MSP Offboarding Evidence Checklist: What to Verify After the Ticket Closes
A worked example and downloadable review sheet for comparing the departure record, access state, application coverage, and verification evidence.
Blog
Welcome to the ViKeLaAi blog! Here you can find our latest posts.
The Missing Connection: What Automated Evidence Mapping Should Make Visible
Follow one MFA claim from policy to supporting evidence. See how automated evidence mapping helps CMMC readiness teams identify sources, scope, dates, and open questions for review.
The CMMC Pause Did Not Pause the Evidence Problem
96% confidence and 29% proof is not a messaging problem. A worked SCuBA MS.AAD.3.1v1 example shows why DIB contractors, MSPs, and RPOs need evidence-backed readiness claims.
Trust But Verify: Compliance Surveys the Soviet Way
In 2026, "Trust" is not a security control. Network telemetry is. How JA4+ fingerprinting gives RPOs a True Gap Assessment—passive, cryptographic evidence that corroborates or contradicts your client's claims before a C3PAO finds the gaps for you.
CMMC: The Security Theater We Need
Compliance isn’t security, but it can facilitate it. A DMARC enforcement gap across contractors approaching a “compliance cliff” shows why maturity is more than tooling.
Architecting AI with Economics in Mind
Minimizing inference costs with on-demand VM orchestration: queue, start, run, stop—treating cloud spend as a first-class design constraint.
Threat Driven Tool Selection for Your CMMC Journey
How to align security tool selection with real threats and compliance needs using D3FEND-powered, threat-driven mappings.
Beyond the Checkmark: Engineering Prioritized Cyber Resilience with Knowledge Graphs
Connecting compliance controls to adversary techniques (ATT&CK) and defensive countermeasures (D3FEND) to drive prioritized, threat-informed implementation.
Unlock Efficiency: Crafting Effective AI Prompts for Cybersecurity Policies and Procedures (CMMC & Beyond)
A practical guide to prompting generative AI to draft cybersecurity policies and procedures that are grounded in assessment objectives and real system scope.
From SSP Overload to SRM Clarity: The Component Solution
How OSCAL components can bring clarity to shared responsibility by enabling machine-readable, automatable Security Responsibility Matrices (SRMs).