Various strategy can be applied on consulting industry in order to surive the lay off wave or even just for keeping mental/physical health intact during the day to day engagement. Networking is one of the key strategy, however its not enough. More planning is required to fully minimize the risk.

Every revolution whether its industrial revolution or current AI revolution will always bury some opportunities while also opening a new opportunities. Software engineer need to transform and prepare them self by properly strategize their career path and mitigate the risk ahead because of AI disruption.

Layered key performance indicator is generally recommended in order to create complete visiblity of monitoring asset performance. Outcome driven matrix such as MTTR, MTTBR or equipment availability will be placed on the first layer as outcome KPI. The second layer will be diagnostics KPI to determine underlyting factors that driving outcome KPI.

By default, vanilla reactjs project is created with nodejs as the runtime engine and javascript as the programming language through npm initialize command. In order to migrate into typescript based nodejs, a sets of library is required to be installed including tsc (typescript compiler), bundler (example is eslint) as well as typescript based react library.

PostgreSQL has GUI based database management tools called pgAdmin. It offer various database management automation tools including automatic csv import and csv export into database schema and tables.

Cloudflare content delivery network (CDN) hosted approximately 20% of all website that available on the internet. Static files such as html, javascript, markdown, stylesheet can be hosted on cloudflare CDN to ensure fast page load as it can serve all users from the nearest cloudflare server

Tags is a checkpoint from source code history on git repostiroy that sliced based on the latest commit on specific target branch. If a checkpoint is taken from release branch, the tags can be considered as production artifact or package distribution