Thoughtworks Technology Radar Finds Trend in Tools to Simplify LLMs for Practical AI Applications
23 Oktober 2024 - 2:00PM
Business Wire
Thoughtworks (NASDAQ: TWKS), a global technology consultancy
that integrates strategy, design and engineering to drive digital
innovation, today released volume 31 of the Technology Radar, a
biannual report informed by Thoughtworks’ observations,
conversations and frontline experiences solving its clients’ most
complex business challenges.
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the full release here:
https://www.businesswire.com/news/home/20241023294155/en/
This volume spotlights the proliferation of generative AI tools,
platforms and frameworks that are emerging to help developers build
them not only more effectively but also more responsibly. Being
able to control the ‘context window’, for instance, or get
structured outputs can minimize the well-documented risks of using
generative AI and, ultimately, help put organizations in a stronger
position to leverage generative AI successfully.
While this growing landscape of generative AI tools offers
significant benefits to practitioners, navigating its depth and
breadth poses a challenge. As a result, Thoughtworks advises
organizations to reflect on the specifics of their own use cases —
particularly the objectives and potential risks — when considering
which to adopt. What’s more, leveraging these tools needs to be
done alongside trusted and proven engineering practices that can
help ensure high reliability and quality.
"While generative AI and LLMs dominated our Technology Radar
discussions as anticipated, the rapid advancement of AI-adjacent
tools, techniques and frameworks from trial to adoption was a
notable development in productionizing AI solutions," said Rachel
Laycock, Chief Technology Officer, Thoughtworks. "While
organizations are finding a staggering number of AI tools to use
for real world problems, it’s important to assess them in the
traditional model of good engineering practices in order to drive
adoption of AI that is safe, transparent and reliable.”
Highlighted themes in Technology Radar volume 31 include:
- AI usage antipatterns: While AI can be a powerful asset,
it’s important to watch out for pitfalls such as overreliance, code
quality issues and codebase bloat. It's essential to maintain human
oversight and strong engineering practices to ensure that AI
complements rather than complicates development efforts. By
adopting a balanced approach, organizations can harness the full
potential of generative AI while mitigating its risks.
- Rust is anything but rusty: This language’s popularity
is evident in the growing number of Rust-based tools and libraries
across various ecosystems. Rust's ability to deliver ‘blazingly
fast’ execution and reduced pitfalls makes it a compelling choice.
The strong ecosystem and developer community further solidify
Rust's position as a leading systems programming language.
- The gradual rise of WebAssembly (WASM): WASM, a
low-level binary format for a stack-based virtual machine, offers a
powerful way to run complex applications within web browsers. By
leveraging existing JavaScript virtual machines, WASM enables
developers to create sophisticated, portable and cross-platform
applications while reducing infrastructure costs. Given that this
technology has been available for some time, we were surprised how
often it came up in this edition’s discussions, possibly signaling
that WASM is poised to break out and unlock new possibilities for
developers and businesses.
- Cambrian explosion of the AI-adjacent ecosystem: While
AI models continue to advance, the supporting ecosystem of tools,
platforms and frameworks has experienced explosive growth.
Developers, unable to directly modify core generative AI
capabilities, have created a plethora of tools to customize and
optimize AI solutions. This rapid innovation mirrors the JavaScript
ecosystem's growth in 2015, suggesting the AI ecosystem's potential
for even greater advancement.
Visit www.thoughtworks.com/radar to explore the interactive
version of the Radar or download the PDF version.
Supporting resources:
- Read more about the macro trends in the tech industry in this
edition.
- Keep up with Thoughtworks news by visiting the company’s
website.
- Follow us on Twitter, LinkedIn and YouTube.
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About Thoughtworks
Thoughtworks is a global technology consultancy that integrates
strategy, design and engineering to drive digital innovation. We
are over 10,500 Thoughtworkers strong across 48 offices in 19
countries. For 30+ years, we've delivered extraordinary impact
together with our clients by helping them solve complex business
problems with technology as the differentiator.
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version on businesswire.com: https://www.businesswire.com/news/home/20241023294155/en/
Media contacts: Linda Horiuchi, global head of public
relations Email: linda.horiuchi@thoughtworks.com Phone: +1 (646)
581-2568 Michelle Surendran, head of public relations for
Thoughtworks APAC and India Email: michels@thoughtworks.com
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