Applied AI EngineeringScreening vendor pitches out of a web form without losing real leads
Keyword rules for spam held real prospects. How Omnisnia's web-form screening asks an AI which direction a message is going instead, and fails open.
Blog
Notes from the field on cloud, security, and AI engineering.
31 articles
Applied AI Engineering
Platform Reliability & FinOpsFrom a shared article to a CRM lead, without cookies
How every lead from our contact form now says which channel and articles brought it, and how a nightly job puts per-article lead counts in Omnisnia CRM.
Cloud Security & ComplianceEnforcing a Content Security Policy on a static site behind Azure Front Door
How we took a static site from no security headers to an enforced CSP with zero refusals: what we removed first, report-only checks, Front Door rules and HSTS.
Platform Reliability & FinOpsYour load balancer health probe may be lying
Three Azure health probe failures on one production estate, and what a probe should check so that it can tell a healthy backend from a broken one.
App Stabilization & RescueYour code highlighting probably fails accessibility contrast
Hugo's default code theme failed WCAG AA contrast on 10 of our 12 posts with code. How we tested nine themes with axe-core, and the parser trap we found.
Applied AI EngineeringWhat the Azure Communication Services retirement means for voice AI agents
Azure Communication Services retires as a standalone offering in 2028, and new phone numbers are already restricted. What it means for voice AI agents.
Cloud Security & ComplianceWhat "HSM-backed encryption" actually covers in an Azure estate
HSM-backed describes who holds the key, not how strong the encryption is. How to state Azure encryption-at-rest coverage per resource type, with evidence.
App Stabilization & RescueTesting embedded firmware before the hardware exists
How to keep pre-silicon firmware honest: fail-closed stubs, a sanitized host test harness, marked bench seams and a protocol simulator.
Applied AI EngineeringSpend caps at every layer, and partition pruning as a requirement
How an AI intelligence platform caps LLM spend per collection, tenant and org, makes BigQuery partition pruning mandatory, and measures projected savings.
Cloud Security & ComplianceRolling out an EDR agent with Terraform: installed is not running
How to make an Azure Custom Script Extension safe to run against VMs that already carry an EDR agent, and keep the site token out of the repository.
App Stabilization & RescueRetire, don't patch: moving users off a legacy app without a big-bang cutover
A strategy for retiring an insecure legacy app: a live switch, delta loads, paced invites, a read-only legacy database and rehearsed restores.
App Stabilization & RescueOur contact form silently dropped every inquiry for six days
A post-mortem: a template-encoding bug sent every website inquiry to a dead URL for six days. How we found it, sized the damage and stopped it recurring.
Platform Reliability & FinOpsGitHub's immutable OIDC subjects break cloud logins after a repo transfer or rename
Since July 15, 2026, renaming or transferring a GitHub repo changes its OIDC subject claim. How to update Azure, AWS and Google Cloud trust before the move.
Cloud Security & ComplianceFail-closed tenant isolation in an ORM
How Omnisnia enforces tenant isolation in GORM callbacks that refuse unscoped queries, with an explicit system scope, tests, and where RLS fits.
Platform Reliability & FinOpsCookie-free site analytics on Azure, and what it costs
How we measure traffic, Core Web Vitals, conversions and failures on our own site with Application Insights and Front Door logs, without cookies.
Platform Reliability & FinOpsAzure Front Door redirect gotchas for SEO
What we learned moving our site's redirects and cache headers into Azure Front Door Standard rules: status codes, rule order, path matching and limits.
Applied AI EngineeringAdding llms.txt and llms-full.txt to a Hugo site
How we generate llms.txt and llms-full.txt from Hugo content with custom output formats, the gotchas we hit, and why we did it while it is only a proposal.
Your CI watchdog can't live on the pool it watches
A self-hosted runner pool was down for 6 hours 38 minutes. Its watchdog ran on the same pool. What went wrong, and how to monitor CI from outside.
Your Azure OpenAI private endpoint may not be carrying your traffic
A private endpoint existing does not mean traffic uses it. Two DNS problems that kept Azure OpenAI calls on the public endpoint, and how to check yours.
What we find in apps built fast
The failure classes a stabilization assessment keeps finding in apps built quickly, including with AI builders, and how to check your own.
What breaks when you move a GitHub repo
Moving repositories between GitHub organizations without breaking CI/CD: the hidden dependencies, and the order to change them in.
Two SQL Server incidents where nothing crashed
Two SQL Server on Azure VM incidents where the engine never stopped: a backup retry storm, and log backups that quietly ended for seven databases.
The logging feedback loop that more than quadrupled an AWS bill
How S3 access logging, CloudTrail data events and GuardDuty malware scanning fed each other until one AWS account's bill went from about $1.7K to $7.8K.
Applied AI EngineeringSupport tickets from your apps, straight into the CRM
How a customer-facing app, a backend job and an AI receptionist open support cases in Omnisnia CRM with scoped, revocable support tokens.
Applied AI EngineeringOne intake pipeline for our web form and AI receptionist
How we send website enquiries and AI receptionist calls into Omnisnia CRM through one public web-to-lead endpoint, and why a public token is safe there.
Key-person risk after an engineer leaves
A continuity checklist for when the one engineer who understood your platform leaves: secrets, state, credentials, access and ground truth.
Fail-safe tools for a voice AI receptionist
Lessons from building our own AI phone receptionist: tools that degrade safely, caller ID matching, conversation tuning, and live-call verification.
DR workarounds that never merge are defects with a timer
A failover exercise hit three defects that had been found and worked around 15 months earlier. Why imported Terraform hides them, and how to fix them.
Cutting Microsoft Sentinel cost without blinding your detections
Four lessons from reducing Sentinel and Log Analytics cost for a healthcare client, including the cheaper table plan that silently emptied 33 detections.
Cutting an agent platform's LLM spend by 79%
How a multi-agent platform's metered model spend fell from about $107 to $22 a day: attribution, three cache layers, model routing and loop caps.
Caging an autonomous AI agent inside an enterprise tenant
The control pattern we design to before an autonomous AI agent touches a Microsoft 365 tenant: identity, network, policy, logging and a kill switch.
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Topic guides: Platform Reliability & FinOps · Applied AI Engineering · Cloud Security & Compliance · App Stabilization & Rescue
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