Notes from the work, not LinkedIn theater.
Engineering write-ups, customer stories, and primers from the team doing the work. We publish when we have something to say, not when a content calendar says we should.
Four ways in.
Read what we think, see what we’ve built, take away a checklist, or catch up on the day’s news in two minutes.
- Daily4
Blog
Our engineering and operations writing, plus a daily selection from publishers we read.
Open blog - Daily2
News
What’s new at Aithical Hub, and the day’s industry news in AI, cloud and the workforce.
Open news - 4
Case studies
Client work and the systems we built for ourselves, with figures we can stand behind.
Open case studies - 3
Resources
Printable checklists and guides: AI launches, cloud cost, choosing a partner.
Open resources
Today’s pulse.
A short daily selection from publishers we read, covering AI, security, cloud, data and the workforce. Headlines and links only; the stories stay with their publishers.
Today’s picks load from our server. If you can read this, the live feed isn’t connected on this copy of the site. Our own articles are on the Blog.
Latest from the team.
Engineering2 min read
A website with zero third-party requests.
Fonts, animation libraries and 3D, all served from our own domain. Why we did it, how we check it, and what it costs.
By the engineering team · October 2026
Read the articleAI2 min read
The eval suite that changed how we ship LLMs.
What our golden datasets, regression tests, and red-team prompts actually look like, with examples.
By the platform team · April 2026
Read the articleOperations2 min read
When a fixed price works, and when it doesn’t.
Why we scope before we price: fixed price for well-defined work, flexible models while requirements are still moving.
From the founders · February 2026
Read the articleEngineering2 min read
Building production AI without the production debt.
Token budgets, eval suites and fallback strategies: the patterns we use to ship AI features that survive a year.
By the engineering team · April 2026
Read the articleWorkforce2 min read
Internal buildFrom offer to day one, on autopilot.
How we automated onboarding for new hires and interns, with every step recorded and open to HR override.
Read the case studyWorkforce2 min read
Internal buildAero AI: building our own applicant tracking system.
Careers site, recruiter workspace, candidate portal and onboarding documents in one system, tested end to end under every role.
Read the case study
Guides you can use on Monday.
Printable checklists with their sources. Start with the staffing compliance kit.
AI2 min read
The LLM feature launch checklist.
Two dozen questions to answer before an AI feature meets real users, covering purpose, data, quality, safety, cost and operations.
Guide · October 2026
Open the guideCloud2 min read
A one-afternoon cloud cost audit.
Nine checks that usually find real savings, in the order we run them.
Guide · October 2026
Open the guideWorkforce2 min read
12 questions to ask a staffing partner.
Use them on your next vendor call, including with us.
Guide · October 2026
Open the guide
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