝒅𝒆.

𝑨 𝑰𝒏𝒕𝒆𝒍𝒊𝒈𝒆̂𝒏𝒄𝒊𝒂 𝑨𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍 𝒆́ 𝒄𝒐𝒏𝒔𝒊𝒅𝒆𝒓𝒂𝒅𝒂 𝒑𝒓𝒊𝒎𝒐𝒓𝒅𝒊𝒂𝒍 𝒑𝒂𝒓𝒂 𝒂 𝒕𝒓𝒂𝒏𝒔𝒇𝒐𝒓𝒎𝒂𝒄̧𝒂̃𝒐 𝒅𝒂 𝒔𝒐𝒄𝒊𝒆𝒅𝒂𝒅𝒆 𝒆 𝒕𝒐𝒓𝒏𝒐𝒖-𝒔𝒆 𝒖𝒎𝒂 𝒑𝒓𝒊𝒐𝒓𝒊𝒅𝒂𝒅𝒆 𝒅𝒂 𝑼𝑬 𝒆 𝒆𝒔𝒕𝒂́ 𝒂 𝒑𝒓𝒐𝒑𝒐𝒓𝒄𝒊𝒐𝒏𝒂𝒓 𝒂𝒐𝒔 𝒄𝒊𝒅𝒂𝒅𝒂̃𝒐𝒔 𝒄𝒖𝒊𝒅𝒂𝒅𝒐𝒔 𝒅𝒆 𝒔𝒂𝒖́𝒅𝒆 𝒎𝒆𝒍𝒉𝒐𝒓𝒂𝒅𝒐𝒔, 𝒂𝒖𝒕𝒐𝒎𝒐́𝒗𝒆𝒊𝒔 𝒆 𝒐𝒖𝒕𝒓𝒐𝒔 𝒕𝒓𝒂𝒏𝒔𝒑𝒐𝒓𝒕𝒆𝒔 𝒎𝒂𝒊𝒔 𝒔𝒆𝒈𝒖𝒓𝒐𝒔, 𝒖𝒎 𝒂𝒄𝒆𝒔𝒔𝒐 𝒂 𝒑𝒓𝒐𝒅𝒖𝒕𝒐𝒔 𝒆 𝒔𝒆𝒓𝒗𝒊𝒄̧𝒐𝒔 𝒑𝒆𝒓𝒔𝒐𝒏𝒂𝒍𝒊𝒛𝒂𝒅𝒐𝒔 𝒆 𝒑𝒐𝒅𝒆 𝒕𝒐𝒓𝒏𝒂𝒓 𝒐 𝒍𝒐𝒄𝒂𝒍 𝒅𝒆 𝒕𝒓𝒂𝒃𝒂𝒍𝒉𝒐 𝒎𝒂𝒊𝒔 𝒔𝒆𝒈𝒖𝒓𝒐, 𝒕𝒆𝒏𝒅𝒐 𝒆𝒎 𝒄𝒐𝒏𝒕𝒂 𝒒𝒖𝒆 𝒐𝒔 𝒓𝒐𝒃𝒐̂𝒔 𝒑𝒐𝒅𝒆𝒎 𝒔𝒆𝒓 𝒖𝒔𝒂𝒅𝒐𝒔 𝒑𝒂𝒓𝒂 𝒂𝒔 𝒕𝒂𝒓𝒆𝒇𝒂𝒔 𝒅𝒆 𝒎𝒂𝒊𝒐𝒓 𝒓𝒊𝒔𝒄𝒐 𝒆 𝒄𝒐𝒏𝒕𝒓𝒊𝒃𝒖𝒊𝒓 𝒑𝒂𝒓𝒂 𝒂 𝒄𝒓𝒊𝒂𝒄̧𝒂̃𝒐 𝒅𝒆 𝒏𝒐𝒗𝒐𝒔 𝒑𝒐𝒔𝒕𝒐𝒔 𝒅𝒆 𝒕𝒓𝒂𝒃𝒂𝒍𝒉𝒐, 𝒑𝒐𝒓𝒒𝒖𝒆 𝒂𝒔 𝒆𝒎𝒑𝒓𝒆𝒔𝒂𝒔 𝒒𝒖𝒆 𝒖𝒕𝒊𝒍𝒊𝒛𝒂𝒎 𝒂 𝑰𝑨 𝒔𝒂̃𝒐 𝒎𝒂𝒊𝒔 𝒑𝒓𝒐𝒅𝒖𝒕𝒊𝒗𝒂𝒔 𝒆 𝒂𝒖𝒎𝒆𝒏𝒕𝒂𝒎 𝒐 𝒔𝒆𝒖 𝒗𝒐𝒍𝒖𝒎𝒆 𝒅𝒆 𝒏𝒆𝒈𝒐́𝒄𝒊𝒐𝒔.

