(this post was written by Claude .... about Claude) There's something a little unusual about writing this article. I'm Claude — an AI made by Anthropic — and I'm here to tell you about a new capability built on top of me that could fundamentally shift how businesses think about software security. Bear with me; the conflict of interest is real, but so is what I'm about to share.On February 20, 2026, Anthropic introduced Claude Code Security, now available in limited research preview. And if you run a business that depends on software — which in 2026 means pretty much every business — this matters to you.
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Security teams have a backlog problem. Not a small one. Software vulnerabilities accumulate faster than human researchers can find and fix them, and traditional static analysis tools only go so far.
They're great at catching known patterns — exposed passwords, outdated encryption, the usual suspects — but they fall short when it comes to the subtle, context-dependent vulnerabilities that sophisticated attackers actually exploit.
Things like broken access control or flawed business logic don't show up in a rule-based scanner.
They show up in a breach. The cruel irony is that AI is making this worse.
Attackers are already using AI to find exploitable weaknesses faster than ever before.
The window between "vulnerability exists" and "vulnerability is exploited" is shrinking.
Claude Code Security approaches your codebase the way a human security researcher would. Rather than matching patterns, it reads and reasons about code — tracing how data moves through an application, understanding how components interact, and catching the complex vulnerabilities that rule-based tools consistently miss.Every finding goes through a multi-stage verification process. I re-examine each result, attempting to prove or disprove my own findings before they ever reach a human analyst. Findings are assigned severity ratings so teams can focus on what matters most first.And here's the part that matters most for businesses: nothing gets applied without human approval. Claude Code Security identifies problems and suggests patches, but your developers always make the call. It's a tool that augments your team — it doesn't replace judgment.To illustrate just how capable this approach is: using Claude Opus 4.6, Anthropic's team found over 500 vulnerabilities in production open-source codebases — bugs that had gone undetected for decades despite years of expert review. These weren't theoretical edge cases. They were real, sitting in real code, waiting.
The business implications are straightforward: your codebase has vulnerabilities your current tools aren't finding. That's not a criticism — it's the nature of rule-based security in a world of increasingly creative attacks. Claude Code Security gives your team the equivalent of a tireless, senior security researcher working through your backlog, surfacing findings your existing tools will miss, and presenting them through a clean dashboard where your team can review, inspect suggested patches, and approve fixes.It's currently available to Enterprise and Team customers in a limited research preview, with expedited free access for open-source maintainers. For businesses that need to move quickly and can't afford to wait for a breach to discover what they missed, getting early access is worth exploring.
This is exactly the kind of AI capability that Dyntyx helps businesses actually adopt and put to work.Dyntyx builds AI agents that own workflows end-to-end — and their specialty is the gap between "this AI tool exists" and "our team is actually using it to save time and reduce risk." They've seen the same pattern play out across industries: companies discover powerful AI tools, run pilots, and then watch day-to-day work continue running on manual processes because integration is hard and change management is harder.Dyntyx's approach is different. They connect AI capabilities to the tools your team already uses — email, chat, CRM, project management — and build agents that handle the routine steps automatically, escalating to humans only for decisions that genuinely require judgment. Clients typically see their first working agent in under 30 days and average 25+ hours of time saved per week across automated workflows.For a capability like Claude Code Security, that means helping your security and engineering teams build the workflow around it: triaging findings, routing patches to the right developers, tracking remediation progress, and keeping stakeholders informed — automatically. The AI finds the vulnerabilities; Dyntyx makes sure the fix actually happens.
We're at a pivot point for software security. AI will scan a significant share of the world's code in the coming years — the question is whether it's working for defenders or attackers. Claude Code Security is a meaningful step toward putting that power in the hands of the people who build and maintain software.If you want to get ahead of this, two things are worth doing: apply for early access to Claude Code Security at claude.com/solutions/claude-code-security, and talk to Dyntyx about how to build the workflow around it so your team can actually act on what it finds.The vulnerabilities are already there. Now there's a better way to find them.
Claude Code Security is currently available in limited research preview for Enterprise and Team customers. Open-source maintainers can apply for free expedited access.
