AI Security
Tool-Call Audit: The Missing AI Observability Layer
Most AI observability stacks log prompts and completions. The actual security signal is in the tool calls. Here is how to capture it.
Mar 30, 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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AI Coding Assistant Data Leak Incidents Trend
AI coding assistants are now standard developer tooling. The incident data from 2025 and early 2026 shows a recurring pattern of source code, credential, and customer data leaking through them.
Mar 30, 20267 min read
AI Security
Transitive Dependency Fix Cascades, Managed
Fixing a transitive dependency is rarely a single bump. It is a cascade. Here is how to manage those cascades without flooding reviewers or breaking builds.
Mar 29, 20267 min read
AI Security
MCP Protocol Security: What the Model Context Protocol Means for Supply Chains
Anthropic's Model Context Protocol standardizes how AI models interact with external tools. The security implications for software supply chains are significant.
Mar 28, 20266 min read
AI Security
MCP Server Lifecycle Management Patterns
Patterns for managing MCP servers through development, staging, rollout, and deprecation — with an eye on the security gaps that appear at each transition.
Mar 28, 20268 min read
AI Security
Scaling Across Repos: Griffin AI vs Mythos
Multi-repo security reasoning is a graph problem, not a retrieval problem. How Griffin AI's engine scales where pure-LLM products flatten into guesswork.
Mar 28, 20266 min read
AI Security
Fine-Tune Backdoor Insertion: Academic Research
A senior engineer's review of academic research on fine-tune backdoor insertion, from BadNets to sleeper agents, and how the findings translate to production ML.
Mar 28, 20267 min read
AI Security
AI Cybersecurity Companies and Vendors: The Landscape
AI cybersecurity companies split into three distinct groups doing very different work, and confusing them is the fastest way to buy the wrong tool.
Mar 27, 20265 min read
AI Security
Engine-Plus-LLM vs Pure-LLM Bug Hunters
The difference between an engine-plus-LLM bug hunter and a pure-LLM one is not a tuning detail. It is a structural divide that determines whether the findings are usable.
Mar 26, 20267 min read
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