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Bibliographic Details
Main Author:	Lobentanzer, Sebastian
Format:	Preprint
Published:	2026
Subjects:	Software Engineering
Online Access:	https://arxiv.org/abs/2602.15090
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Evolving the Computational Notebook: A Two-Dimensional Canvas for Enhanced Human-AI Interaction
by: Grotov, Konstantin, et al.
Published: (2025)

A Taxonomy of Testable HTML5 Canvas Issues
by: Macklon, Finlay, et al.
Published: (2022)

Configuring Agentic AI Coding Tools: An Exploratory Study
by: Galster, Matthias, et al.
Published: (2026)

Human-AI Collaboration for Scaling Agile Regression Testing: An Agentic-AI Teammate from Manual to Automated Testing
by: Outmani, Moustapha El, et al.
Published: (2026)

A Dataset of Agentic AI Coding Tool Configurations
by: Galster, Matthias, et al.
Published: (2026)

An LLM-based multi-agent framework for agile effort estimation
by: Bui, Thanh-Long, et al.
Published: (2025)

The Machine Learning Canvas: Empirical Findings on Why Strategy Matters More Than AI Code Generation
by: Prause, Martin
Published: (2026)

Reconciling Complexity and Simplicity in the Business Model Canvas Design Through Metamodelling and Domain-Specific Modelling
by: Benkeltoum, Nordine
Published: (2026)

Rethinking Software Engineering for Agentic AI Systems
by: Alenezi, Mamdouh
Published: (2026)

Human-AI Synergy in Agentic Code Review
by: Zhong, Suzhen, et al.
Published: (2026)

Agentic AI in Industry: Adoption Level and Deployment Barriers
by: Apostolou, Spyridon Alvanakis, et al.
Published: (2026)

Building Living Software Systems with Generative & Agentic AI
by: White, Jules
Published: (2024)

Understanding Dominant Themes in Reviewing Agentic AI-authored Code
by: Haider, Md. Asif, et al.
Published: (2026)

AI Agentic Programming: A Survey of Techniques, Challenges, and Opportunities
by: Wang, Huanting, et al.
Published: (2025)

Automated Quantum Software and AI Engineering
by: Siavash, Nazanin, et al.
Published: (2026)

The Software Engineering Simulations Lab: Agentic AI for RE Quality Simulations
by: Femmer, Henning, et al.
Published: (2025)

RePurr: Automated Repair of Block-Based Learners' Programs
by: Schweikl, Sebastian, et al.
Published: (2025)

Agentic Observability: Automated Alert Triage for Adobe E-Commerce
by: Bharadwaj, Aprameya, et al.
Published: (2026)

Agentic Bug Reproduction for Effective Automated Program Repair at Google
by: Cheng, Runxiang, et al.
Published: (2025)

Empowering smart app development with SolidGPT: an edge-cloud hybrid AI agent framework
by: Hu, Liao, et al.
Published: (2025)

Characterizing Faults in Agentic AI: A Taxonomy of Types, Symptoms, and Root Causes
by: Shah, Mehil B, et al.
Published: (2026)

DeepFix: Debugging and Fixing Machine Learning Workflow using Agentic AI
by: Seydou, Fadel Mamar, et al.
Published: (2026)

AI In Cybersecurity Education -- Scalable Agentic CTF Design Principles and Educational Outcomes
by: Xi, Haoran, et al.
Published: (2026)

Automated QoR improvement in OpenROAD with coding agents
by: Ghose, Amur, et al.
Published: (2026)

Cooperative Multi-agent Approach for Automated Computer Game Testing
by: Shirzadeh-hajimahmood, Samira, et al.
Published: (2024)

POLARIS: A framework to guide the development of Trustworthy AI systems
by: Baldassarre, Maria Teresa, et al.
Published: (2024)

Agentic AI in Product Management: A Co-Evolutionary Model
by: Parikh, Nishant A.
Published: (2025)

OXN -- Automated Observability Assessments for Cloud-Native Applications
by: Borges, Maria C., et al.
Published: (2024)

From Prompt-Response to Goal-Directed Systems: The Evolution of Agentic AI Software Architecture
by: Alenezi, Mamdouh
Published: (2026)

Agentic AI in the Software Development Lifecycle: Architecture, Empirical Evidence, and the Reshaping of Software Engineering
by: Bhati, Happy
Published: (2026)

AgenticAKM : Enroute to Agentic Architecture Knowledge Management
by: Dhar, Rudra, et al.
Published: (2026)

Evaluating Tool Cloning in Agentic-AI Ecosystems
by: Kim, Taein, et al.
Published: (2026)

Agentic AI Software Engineers: Programming with Trust
by: Roychoudhury, Abhik, et al.
Published: (2025)

Toward Automated Virtual Electronic Control Unit (ECU) Twins for Shift-Left Automotive Software Testing
by: Dingler, Sebastian, et al.
Published: (2026)

System for systematic literature review using multiple AI agents: Concept and an empirical evaluation
by: Sami, Abdul Malik, et al.
Published: (2024)

Towards autonomous normative multi-agent systems for Human-AI software engineering teams
by: Dam, Hoa Khanh, et al.
Published: (2025)

Automated structural testing of LLM-based agents: methods, framework, and case studies
by: Kohl, Jens, et al.
Published: (2026)

Automating Business Intelligence Requirements with Generative AI and Semantic Search
by: Busany, Nimrod, et al.
Published: (2024)

TrajAudit: Automated Failure Diagnosis for Agentic Coding Systems
by: Wang, Minxing, et al.
Published: (2026)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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