Topics / Building software
AI used to find vulnerabilities, review security, and the risks agents add.
6 passages from 4 organizations; 5 checked against the source. The page states no conclusion: these are the organizations' own words.
At Atlassian, agent loops in Jira automatically resolve 51% of potential vulnerabilities
AtlassianPublished by the organization itself (post), no named author
Post: Atlassian (own site), Atlassian (own site), October 1, 2026.
In the first 11 days of running the dependency workflow, the backlog of open issues fell by about 70%.
Erin SonSenior Engineer · Practitioner, 
Shopify
Post: How River takes security work from a fix to merge, Shopify engineering blog, September 2, 2026.
Since launch, security merges through our freshness-gated merge queue went from about 10% to 80%.
Erin SonSenior Engineer · Practitioner, Shopify
Post: How River takes security work from a fix to merge, Shopify engineering blog, September 2, 2026.
Over roughly six weeks, we’ve run thousands of scans, produced over 300 findings ranging from defense-in-depth improvements to resolved security incidents.
Zack DeveauTitle not stated on Deveau's author page; the post is written from Shopify's Application Security team · Practitioner, Shopify
Post: Building an agentic harness that outlasts the model, Shopify engineering blog, July 29, 2026.
It also operates on source code and system configuration only; it does not access or process customer data, payment information, or personally identifiable information.
BlockPublished by the organization itself (post), no named author
Post: Block rolls out BuilderBot, a new suite of AI-native tools that changes the way we ship, Block (own site), June 17, 2026, at How it works.
we have a security agent that processes over 7 billion tokens per day on Kimi. That would cost an estimated $2.4M per year on a mid-tier proprietary model. But on Workers AI, it’s 77% cheaper.
CloudflarePublished by the organization itself (post), no named author
Context. Cloudflare sells Workers AI, the product it describes running this agent on.
Post: The AI engineering stack we built internally, on the platform we ship, Cloudflare blog, April 20, 2026, at Act 1, "How we increasingly leverage Workers AI".