Blog
Implementation details, security workflows, and product updates from the team.
February 15, 2026
Waiting until you have a security team to start scanning is too late. Here is why early-stage teams should automate security checks from the first commit.
February 13, 2026
A practical mapping of OWASP Top 10 vulnerability classes to the pull request review workflow, with detection strategies for each.
February 11, 2026
AI should explain security findings, not generate them. Here is how enrichment-after-detection keeps results accurate and actionable.
February 9, 2026
Regex catches known secret formats but misses custom tokens and context-dependent credentials. Here is how layered detection closes the gap.
February 7, 2026
SQL injection, command injection, and path traversal remain the most exploited vulnerability classes. Here is how they appear in modern codebases.
February 6, 2026
How we design deterministic detectors and workflow gates so developers get fewer false positives and faster fixes.
February 4, 2026
React, Vue, and Angular escape output by default, but XSS is not solved. Here are the patterns that still introduce cross-site scripting in modern apps.
February 2, 2026
Broken access control is the number one web application risk. Here is how it manifests in multi-tenant SaaS products and how to catch it early.
January 30, 2026
Most startups cannot afford a security hire until Series B. Here is how to build security habits into your engineering team without dedicated headcount.
January 28, 2026
Security debt compounds faster than technical debt. Here is how to quantify the risk and make the case for early investment.
January 26, 2026
Shift-left security is an overused term. Here is what it looks like when implemented correctly in a development workflow.
January 24, 2026
Full repository scans find everything. Diff-first scans find what matters right now. Here is why context-aware scanning drives better outcomes.
January 22, 2026
Why a single monolithic scanner cannot match specialized detectors working together. A look at multi-agent security analysis design.
January 21, 2026
A practical rollout sequence for introducing security merge gates across repositories with minimal friction.
January 19, 2026
False positives are the primary reason developers lose trust in security tooling. Here are concrete strategies to minimize them.
January 17, 2026
Security policies should live in version control alongside the code they govern. Here is how to implement policy-as-code for security gates.
January 15, 2026
A step-by-step guide to adding security scanning as a required check in your GitHub Actions CI pipeline.
January 13, 2026
Security tooling adoption fails when developers do not trust or understand the findings. Here is how to design alerts that get acted on.
January 11, 2026
A baseline scan captures existing issues so your PR scanning can focus on newly introduced risk without drowning in legacy findings.
January 9, 2026
Large language models are changing security tooling. Here is where they add value, where they fall short, and how to use them responsibly.
January 7, 2026
How automated security scanning maps to SOC 2 and ISO 27001 control requirements, reducing manual evidence collection.
January 5, 2026
Traditional security metrics are lagging indicators. PR-level metrics give you real-time visibility into your security posture.
January 3, 2026
Your code is only as secure as its dependencies. Here is how to manage supply chain risk without slowing down development.
January 1, 2026
A practical security checklist for every new API endpoint, covering authentication, input validation, rate limiting, and error handling.