𝑨 𝒎𝒂𝒊𝒐𝒓𝒊𝒂 𝒅𝒐𝒔 𝒑𝒂𝜾́𝒔𝒆𝒔 𝒆𝒔𝒕𝒂́ 𝒂 𝒖𝒕𝒊𝒍𝒊𝒛𝒂𝒓 𝒐 𝑨𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐 𝒆 𝒂 𝑰𝒏𝒕𝒆𝒍𝒊𝒈𝒆̂𝒏𝒄𝒊𝒂 𝑨𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍 𝒆 𝒐𝒔 𝒒𝒖𝒆 𝒎𝒂𝒊𝒔 𝒓𝒆𝒄𝒐𝒓𝒓𝒆𝒎 𝒂̀ 𝑰𝑨 𝒔𝒂̃𝒐 𝒐𝒔 𝒎𝒂𝒊𝒔 𝒅𝒆𝒔𝒆𝒏𝒗𝒐𝒍𝒗𝒊𝒅𝒐𝒔. 𝑵𝒂 𝑼𝑬 𝟐𝟓% 𝒅𝒂𝒔 𝒆𝒎𝒑𝒓𝒆𝒔𝒂𝒔 𝒓𝒆𝒄𝒐𝒓𝒓𝒆 𝒂 𝒆𝒔𝒕𝒂𝒔 𝒇𝒆𝒓𝒓𝒂𝒎𝒆𝒏𝒕𝒂𝒔, 𝒆 𝒏𝒐 𝒒𝒖𝒆 𝒅𝒊𝒛 𝒓𝒆𝒔𝒑𝒆𝒊𝒕𝒐 𝒂̀ 𝒖𝒕𝒊𝒍𝒊𝒛𝒂𝒄̧𝒂̃𝒐 𝒊𝒏𝒅𝒊𝒗𝒊𝒅𝒖𝒂𝒍 𝟔𝟖% 𝒅𝒐𝒔 𝒆𝒖𝒓𝒐𝒑𝒆𝒖𝒔 𝒋𝒂́ 𝒖𝒕𝒊𝒍𝒊𝒛𝒂𝒎 𝒐𝒖 𝒓𝒆𝒄𝒐𝒓𝒓𝒆𝒎 𝒂 𝒆𝒔𝒕𝒂𝒔 𝒇𝒆𝒓𝒓𝒂𝒎𝒆𝒏𝒕𝒂𝒔. 𝑵𝒐𝒔 𝑬𝒔𝒕𝒂𝒅𝒐𝒔 𝑼𝒏𝒊𝒅𝒐𝒔 𝒅𝒂 𝑨𝒎𝒆́𝒓𝒊𝒄𝒂 𝒄𝒆𝒓𝒄𝒂 𝒅𝒆 𝟓𝟑% 𝒅𝒂𝒔 𝒊𝒏𝒔𝒕𝒊𝒕𝒖𝒊𝒄̧𝒐̃𝒆𝒔 𝒅𝒆 𝒆𝒏𝒔𝒊𝒏𝒐 𝒔𝒖𝒑𝒆𝒓𝒊𝒐𝒓 𝒋𝒂́ 𝒂𝒅𝒐𝒕𝒂𝒎 𝒂 𝑰𝑨 𝒐𝒔 𝒆𝒔𝒕𝒖𝒅𝒂𝒏𝒕𝒆𝒔 𝒖𝒏𝒊𝒗𝒆𝒓𝒔𝒊𝒕𝒂́𝒓𝒊𝒐𝒔 𝒄𝒆𝒓𝒄𝒂 𝒅𝒆 𝟗𝟎% 𝒆 𝒏𝒂 𝒊𝒏𝒗𝒆𝒔𝒕𝒊𝒈𝒂𝒄̧𝒂̃𝒐 𝒄𝒆𝒓𝒄𝒂 𝟖𝟒%. 𝑨 𝒏𝜾́𝒗𝒆𝒍 𝒆𝒖𝒓𝒐𝒑𝒆𝒖 𝒂 𝒖𝒕𝒊𝒍𝒊𝒛𝒂𝒄̧𝒂̃𝒐 𝒆́ 𝒎𝒂𝒊𝒔 𝒅𝒆 𝟖𝟎% 𝒆𝒏𝒕𝒓𝒆 𝒐𝒔 𝒆𝒔𝒕𝒖𝒅𝒂𝒏𝒕𝒆𝒔 𝒖𝒏𝒊𝒗𝒆𝒓𝒔𝒊𝒕𝒂́𝒓𝒊𝒐𝒔 𝒆 𝒂𝒔 𝒆𝒎𝒑𝒓𝒆𝒔𝒂𝒔 𝒖𝒕𝒊𝒍𝒊𝒛𝒂𝒎 𝒂 𝒊𝒏𝒕𝒆𝒍𝒊𝒈𝒆̂𝒏𝒄𝒊𝒂 𝒂𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍 𝒆𝒎 𝒄𝒆𝒓𝒄𝒂 𝒅𝒆 𝟐𝟎%. 𝑵𝒂 𝑪𝒉𝒊𝒏𝒂, 𝒄𝒆𝒓𝒄𝒂 𝒅𝒆 𝟑𝟎% 𝒅𝒂 𝒊𝒏𝒅𝒖́𝒔𝒕𝒓𝒊𝒂 𝒖𝒕𝒊𝒍𝒊𝒛𝒂 𝒂 𝑰𝑨, 𝒎𝒂𝒔 𝒏𝒂𝒔 𝒇𝒂́𝒃𝒓𝒊𝒄𝒂𝒔-𝒑𝒊𝒍𝒐𝒕𝒐 𝒅𝒆 𝒔𝒆𝒄𝒕𝒐𝒓𝒆𝒔 𝒅𝒆 𝒂𝒍𝒕𝒂 𝒕𝒆𝒄𝒏𝒐𝒍𝒐𝒈𝒊𝒂, 𝒐 𝒖𝒔𝒐 𝒅𝒂 𝑰𝑨 𝒖𝒍𝒕𝒓𝒂𝒑𝒂𝒔𝒔𝒂 𝒐𝒔 𝟕𝟎%.

