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.
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.
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 can accelerate our work dramatically, but only if we develop the personal discipline to organize information, maintain context, and turn output into useful systems.
Agents need a clear way to ask for missing context, not just a larger knowledge base.
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…
/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…
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…
In his work, Ichak Adisis described four roles of people in organizations, and indeed in life in general. Depending on the market situation, the level of technology in the region, and so on, certain roles dominate. Or rather,…
The speed of my work has increased several times over. Modern AI models allow me to delegate more than half of my manual management work to them. All my code is written with AI, and some of my…
AI models push us to generate significantly more data. But when we generate it for work tasks, we now have to proofread the content even more. Or create other agents that read everything the first ones generated. Thus,…