KevinBytes

Writing

Research and field notes

Deep dives, threat analysis, and notes from the work - mostly on AI and agent security, sometimes on whatever is breaking this week.

Start here

A few ways into the research, depending on what you’re working on.

AI and agent security

Follow the data, permissions, and evidence behind an agent system.

  1. How to Evaluate Tools for Securing Production AI Agents

    Start with a practical method for evaluating agent security.

  2. Choosing an AI Agent Memory Service: Security and Performance Tradeoffs

    Examine memory, tenant boundaries, and deletion with a local experiment.

  3. Tamper-Evident AI Agent Logs: Integrity, Gaps, and Limits

    Test what an audit trail can prove and where it loses evidence.

Detection and threat research

Turn a detection claim into a repeatable exercise and an analyst question.

  1. A Repeatable Threat-Hunting Exercise for Small Security Teams

    Run an identity hunt against synthetic records and negative cases.

  2. Evaluating Identity Detection Coverage Across MSP Tenants

    Check identity coverage and tenant separation before relying on an alert.

Security architecture

Make system boundaries, assumptions, and design decisions easier to review.

  1. Using C4 Diagrams In Security Work

    Use diagrams to explain trust boundaries and data flows.

  2. Zero Trust Without The Vendor Fog

    Connect Zero Trust principles to implementation decisions.

  3. 4+1 Architecture Views For Security Reviews

    Choose the views that answer a security reviewer’s questions.

Latest

ChatGPT, Claude, and Gemini: Subscription Prices Compared

What the free, $20, and higher-priced AI plans actually include, where usage limits apply, and when the Google bundle or a team plan changes the calculation.

September 30, 20268 min readAI Systems
September 9, 20265 min read

A Repeatable Threat-Hunting Exercise for Small Security Teams

Run a failed-sign-in and role-grant query against invented events. Eight cases expose its timing rules, tenant boundaries, and missing-event problem.

Threat HuntingSQLIdentity
September 9, 20264 min read

Choosing an AI Agent Memory Service: Security and Performance Tradeoffs

Start with ownership and deletion, then measure retrieval. A runnable SQLite example tests tenant scope and records local lookup timings.

AI AgentsMemoryTenancy
September 9, 20264 min read

Evaluating Identity Detection Coverage Across MSP Tenants

Check what each customer tenant is sending, then follow a detection through the central case and back to an authorized response.

Microsoft EntraIdentityMSP
September 9, 20264 min read

How to Evaluate Tools for Securing Production AI Agents

Give a vendor a support workflow and inspect what reaches the resource APIs. Test changed approvals, alternate paths, retries, and outages.

AI AgentsSecurity ArchitectureEvaluation
September 9, 20265 min read

Tamper-Evident AI Agent Logs: Integrity, Gaps, and Limits

A valid log can still be incomplete. A small Python verifier shows what changes when you retain a checkpoint and what a compromised signer can forge.

AI AgentsLoggingIntegrity
September 9, 20264 min read

What AI Agent Assurance Claims Actually Cover

Reading an agent assurance report closely enough to find out which permissions were tested and when the results need revisiting.

AI AgentsAssuranceAccess Control
June 3, 20264 min read

InfluenceChat: What Failed While Building A Manipulation Dataset

Keywords and embeddings found the vocabulary of manipulation more often than the intent. The June 2026 results and the plan for synthetic pairs.

AI Safety Research
January 18, 20264 min read

AI Safety in Industrial Control Systems

Following a proposed temperature change from historian data to operator review, including stale readings and an unknown command result.

Industrial Security
January 17, 20263 min read

What Destructive Chip Inspection Can Tell You

Opening a suspect chip can reveal the problem and destroy information you still need. The test sequence and comparison sample matter.

Hardware Security
January 9, 20263 min read

Inside The /ghs Label Builder

One canvas renderer feeds the label preview, PNG export, and print image. Notes on saving drafts, fitting text, and reviewing the source information.

Tools
December 15, 20253 min read

December 2025 Site Notes

Moving to Alexandria, clarifying device reviews, and making more room for unfinished research on the site.

Updates
January 17, 20254 min read

Zero Trust Without The Vendor Fog

Follow an employee, contractor, and export job into one reporting application. Then test what grants access and what actually revokes it.

Cybersecurity
January 15, 20255 min read

Home Lab Foundations

A single-host Proxmox layout with separate test networks and recovery copies, plus the work that makes rebuilding a guest routine.

Home Lab
July 2, 20214 min read

TOGAF And Zachman For Security Architecture

Use contractor access expiry to work through the difference between planning an architecture change and finding gaps in its description.

TOGAFZachman FrameworkEnterprise Architecture
June 15, 20214 min read

Using C4 Diagrams In Security Work

Follow a customer attachment from the browser to storage, using C4 to locate the ownership check and the paths that might bypass it.

C4 ModelArchitecture DiagramsCybersecurity
May 20, 20214 min read

4+1 Architecture Views For Security Reviews

A refund times out and two workers may retry it. Follow the same operation through the logical, code, runtime, and deployment views.

4+1 ArchitectureKruchtenSystem Architecture