𝑷𝒐𝒓𝒕𝒖𝒈𝒂𝒍: 𝑪𝒆𝒓𝒄𝒂 𝒅𝒆 𝟏𝟏,𝟓% 𝒅𝒂𝒔 𝒆𝒎𝒑𝒓𝒆𝒔𝒂𝒔 𝒓𝒆𝒄𝒐𝒓𝒓𝒆𝒎 𝒂 𝒕𝒆𝒄𝒏𝒐𝒍𝒐𝒈𝒊𝒂𝒔 𝒅𝒆 𝑰𝒏𝒕𝒆𝒍𝒊𝒈𝒆̂𝒏𝒄𝒊𝒂 𝑨𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍 (𝒂𝒊𝒏𝒅𝒂 𝒕𝒆𝒎𝒐𝒔 𝒎𝒖𝒊𝒕𝒐 𝒄𝒂𝒎𝒊𝒏𝒉𝒐 𝒑𝒂𝒓𝒂 𝒏𝒐𝒔 𝒂𝒑𝒓𝒐𝒙𝒊𝒎𝒂𝒓𝒎𝒐𝒔 𝒅𝒂 𝑼𝑬). 𝑵𝒂𝒔 𝒈𝒓𝒂𝒏𝒅𝒆𝒔 𝒆𝒎𝒑𝒓𝒆𝒔𝒂𝒔, 𝒄𝒐𝒎 𝒎𝒂𝒊𝒔 𝒅𝒆 𝟐𝟓𝟎 𝒕𝒓𝒂𝒃𝒂𝒍𝒉𝒂𝒅𝒐𝒓𝒆𝒔 𝟒𝟗,𝟏% 𝒋𝒂́ 𝒓𝒆𝒄𝒐𝒓𝒓𝒆𝒎 𝒂̀ 𝑰𝑨. 𝑵𝒐 𝒆𝒏𝒔𝒊𝒏𝒐 𝒔𝒖𝒑𝒆𝒓𝒊𝒐𝒓, 𝒄𝒆𝒓𝒄𝒂 𝒅𝒆 𝟖𝟎% 𝒅𝒐𝒔 𝒆𝒔𝒕𝒖𝒅𝒂𝒏𝒕𝒆𝒔 𝒖𝒕𝒊𝒍𝒊𝒛𝒂𝒎 𝒂 𝑰𝑨 𝒆 𝒏𝒂 𝒊𝒏𝒗𝒆𝒔𝒕𝒊𝒈𝒂𝒄̧𝒂̃𝒐 𝟓𝟐,𝟗%. 𝑵𝒂𝒔 𝒊𝒏𝒔𝒕𝒊𝒕𝒖𝒊𝒄̧𝒐̃𝒆𝒔 𝒋𝒂́ 𝒂𝒅𝒐𝒕𝒂𝒓𝒂𝒎 𝑰𝑨 𝒄𝒆𝒓𝒄𝒂 𝒅𝒆 𝟒𝟐,𝟔%. 𝑬𝒔𝒕𝒆𝒔 𝒅𝒂𝒅𝒐𝒔 𝒗𝒆̂𝒎 𝒅𝒆𝒎𝒐𝒏𝒔𝒕𝒓𝒂𝒓 𝒂 𝒂𝒍𝒕𝒂 𝒒𝒖𝒂𝒍𝒊𝒅𝒂𝒅𝒆 𝒅𝒐 𝒏𝒐𝒔𝒔𝒐 𝒆𝒏𝒔𝒊𝒏𝒐 𝒖𝒏𝒊𝒗𝒆𝒓𝒔𝒊𝒕𝒂́𝒓𝒊𝒐 𝒆 𝒏𝒂 𝒊𝒏𝒗𝒆𝒔𝒕𝒊𝒈𝒂𝒄̧𝒂̃𝒐, 𝒄𝒐𝒎 𝒖𝒎𝒂 𝒈𝒓𝒂𝒏𝒅𝒆 𝒑𝒓𝒐𝒄𝒖𝒓𝒂 𝒅𝒐𝒔 𝒏𝒐𝒔𝒔𝒐𝒔 𝒅𝒊𝒑𝒍𝒐𝒎𝒂𝒅𝒐𝒔 𝒂 𝒏𝜾́𝒗𝒆𝒍 𝒈𝒍𝒐𝒃𝒂𝒍.

