AI Security
Breaking-Change-Aware Remediation In 2026
Most fix PRs fail because they ignore breaking changes in the patched version. Here is how breaking-change-aware remediation closes vulns without regressions.
Apr 3, 20267 min read
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Supply Chain Security, in plain English.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
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MCP Server Telemetry Data Governance
MCP server telemetry captures sensitive prompts, arguments, and outputs. A governance framework for retention, redaction, and tenant-scoped access is essential.
Apr 2, 20268 min read
AI Security
How DevOps Teams Actually Use AI Today
How can a DevOps team take advantage of artificial intelligence without adding risk? Mostly by pointing it at toil — log triage, test generation, and incident summarization — not by handing it the keys to production.
Apr 2, 20265 min read
AI Security
AI Agent Tool Calling Security: Risks and Mitigations
AI agents that call tools -- APIs, databases, file systems, code interpreters -- convert non-deterministic LLM output into real-world actions. Securing this boundary is the defining challenge of agentic AI.
Apr 1, 20267 min read
AI Security
Safeguard Griffin AI: Eval Benchmarks Published
Griffin AI's evaluation harness results published for the first time. Benchmark methodology, comparison against baselines, and what the numbers mean for production use.
Apr 1, 20266 min read
AI Security
OpenAI API Key Leakage on GitHub at Scale
A senior engineer's view of OpenAI API key leakage on GitHub at scale, why automated secret scanning misses so many, and what actually stops the bleeding.
Apr 1, 20267 min read
AI Security
AI Agent Frameworks: A Security Assessment of the New Autonomous Frontier
AI agents that can execute code, browse the web, and manage infrastructure are proliferating. The security implications of these autonomous frameworks demand scrutiny.
Mar 31, 20266 min read
AI Security
Responsible Disclosure For Discovered Zero-Days
When your pipeline starts producing zero-days, you inherit responsible disclosure obligations. Here is how to do it well, with the artefacts the pipeline already gives you.
Mar 31, 20267 min read
AI Security
LLM-Augmented Bug Discovery Methodology
A practitioner's methodology for using LLMs to augment — not replace — traditional bug discovery workflows, with patterns that hold up under real review load.
Mar 30, 20269 min read
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