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Intelligent CI/CD at Scale: Autonomous Agents Transforming Software Delivery Pipelines

Karishma Verma

Abstract

This paper addresses intelligent continuous integration and delivery at scale, and the use of autonomous agents to transform software delivery pipelines. The central question is a practical one: how continuous integration and delivery can be achieved with agents rather than with the scripted automation that pipelines are conventionally built from. The paper considers what changes when the components of a delivery pipeline are able to act rather than only execute, and what that implies for pipelines operating at scale, where the number of builds, environments and decisions is already beyond what a team inspects individually. It treats the shift as an engineering question about where judgement sits in the delivery process, rather than as a claim about capability. Readers take away an account of how autonomous agents can be applied to continuous integration and delivery, and what achieving it in a production pipeline involves.

Published in
Proceedings of the Raptors Conference, Vol. 1 (2026)
Conference
Raptors Conference 2026, 21 October 2026, online
Accepted
2026-09-16
DOI
https://doi.org/10.68495/rc.2026.C032
Presentation
Slides are not yet available for this paper.
Licence
© 2026Karishma Verma. Published under Creative Commons Attribution 4.0 International (CC BY 4.0).
Publisher
Hackathon Raptors, Community Interest Company 15557917, London, United Kingdom
Permanent address
https://proceedings.raptors.dev/verma-intelligent-ci-cd-at

Open access. Every entry in the Proceedings is free to read, with no charge to authors and no charge to readers. Slides are served from this site, so they stay available at the paper's permanent address.

Cite this paper

Karishma Verma (2026). Intelligent CI/CD at Scale: Autonomous Agents Transforming Software Delivery Pipelines. Proceedings of the Raptors Conference, Vol. 1 (2026). Hackathon Raptors, London. https://doi.org/10.68495/rc.2026.C032

@inproceedings{raptors2026-c032,
  title     = {{Intelligent CI/CD at Scale: Autonomous Agents Transforming Software Delivery Pipelines}},
  author    = {Verma, Karishma},
  booktitle = {Proceedings of the Raptors Conference},
  volume    = {1},
  year      = {2026},
  publisher = {Hackathon Raptors},
  address   = {London, United Kingdom},
  doi       = {10.68495/rc.2026.C032},
  url       = {https://doi.org/10.68495/rc.2026.C032},
  abstract  = {This paper addresses intelligent continuous integration and delivery at scale, and the use of autonomous agents to transform software delivery pipelines. The central question is a practical one: how continuous integration and delivery can be achieved with agents rather than with the scripted automation that pipelines are conventionally built from. The paper considers what changes when the components of a delivery pipeline are able to act rather than only execute, and what that implies for pipelines operating at scale, where the number of builds, environments and decisions is already beyond what a team inspects individually. It treats the shift as an engineering question about where judgement sits in the delivery process, rather than as a claim about capability. Readers take away an account of how autonomous agents can be applied to continuous integration and delivery, and what achieving it in a production pipeline involves.}
}
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AU  - Verma, Karishma
T2  - Proceedings of the Raptors Conference
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PB  - Hackathon Raptors
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AB  - This paper addresses intelligent continuous integration and delivery at scale, and the use of autonomous agents to transform software delivery pipelines. The central question is a practical one: how continuous integration and delivery can be achieved with agents rather than with the scripted automation that pipelines are conventionally built from. The paper considers what changes when the components of a delivery pipeline are able to act rather than only execute, and what that implies for pipelines operating at scale, where the number of builds, environments and decisions is already beyond what a team inspects individually. It treats the shift as an engineering question about where judgement sits in the delivery process, rather than as a claim about capability. Readers take away an account of how autonomous agents can be applied to continuous integration and delivery, and what achieving it in a production pipeline involves.
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