𝑬𝒔𝒕𝒂𝒏𝒅𝒐 𝑷𝒐𝒓𝒕𝒖𝒈𝒂𝒍 𝒏𝒖𝒎 𝒆𝒏𝒐𝒓𝒎𝒆 𝒑𝒓𝒐𝒈𝒓𝒆𝒔𝒔𝒐 𝒏𝒂 𝒖𝒕𝒊𝒍𝒊𝒛𝒂𝒄̧𝒂̃𝒐 𝒅𝒆𝒔𝒕𝒂𝒔 𝒇𝒆𝒓𝒓𝒂𝒎𝒆𝒏𝒕𝒂𝒔 ‘𝑨𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐 𝒆 𝑰𝒏𝒕𝒆𝒍𝒊𝒈𝒆̂𝒏𝒄𝒊𝒂 𝑨𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍’, 𝒂 𝑭𝒖𝒏𝒅𝒂𝒄̧𝒂̃𝒐 𝑪𝒉𝒂𝒎𝒑𝒂𝒍𝒊𝒎𝒂𝒖𝒅 𝒆́ 𝒄𝒐𝒏𝒔𝒊𝒅𝒆𝒓𝒂𝒅𝒂 𝒂 𝟒.ª 𝒎𝒆𝒍𝒉𝒐𝒓 𝒊𝒏𝒔𝒕𝒊𝒕𝒖𝒊𝒄̧𝒂̃𝒐 𝒅𝒆 𝒔𝒂𝒖́𝒅𝒆 𝒅𝒐 𝒎𝒖𝒏𝒅𝒐 𝒏𝒂 𝒂́𝒓𝒆𝒂 𝒅𝒐 𝑨𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐 𝒆 𝒅𝒂 𝑰𝒏𝒕𝒆𝒍𝒊𝒈𝒆̂𝒏𝒄𝒊𝒂 𝑨𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍.

𝑻𝒓𝒂𝒃𝒂𝒍𝒉𝒂𝒓 𝒄𝒐𝒎 𝒐 𝑨𝒍𝒈𝒐𝒓𝒊𝒕𝒎𝒐 𝒆 𝒂 𝑰𝒏𝒕𝒆𝒍𝒊𝒈𝒆̂𝒏𝒄𝒊𝒂 𝑨𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍 𝒆́ 𝒂𝒑𝒓𝒆𝒏𝒅𝒆𝒓 𝒂 𝒕𝒓𝒂𝒏𝒔𝒇𝒐𝒓𝒎𝒂𝒓 𝒐 𝒄𝒐𝒎𝒑𝒐𝒓𝒕𝒂𝒎𝒆𝒏𝒕𝒐 𝒉𝒖𝒎𝒂𝒏𝒐.

* Professora universitária de Gestão e Economia

IN "NASCER DO SOL" - 23/06/26 .