TILs - Fueling Curiosity, One Insight at a Time

At Codemancers, we believe every day is an opportunity to grow. This section is where our team shares bite-sized discoveries, technical breakthroughs and fascinating nuggets of wisdom we've stumbled upon in our work.

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Amit
ncal
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Amit
ncal
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Goromlagche
do not modify instance variables of a singleton class, not thread safe. furthermore no instance variables, only class variables.
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Iffyuva
https://github.com/sosedoff/pgweb : A great way to connect to postgres without opening port 5432 to general public.

We can even add this to Dockup, and boom everyone has access to postgres container and can fiddle directly

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Your competitors are already using AI.
The question is how fast you want to unlock the value.

Don't know where to start?

AI is everywhere but it's unclear which investments will actually move your metrics and which are expensive experiments.

Your data isn't ready

Most AI projects fail at the data layer. Pipelines, quality, access all need work before LLMs can deliver value.

Internal teams are stretched

Your engineers are shipping product. They don't have capacity to also become AI specialists with production-grade experience.

Legacy systems block everything

Aging, undocumented codebases make AI integration slow, risky, and expensive. They need to move first.

Don't worry. We've got you covered.

Start with the audit.