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Every detail—from architecture to deployment—is handled with rigor, ensuring clarity, performance, and long-term maintainability.
We design and deliver systems that are technically rigorous and commercially impactful.
We embed AI into core workflows, decision-making, and product architecture to create durable advantage.
We translate complex opportunities into elegant, production-ready solutions.
We build with precision, scalability, and a clear understanding of business context.
Built for impact
We combine deep engineering expertise with AI to deliver solutions that are practical, scalable, and grounded in real business outcomes.
AI that actually ships
We don’t just prototype—we design and deploy production-ready AI systems that integrate with your existing stack.
Measurable advantage
Our work is defined by outcomes: faster operations, smarter decisions, and capabilities that compound over time.
Transforming Ideas into Intelligent Solutions
Software consultant specializing in AI/ML integration, custom model development, and intelligent automation for forward-thinking businesses.
"We are better than AI. We are human."
Real thinking.
Real people.
Crafted, not generated.
Invented, not imitated.
The future needs
more humanity.
Not less.
AI can replicate patterns.
Humans create meaning.
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Latest Articles
All Articles
How to run cron from docker
tl;dr: bind the cron definition file as a volume, and wire running it, as part of the image (in your Dockerfile).
Here is frmo a Stackoverflow answer:
Let's say you have a file hello-cron:
A Comparison of Free and Open CRM Clients
ToC
EspoCRM- SuiteCRM
SugarCRM- FatFree CRM
Odoo- Redmine
tl;dr My current recommendation is: Fat Free CRM, Suite CRM, or a custom (other) solution, in that order.
A simple script to login to a docker container
I have two versions: one for linux, and one for mac. If anyone knows how to combine them into one, please post in comments below!
Should Openstack be used as self-hosted s3 service, in 2025? (Answer: no)
Hello everyone, very quickly, I have spent several days looking into self-hosting s3 solutions, because I am in the process of moving out of AWS cloud for security reasons.
One of the alternative options that I have considered for S3, the object storage solution, is OpenStack. Some 10 years ago, I have actively developed in the openstack ecosystem, and I remember they provide one or several s3-compatible solutions. In particular, the OpenStack Swift supposedly provides an option for self-hosted s3. You can install it as part of the devstack, which can run on a single machine.
Google Fi: Suggested APN Settings
APN Name Google Fi
APN h2g2
Proxy
Port
Username
Password
Server
MMSC http://m.fi.goog/mms/wapenc
MMS Proxy
MMS Port
MCC 310
MNC 260
Authentication Type
APN Type
APN Protocol IPv4/IPv6
APN Roaming Protocol IPv4/IPv6
Bearer
MVNO Type
MVNO Type.