# pentesting

Published articles for pentesting.

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## No Plan Survives First Contact: Scoping the AI-Delivered Pentest

DevFeed: [No Plan Survives First Contact: Scoping the AI-Delivered Pentest](<https://devfeed.tech/articles/no-plan-survives-first-contact-scoping-the-ai-delivered-pentest-65636.md>)

Original publisher: [Read original article](<https://www.cobalt.io/blog/no-plan-survives-first-contact-scoping-the-ai-delivered-pentest>)

Author: Gunter Ollmann

Published: 2026-10-06T18:59:24Z

Content type: opinion

Language: en

Sources: [Cobalt](<https://devfeed.tech/sources/blog-4.md>)

Topics: [Security](<https://devfeed.tech/topics/security.md>)

Tags: [ai-assisted-workflows](<https://devfeed.tech/tags/ai-assisted-workflows.md>), [ai-pentesting](<https://devfeed.tech/tags/ai-pentesting.md>), [pentesting](<https://devfeed.tech/tags/pentesting.md>), [thought-leadership](<https://devfeed.tech/tags/thought-leadership.md>)

### AI overview

The article argues that AI-delivered penetration testing requires carefully negotiated scope and ongoing adjustment as findings emerge. It outlines potential AI uses in briefing, document analysis, and scope submission, while arguing that human oversight remains necessary to redirect autonomous testing and keep execution within agreed guardrails.

### Source excerpt

Carefully defining and subsequently adhering to an approved scope is arguably the most important qualitative aspect of any penetration test. A poorly scoped pentest is, at best, wasted time and expense--and at worst, a route to an unrecoverable security incident and permanent data loss. It is therefore a key element of modern pentesting and a critical, underappreciated input for AI-delivered pentesting.

## Do Pentesters Have Too Many Tools or Not Enough?

DevFeed: [Do Pentesters Have Too Many Tools or Not Enough?](<https://devfeed.tech/articles/do-pentesters-have-too-many-tools-or-not-enough-64398.md>)

Original publisher: [Read original article](<https://hackernoon.com/do-pentesters-have-too-many-tools-or-not-enough?source=rss>)

Author: Manasvi Arya

Published: 2026-10-03T01:27:26Z

Content type: article

Language: en

Sources: [HackerNoon](<https://devfeed.tech/sources/hackernoon.md>)

Topics: [Tool](<https://devfeed.tech/topics/tool.md>), [password spraying](<https://devfeed.tech/topics/password-spraying.md>), [issue tracking](<https://devfeed.tech/topics/issue-tracking.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [api-testing](<https://devfeed.tech/tags/api-testing.md>), [business](<https://devfeed.tech/tags/business.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [email](<https://devfeed.tech/tags/email.md>), [good-company](<https://devfeed.tech/tags/good-company.md>), [hackernoon](<https://devfeed.tech/tags/hackernoon.md>), [network](<https://devfeed.tech/tags/network.md>), [pentesters](<https://devfeed.tech/tags/pentesters.md>), [pentesting](<https://devfeed.tech/tags/pentesting.md>), [pentesting-tools](<https://devfeed.tech/tags/pentesting-tools.md>), [productivity-tools](<https://devfeed.tech/tags/productivity-tools.md>), [scanner](<https://devfeed.tech/tags/scanner.md>), [scanning](<https://devfeed.tech/tags/scanning.md>), [slack](<https://devfeed.tech/tags/slack.md>), [software-testing](<https://devfeed.tech/tags/software-testing.md>), [testing](<https://devfeed.tech/tags/testing.md>), [testing-tools](<https://devfeed.tech/tags/testing-tools.md>), [tools](<https://devfeed.tech/tags/tools.md>)

### AI overview

Pentesters use specialized tools across scans, validation, collaboration, and reporting, but moving findings between systems can cause rework and lost details. The article argues for a coordinating platform that brings findings together while allowing teams to keep the tools they trust.

### Source excerpt

Pentesters use a wide variety of tools during engagements.