Context Driven Development

Context Driven Development

Author: Noah Gift January 25, 2025 Duration: 5:38

Title: Context-Driven Development with AI Assistants

Key Points:

  • Compares context-driven development to DevOps practices
  • Emphasizes using AI tools for project-wide analysis vs line-by-line assistance
  • Focuses on feeding entire project context to AI for specific insights
  • Highlights similarities with CI/CD feedback loops
  • Positions this approach as non-controversial use of AI coding assistants

Main Arguments:

  1. AI tools work best with full project context rather than isolated code completion
  2. Developer maintains control over which AI suggestions to implement
  3. Similar to DevOps feedback loops but for code quality and improvements
  4. Works equally well with open-source and proprietary AI tools

Key Applications:

  • Code reviews
  • Test coverage analysis
  • Documentation improvements
  • Feature development guidance

 

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Noah Gift guides you through a year-long journey with 52 Weeks of Cloud, a weekly exploration designed for anyone building, managing, or simply curious about modern cloud infrastructure. Each episode digs into a specific technical topic, moving beyond surface-level explanations to offer practical insights you can apply. You’ll hear detailed discussions on the platforms that power the industry-like AWS, Azure, and Google Cloud-and how to navigate multi-cloud strategies effectively. The conversation regularly delves into the orchestration of these systems with Kubernetes and the specialized world of machine learning operations, or MLOps, including the integration and implications of large language models. This isn't just theory; it's a focused look at the tools and methodologies shaping how software is deployed and scaled today. By committing to this podcast, you're essentially getting a structured, expert-led curriculum that breaks down complex subjects into manageable weekly segments, all aimed at building a comprehensive and practical understanding of the cloud ecosystem.
Author: Language: English Episodes: 225

52 Weeks of Cloud
Podcast Episodes
Jason McCampbell- Rust @Wallaroo.AI [not-audio_url] [/not-audio_url]

Duration: 1:02:14
If you enjoyed this video, here are additional resources to look at: Open Source Platforms for MLOps: https://www.coursera.org/learn/open-source-mlops-platforms-dukePython Essentials for MLOps: https://www.coursera.org/l…
Maxime-DAVID-Serverless-with-Rust [not-audio_url] [/not-audio_url]

Duration: 52:10
Chat with Maxime David. We discuss Rust and how it makes for an ideal language for AWS Lambda. Checkout his Rust YouTube Channel here: [@maxday_coding](https://www.youtube.com/@maxday_coding) and his lambda-perf repo her…
43.0-aws-security-certification-module2-intro-aws-security [not-audio_url] [/not-audio_url]

Duration: 23:20
If you enjoyed this video, here are additional resources to look at: Open Source Platforms for MLOps: https://www.coursera.org/learn/open-source-mlops-platforms-dukePython Essentials for MLOps: https://www.coursera.org/l…
SRE Mindset for MLOPs:  A talk in late 2022 about problems in MLOPs [not-audio_url] [/not-audio_url]

Duration: 27:31
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
52 weeks off AWS Certified Developer Wrapup (Final Session) [not-audio_url] [/not-audio_url]

Duration: 33:34
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
Enterprise MLOps Interviews: Doris Xin, Founder of Linea.AI [not-audio_url] [/not-audio_url]

Duration: 56:24
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
52 Weeks AWS Cert Developer Continued API Gateway [not-audio_url] [/not-audio_url]

Duration: 15:40
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
Nic Stone CTO of Crul - discusses building automated data pipelines [not-audio_url] [/not-audio_url]

Duration: 56:18
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
Arvs Lat_  Author of Machine Learning Engineering on AWS [not-audio_url] [/not-audio_url]

Duration: 1:05:27
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
Lewis Tunstall and Leandro von Werra of Hugging Face discuss MLOps [not-audio_url] [/not-audio_url]

Duration: 1:00:18
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…