Safeguard
Tag

mythos

Safeguard articles tagged "mythos" — guides, analysis, and best practices for software supply chain and application security.

100 articles

AI Security

Total Cost of Ownership: Griffin AI vs Mythos

List price is the easiest number to compare and the least interesting one. TCO over three years is where Griffin AI vs Mythos-class platforms actually diverge.

Apr 16, 20265 min read
AI Security

API Surface Reviewed: Griffin AI vs Mythos

Most platform comparisons stop at features. The API surface is where automation and integration actually happen — and where vendors quietly diverge.

Apr 10, 20265 min read
AI Security

Real-World Deployment: Griffin AI vs Mythos

Demos live on a single repo and a curated dataset. Real deployments hit fifty repos, three CI providers, two cloud accounts, and an air-gapped environment. The gap is where vendors get sorted.

Apr 4, 20265 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

Tool-Call Hijacking: Griffin AI vs Mythos

A hijacked tool call is more consequential than a hijacked response. The defence requires the tool layer to police the model, not the other way around.

Mar 24, 20263 min read
AI Security

ROI Timeline: Griffin AI vs Mythos

The honest answer to "when does this pay back?" is where sales decks and procurement reality diverge. Griffin AI and Mythos-class tools have different ROI shapes.

Mar 23, 20264 min read
AI Security

Grounded Reasoning vs Hallucinated: Griffin AI vs Mythos

The difference between grounded reasoning and hallucinated reasoning is not eloquence — it's citation. A look at how Griffin AI anchors every claim.

Mar 20, 20266 min read
AI Security

Breaking Change Awareness: Griffin AI vs Mythos

An auto-fix that closes a vulnerability and breaks the build is not a fix. Breaking-change awareness separates auto-PRs that ship from auto-PRs that get reverted.

Mar 19, 20266 min read
AI Security

Sanitizer Detection: Griffin AI vs Mythos

A vulnerability that passes through a working sanitizer is not a vulnerability. Detecting that sanitizer accurately is the difference between actionable findings and noise.

Mar 18, 20265 min read
AI Security

Audit Trail Quality: Griffin AI vs Mythos

An audit trail is only useful if you can answer questions from it. Quality is not about volume — it's about the ability to reconstruct decisions after the fact.

Mar 18, 20264 min read
AI Security

Cross-Vendor SBOM Normalization: Griffin AI vs Mythos

Your SBOMs come from a dozen vendors, three scanners, and two CI systems. Normalising them into one queryable graph is where SBOM programs actually succeed or fail.

Mar 17, 20264 min read
AI Security

Prompt Injection Defences: Griffin AI vs Mythos

Prompt injection is the defining AI security problem of this generation. The defences are structural, not cosmetic — and the architectural choices show.

Mar 16, 20264 min read

Self-healing security runs on Safeguard.

Your first fix PR is minutes away.

No sales call required, even your agent can complete the purchase over MCP.