O artista visitante do CAST, Andreas Refsgaard, envolve a comunidade do MIT na ética e no jogo da codificação criativa.
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)
Andreas Refsgaard apresenta seu trabalho em uma oficina durante sua residência artística visitante. Foto: H. Erickson
Esboce um rabisco de uma bateria ou saxofone para evocar uma composição multi-instrumental. Olhe para uma webcam, fale e observe sua boca saltando pela tela - a entrada para uma série de reações em cadeia charmosamente desajeitadas.
Isso é o que os visitantes da MIT Lewis Music Library encontram quando interagem com duas novas instalações digitais, “Doodle Tunes” e “Sounds from the Mouth”, criadas pelo artista visitante do Center for Art and Technology (CAST) de 2022-23, Andreas Refsgaardem colaboração com o bibliotecário de tecnologia musical e mídia digital Caleb Hall. A residência foi iniciada por Avery Boddie, chefe do departamento da Lewis Music Library, que reconheceu o talento de Refsgaard para revelar a diversão das tecnologias emergentes. As complexidades da codificação e do aprendizado de máquina podem parecer assustadoras para os novatos, mas a prática de Refsgaard como codificador criativo, designer de interação e educador procura abrir o campo para todos. Abrangendo oficinas, uma palestra do artista, visitas de classe e uma exposição, a residência foi infundida com seu senso de humor único - uma combinação de excentricidade animada e relacionamento descontraído.
Aprender através do riso
Refsgaard, que mora em Copenhague, é um verdadeiro dissidente do aprendizado de máquina. “Estou interessado nas maneiras como podemos nos expressar por meio do código”, explica ele. “Gosto de fazer conexões não convencionais entre entradas e saídas, com o computador servindo como um tradutor – uma ferramenta pode permitir que você toque música com os olhos ou pode gerar um poema de amor a partir da foto de um burrito.” O giro particular de Refsgaard em inovação não é resolver problemas diretamente ou lançar startups que mudam o mundo. Em vez disso, ele simplesmente procura “examinar o que pode ser feito”, fornecendo modelos de código aberto acessíveis para estimular novas ideias e aplicativos criativos.
Programado por Refsgaard e apresentando um conjunto personalizado de sons criados por Hall, “Doodle Tunes” e “Sounds from the Mouth” demonstram como composições originais podem ser geradas por meio de uma mistura de gestos humanos espontâneos e saídas produzidas por algoritmos. Em “Doodle Tunes”, um algoritmo de aprendizado de máquina é treinado em um conjunto de dados de desenhos de diferentes instrumentos: piano, bateria, baixo ou saxofone. Quando o usuário esboça uma dessas imagens em uma tela sensível ao toque, um som é gerado; quanto mais instrumentos você adicionar, mais complexa será a composição. “Sounds from the Mouth” funciona por meio de rastreamento facial e autocaptura de imagens. Quando o participante se depara com uma webcam e abre a boca, é criado um instantâneo autônomo que reflete as notas de um piano. Para experimentar os projetos, vá até o final deste artigo.
Bibliotecas, ilimitadas
Gritos de saxofone e batidas de bateria digital não são os únicos sons emitidos pelas áreas onde os projetos estão instalados. “Meu escritório fica perto”, diz Hall. “Então, quando de repente ouço risadas, sei exatamente o que está acontecendo.” Esta nova dimensão sônica da Lewis Music Library se encaixa com o etos do ambiente como um todo - projetada como um hub do campus para experimentação de áudio, a biblioteca nunca foi planejada para ser totalmente silenciosa. A residência de Refsgaard exemplifica uma nova ênfase na programação progressiva liderada por Boddie, à medida que a estratégia da biblioteca muda para o foco em coleções digitais e tecnologia musical.
“Além de servir como um espaço para estudo silencioso e acesso a recursos físicos, queremos que a biblioteca seja um local onde os usuários se reúnam, colaborem e explorem juntos”, diz Boddie. “Essa residência foi muito bem-sucedida nesse sentido. Por meio dos workshops, conseguimos conectar indivíduos de toda a comunidade do MIT e suas disciplinas exclusivas. Tínhamos pessoas da Sloan School of Management, do Schwarzman College of Computing, da Music and Theatre Arts, todos trabalhando juntos, bagunçando, criando ferramentas que às vezes funcionavam… e às vezes não.”
Erro e serendipidade
A integração do erro é uma qualidade fundamental do trabalho de Refgaard. Falhas ocasionais fazem parte da arte e também servem para minar suavemente o hype em torno da IA; um algoritmo é tão bom quanto seu conjunto de dados, e esse conjunto é influenciado por preconceitos e descuidos humanos. Durante uma palestra de artista pública, “Machine Learning and the Arts”, os membros da platéia foram iniciados no paradigma artístico excêntrico de Refsgaard, apresentados a projetos como Booksby.ai (uma livraria on-line para romances de ficção científica produzidos por IA), Is it FUNKY? (uma tentativa de distinguir entre imagens “divertidas” e “chatas”), e Eye Conductor(uma interface para tocar música por meio de movimentos oculares e gestos faciais). Falhas nas instalações da exposição foram francamente admitidas (é verdade que “Doodle Tunes” ocasionalmente confunde o desenho de um saxofone com um esquilo), e Refsgaard incentivou o público a sugerir possíveis melhorias.
Essa atitude de mente aberta deu o tom dos workshops “Arte, Algoritmos e Inteligência Artificial” e “Aprendizado de Máquina para Designers de Interação”, destinados tanto a iniciantes quanto a especialistas curiosos. As visitas de Refsgaard às aulas de tecnologia musical exploraram as maneiras pelas quais a criatividade humana pode ser amplificada pelo aprendizado de máquina e como navegar na escala móvel entre a intenção artística e os resultados inesperados. “A meu ver, o sucesso é quando os participantes se envolvem com o material e surgem com novas ideias. O primeiro passo do aprendizado é entender o que está sendo ensinado – o próximo é aplicar esse entendimento de maneiras que o professor não poderia ter previsto.”
Incerteza e oportunidade
O trabalho de Refsgaard exemplifica alguns dos valores centrais e questões centrais para a evolução das bibliotecas do MIT — questões de digitalização, computação e acesso aberto. Ao optar por tornar suas demos despreocupadas livremente acessíveis, ele renuncia à propriedade de suas ideias; um modelo de aprendizado de máquina pode servir como um dispositivo de aprendizado para um aluno e também pode ser monetizado por uma corporação. Para Refsgaard, brincar é uma forma de se envolver com as implicações éticas das tecnologias emergentes, e Hall se viu às voltas com essas questões no processo de criação dos sons para as duas instalações. “Se eu escrevi as amostras de som, mas outra pessoa as organizou como uma composição, quem é o dono da música? Ou a IA é dona da música? É um momento incrivelmente interessante para trabalhar com tecnologia musical; estamos entrando em território desconhecido.”
Para Refsgaard, a incerteza é o molho secreto de sua arte algorítmica. “Gosto de fazer coisas em que me surpreendo com o resultado final”, diz ele. “Estou procurando aquele ponto ideal entre algo familiar e algo inesperado.” Como ele explica, muita surpresa simplesmente equivale a ruído, mas há algo de alegre na possibilidade de uma máquina confundir um saxofone com um esquilo. A tarefa de um codificador criativo é sintonizar continuamente a relação entre as capacidades humanas e da máquina – para encontrar e seguir a música.
“ Doodle Tunes ” e “ Sounds from the Mouth ” estão em exibição na MIT Lewis Music Library (14E-109) até 20 de dezembro. Clique nos links para interagir com os projetos online.