Blog
Product updates, implementation notes, and practical workflows for teams that ship quickly and still keep security standards high.
February 15, 2026 • 2 min read
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 • 2 min read
A practical mapping of OWASP Top 10 vulnerability classes to the pull request review workflow, with detection strategies for each.
February 11, 2026 • 2 min read
AI should explain security findings, not generate them. Here is how enrichment-after-detection keeps results accurate and actionable.
February 9, 2026 • 2 min read
Regex catches known secret formats but misses custom tokens and context-dependent credentials. Here is how layered detection closes the gap.
February 7, 2026 • 2 min read
SQL injection, command injection, and path traversal remain the most exploited vulnerability classes. Here is how they appear in modern codebases.
February 6, 2026 • 1 min read
How we design deterministic detectors and workflow gates so developers get fewer false positives and faster fixes.
February 4, 2026 • 2 min read
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 • 2 min read
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 • 2 min read
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 • 2 min read
Security debt compounds faster than technical debt. Here is how to quantify the risk and make the case for early investment.
January 26, 2026 • 2 min read
Shift-left security is an overused term. Here is what it looks like when implemented correctly in a development workflow.
January 24, 2026 • 2 min read
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 • 2 min read
Why a single monolithic scanner cannot match specialized detectors working together. A look at multi-agent security analysis design.
January 21, 2026 • 1 min read
A practical rollout sequence for introducing security merge gates across repositories with minimal friction.
January 19, 2026 • 2 min read
False positives are the primary reason developers lose trust in security tooling. Here are concrete strategies to minimize them.
January 17, 2026 • 2 min read
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 • 2 min read
A step-by-step guide to adding security scanning as a required check in your GitHub Actions CI pipeline.
January 13, 2026 • 2 min read
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 • 2 min read
A baseline scan captures existing issues so your PR scanning can focus on newly introduced risk without drowning in legacy findings.
January 9, 2026 • 2 min read
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 • 2 min read
How automated security scanning maps to SOC 2 and ISO 27001 control requirements, reducing manual evidence collection.
January 5, 2026 • 2 min read
Traditional security metrics are lagging indicators. PR-level metrics give you real-time visibility into your security posture.
January 3, 2026 • 2 min read
Your code is only as secure as its dependencies. Here is how to manage supply chain risk without slowing down development.
January 1, 2026 • 2 min read
A practical security checklist for every new API endpoint, covering authentication, input validation, rate limiting, and error handling.