An Important Barrier to Learning: Antagonism
AI adoption is not only a technical question. For many people, the real barrier is antagonism: the emotional refusal to look at a new reality because it does not fit the worldview they already have.
Thoughts
How to Learn Independently in the Age of AI
AI makes self-directed learning more powerful, but not easier in the naive sense. It removes friction around access to knowledge, while making discipline, structure, practice, and feedback even more important.
Will AI Replace University Education?
AI will not replace universities everywhere, but it will put serious pressure on programs whose main value is access to information rather than discipline, practice, credentials, networks, or licensing.
Vibe Coding Is Not Good or Bad. It Is Natural.
Vibe coding is not the end of engineering. It is another abstraction layer: less manual control over code, more responsibility for goals, verification, security, and outcomes.
AI Security Threats for Personal Use, Teams, and Agents
AI-native workflows create a new security surface: prompts, tools, skills, agents, integrations, memory, and command channels all become part of the attack surface.
The Future After AI Replaces Work
AI and robots may replace more professions than we are ready to admit. The real question is not only economic, but psychological: what happens when people no longer feel needed?
The Feedback Loop Matters More Than Orchestration
Third-party AI orchestration is useful for one-way pipelines, but software development depends on a tight feedback loop: build, review, correct, and continue from the exact context.
Why the Fight Against VPNs Will Be Lost
VPN bans are not just technical policy. They repeat an old authoritarian pattern: control information, criminalize escape routes, and lose public trust.
Why AI “Hallucinates”
AI “hallucinations” are often not magic failures of the model, but failures of context, instructions, and feedback that leave too many possible paths open.
AI Rewards Systems Thinking, Not Just Technical Skill
AI can accelerate our work dramatically, but only if we develop the personal discipline to organize information, maintain context, and turn output into useful systems.
The First KS Coin Unlock
On May 27, 2026, the first unlock of the first batch of KS Coin tokens will take place, marking an important milestone for our utility token.
Agents Need Feedback Loops, Not Just Knowledge Bases
Agents need a clear way to ask for missing context, not just a larger knowledge base.
How to Make AI Use Your Knowledge Base Across Chats
Here are a few more practical recommendations for working with a personal knowledge base in AI. The approach below solves two recurring problems. First, it makes…
Developing Communication Skills for AI Success
/AI With the advent of AI, the need to develop soft skills and communication skills has grown even more. For several decades, we've seen this indispensability in many engineering professions, because people without an engineering education and skills…
AI Minions Boost Business Efficiency
What used to take months to complete with a team of 5-10 people is now accomplished in minutes by a team of AI minions communicating with each other to achieve results. The quality of results is now determined…
