Application/Web/Game Developer
Relying on big-tech APIs is great. Until data privacy concerns, internet dependencies, and per-token pricing bills start adding up. When you reach that turning point, your roadmap leads to exactly one place: Local LLMs.
I am sure most of you will not like what I write. I feel the need to write this because I know some of you won’t even read it. Based on the research we have been conducting on people for a long time, we see that “idea poisoning” is the biggest factor that leads a person to constantly justify themselves and distances them from the awareness of even their own mistakes. Often, we read too much and…
I recently found myself in a group discussion where I attempted to share my thoughts, only to be interrupted by the moderator who quickly commented without allowing me to finish. This experience prompted me to reflect on several important questions regarding communication styles and group dynamics:
The paid courses and groups offered online are essentially scams. They promise nothing of real value. If someone cannot learn and achieve success on their own, they should not expect anything from these paid groups or communities. Most of the paid online communities and groups are traps designed to take your money and use you for their own purposes.
For quite some time, we’ve noticed that whenever we approach a group leader, we struggle to find an opportunity for meaningful conversation. As interest in newcomers grows, the attention towards long-standing members diminishes. Whenever someone takes on a leadership role, they often start looking down on others. It soon becomes apparent that these individuals are experiencing a form of power…
In various groups I’ve participated in, I’ve often felt pressured to use my real name. This raises an important question: shouldn’t we all have the right to remain anonymous if we choose?
The word “community” is thrown around a lot these days. A Slack workspace, a Telegram group, or a LinkedIn following isn’t automatically a community. A community is a living organism built on shared values, mutual trust, and a unified motto.
For a long time, in my locally developed model, I had to reduce the dataset as much as possible and filter out unnecessary data during my tests. After a while, the global studies I conducted among Claude, Gemini, and other AI models began to bear fruit. I discovered that the hallucinatory aspects of AI could be filtered out. As I trained the model, I observed that the instances of hallucination…
We all have our priorities, and it’s unrealistic to expect everyone to be perfect in life. We must protect ourselves from situations where we might end up being harmed just to support others. We need to dedicate our time to our own lives and serious matters. If a minor issue can cause someone to waste months, we shouldn’t bear that responsibility. There will always be people who smile at us but…
I want to share my experience working at a company that seemed promising at first but turned out to be anything but professional or stable. It was a classic example of a “ghost company” — a paravan firm with no real corporate backbone. Here’s what happened and what I learned along the way: