Junior developers use AI the most, especially for learning and debugging. But if AI handles the foundational learning experiences, how deep does the knowledge go?
Charlotte Fleming
@clfleming
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PhD in Neuroscience turned tech researcher. Now a developer researcher at Octopus Deploy, leading industry research on Platform Engineering, GitOps, AI adoption, and Continuous Delivery in software development.
44% of developers are frustrated with AI that's "almost right." 30% say debugging AI code takes longer. 13% feel less confident in their own abilities. AI speeds things up, but at what cost?
🚀 74% of execs see AI as critical, yet only 1% rate their org as "mature" in deployment. The gap between AI's promise and reality is real. Are you building the right foundation to scale AI value?
👉 AI Pulse Report: https://oc.to/publications/ai-pulse-report
👉 AI Pulse Report: https://oc.to/publications/ai-pulse-report
AI excels at code generation, but developers want help with code review, compliance, and security. There's a gap between where AI is focused and where developers need support most.
👉 https://oc.to/publications/ai-pulse-report
👉 https://oc.to/publications/ai-pulse-report
74% of executives view AI as critical to their success, but only 1% rate their org as mature in AI deployment.
🚀 Our AI Pulse Report examines the gap between AI's promise and the reality on the ground. Most teams are still figuring out how to turn potential into consistent gains.
The question isn't whether AI will transform development. It's whether your foundation is ready.
👉 https://oc.to/publications/ai-pulse-report
It takes 5–7 years for a developer to reach a senior role.
🚀 Yet junior hiring is shrinking as AI takes on more entry-level tasks. 62% of developers are concerned about their own careers, and analysts, developers, and designers are among the roles most at risk.
If this trend continues, the expertise orgs depend on may become increasingly hard to find. Our AI Pulse Report explores this risk.
AI is proving its value in routine, well-defined tasks.
🚀 But 57% of respondents say it performs poorly on tasks that require creativity and intuition. Most organizations are still in an experimentation phase, learning which use cases actually deliver.
Understanding AI's limitations is key to using it well, not just using it more. Our AI Pulse Report explores where AI helps and where it still falls short.
Here is a key finding from the AI Pulse report:
- 73% of organizations have reduced junior developer hiring over the past 2 years.
The economic rationale? Seniors + AI = Seniors + Juniors
But at what cost?
Full report here 👉 https://oc.to/publications/ai-pulse-report
We have just released the AI Pulse report, focusing on AI capabilities, hiring trends, and what this could mean for software development.
A key finding:
- Top-performing organizations strengthen their underlying infrastructure before adopting AI tools.
👉Full report here: https://oc.to/publications/ai-pulse-report
A key finding:
- Top-performing organizations strengthen their underlying infrastructure before adopting AI tools.
👉Full report here: https://oc.to/publications/ai-pulse-report
https://youtube.com/shorts/WKyAjwh8UWA?feature=share
Made a quick video about one finding from the Platform Engineering Pulse Report. The link is below if you want to dig into the full findings.
👉Read the full report here: oc.to/platform-engineering-pulse
📣 Also, I’m running a survey for the Future of Platform Engineering Report. If you'd like to contribute, here is the link: oc.to/platform-survey
