The AppGenie Blog

Controlled AI-assisted delivery, DevSecOps and compliance engineering, written from inside environments where somebody eventually has to answer for the outcome. 84 posts and counting.

Inside an MCP Call: From Question to Answer

Everyone talks about MCP; almost nobody shows what happens on the wire. We trace one real call end to end - the question, the JSON the AI sends, the server response, and the answer the user reads - using our own Visionaire fashion MCP.

AI Technology, MCP · Q2 2026

PRs can be a nightmare in Copado, find out why

Your PR isn’t “full of junk” — Git is just comparing branch history. This shows how Copado merge paths inflate PRs, how to find the merge base, and how to pinpoint exactly where the extra files came from.

Coapdo, GIT · Q1 2026

Trusting your data is everything

Stop calling it “automation” and start building a backbone: ingestion that tracks provenance, WORM that stays immutable, an access broker that hands out minimum access, and HMAC that proves nothing got tampered with.

Compliance · Q1 2026

When it all comes together

A 20-minute pipeline win that only works because the boring stuff is already done: secure access, clean data capture, and immutable audit storage — so “the right way” is the easy way.

Engineering · Q1 2026

Making GIT work for you

We pull Git signals across every Azure DevOps repo, bundle them as evidence, drop them into S3, and light them up in Grafana—no screenshots, no spreadsheets, just repeatable metrics you can actually defend.

GIT, Reporting · Q4 2025

AI, Salesforce and the Crown Jewels Problem

AI is already helping attackers recon your stack, spear phish your admins and walk data out the front door. This piece explains why Salesforce is a soft target, why identity and duty separation are non negotiable and what to change in the next 90 days.

Security · Q4 2025

Stop Drowning in CRT Logs

Copado Robotic Testing is doing the work, but nobody can see what it means. AppGenie and Aeon Dynamics turn raw CRT output into blunt, executive ready reports that change behaviour. First 10 signups get 3 months CRT Reporting free.

Test Automation · Q4 2025

Most “AI Problems” Aren’t AI Problems

Stop trying to train models for problems that filters, tools, and basic architecture already solve. This piece breaks down where you actually need AI and where you are just lighting budget on fire.

AI Strategy · Q4 2025

Mark’s Musings — Invite Only

A small, invite only list where Mark unloads on DevSecOps, AI, Pi abuse, and the occasional political jab. Raw, unfiltered, and not a corporate publication. Apply if you like your ideas with teeth.

Musings · Q4 2025

AI Assisted Change

When enterprises drown in complexity, AppGenie cuts through the noise. Discover how our AI-driven expertise turns fragmented information into clarity—delivering faster rollouts, stronger adoption, and lasting change.

Change · Q3 2025
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