Do you think that AI-generated code will amplify existing problems, or solve them? (Thinking of technical debt, security issues etc.)
With no direction or policy, developers will each independently decide on:
- Where the lines for responsible and irresponsible usage of AI are,
- What degree of automation / human oversight is acceptable
- Whether they care about bias, factual inaccuracies or hallucinations
With a well informed policy and governance you can ensure the developers are able to utilize the massive productivity gain, while also increasing quality of work without amplifying existing issues
- Developer productivity: Generative AI will at a minimum accelerate development; get started on new projects more quickly, maybe optimize code, or probe it. I anticipate that AI won’t be 100% correct on the first attempt. So, there’s some human review/ tweaking/ debugging needed.
- Security: I would assume that it is no less secure than the code a developer creates.
- Technical debt: It could likely help you sweat the asset or have your existing developers run more projects.
It’ll be good to see more studies and benchmarks on this over time — beyond the hypotheses how it *should* work and the assumptions what it *will* enable…
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Integrating security tools - inefficient security implementation leading to false positives38%
Poor communication across business and product teams/coordination challenges26%
Cost/resource management26%
Implementation of CI/CD into on-going projects and workflows22%
Internal resistance: training issues, culture, etc.14%
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100% manual, 0% automated8%
Don't know2%