https://cyclechain.io/blog/en/tags/developer/Recent content in Developer on Cyclechain BlogHugoenWed, 10 Dec 2025 07:17:28 +0000https://cyclechain.io/blog/en/p/from-0-to-1-human-from-1-to-100-ai/Wed, 10 Dec 2025 07:17:28 +0000https://cyclechain.io/blog/en/p/from-0-to-1-human-from-1-to-100-ai/<details class="toc-accordion"> <summary class="toc-accordion-title">Table of Contents</summary> <nav class="toc-accordion-content"> <nav id="TableOfContents"> <ul> <li><a href="#crumbs-of-knowledge-and-crystallized-experience">“Crumbs of Knowledge” and Crystallized Experience</a></li> <li><a href="#1-for-beginners-using-the-autopilot-without-being-a-pilot">1. For Beginners: &ldquo;Using the Autopilot Without Being a Pilot&rdquo;</a> <ul> <li><a href="#advice-to-new-engineers-be-the-problem-solver-not-the-code-writer">Advice to New Engineers: &ldquo;Be the Problem Solver, Not the Code Writer&rdquo;</a></li> </ul> </li> <li><a href="#2-rd-and-innovation-quantum-and-agi-0---1">2. R&amp;D and Innovation: Quantum and AGI (0 -&gt; 1)</a> <ul> <li><a href="#can-agi-artificial-general-intelligence-or-quantum-computers-create-that-first-spark-humans-make-the-0---1-problem">Can AGI (Artificial General Intelligence) or Quantum Computers create that first spark humans make (the 0 -&gt; 1 problem)?</a></li> <li><a href="#what-is-reasoning-actually">What is &ldquo;Reasoning&rdquo;, Actually?</a> <ul> <li><a href="#deepseek-r1-as-we-know-from-its-source-code">DeepSeek R1, as We Know From Its Source Code</a></li> </ul> </li> </ul> </li> <li><a href="#3-technical-depth-context-and-hallucination">3. Technical Depth: Context and Hallucination</a></li> <li><a href="#4-the-architecture-of-the-future-vertical-ai-costs-and-the-mcp-revolution">4. The Architecture of the Future: Vertical AI, Costs, and the MCP Revolution</a></li> <li><a href="#5-the-profession-of-the-future-conductorship">5. The Profession of the Future: Conductorship</a></li> <li><a href="#real-world-examples">Real World Examples</a> <ul> <li><a href="#ignix-writing-a-redis-clone-with-rust-and-a-25-performance-increase">Ignix: Writing a Redis Clone with Rust and a 25% Performance Increase</a></li> </ul> </li> </ul> </nav> </nav> </details> <style> .toc-accordion { margin: 2em 0; border: 1px solid var(--code-border, rgb(50, 50, 50)); border-radius: 8px; overflow: hidden; background: var(--code-background, rgb(30, 30, 30)); } .toc-accordion-title { cursor: pointer; padding: 1em 1.5em; font-weight: 600; font-size: 1.05em; background: var(--background, rgb(20, 20, 20)); color: var(--content-primary, rgb(218, 218, 218)); user-select: none; list-style: none; display: flex; align-items: center; transition: background 0.2s; } .toc-accordion-title::-webkit-details-marker { display: none; } .toc-accordion-title:before { content: '▶'; display: inline-block; margin-right: 0.7em; transition: transform 0.3s; font-size: 0.8em; color: var(--content-secondary, rgb(140, 140, 140)); } details[open] .toc-accordion-title:before { transform: rotate(90deg); } .toc-accordion-title:hover { background: rgba(255, 255, 255, 0.05); } .toc-accordion-content { padding: 1.5em; background: var(--code-background, rgb(30, 30, 30)); color: var(--content-primary, rgb(218, 218, 218)); } .toc-accordion-content nav > ul { list-style: none; padding-left: 0; margin: 0; } .toc-accordion-content ul { list-style: none; margin: 0; } .toc-accordion-content nav > ul > li { margin: 0.5em 0; } .toc-accordion-content li { margin: 0.3em 0; } .toc-accordion-content ul ul { padding-left: 1.5em; margin-top: 0.3em; } .toc-accordion-content a { color: var(--content-secondary, rgb(140, 140, 140)); text-decoration: none; transition: color 0.2s; display: inline-block; padding: 0.2em 0; } .toc-accordion-content a:hover { color: var(--content-primary, rgb(218, 218, 218)); } .toc-accordion-content nav > ul > li > a { font-weight: 500; color: var(--content-primary, rgb(218, 218, 218)); } html { scroll-behavior: smooth; } @media (max-width: 768px) { .toc-accordion { margin: 1.5em 0; } .toc-accordion-title { padding: 0.8em 1.2em; font-size: 1em; } .toc-accordion-content { padding: 1em; } .toc-accordion-content ul ul { padding-left: 1em; } } </style> <h2 class="heading" id="crumbs-of-knowledge-and-crystallized-experience"> “Crumbs of Knowledge” and Crystallized Experience <a class="anchor" href="#crumbs-of-knowledge-and-crystallized-experience">#</a> </h2> <p>Recently, while developing a &ldquo;Virtual File System&rdquo; (VFS) for a game project, I came to realize quite a lot of things. When I explained the system&rsquo;s logic to the AI in detail and asked it to write the code from scratch, it gave me working code, but it was mediocre and not production-ready. However, when I gave the AI my old code as a reference — code I had built goes ago from &ldquo;Crumbs of Knowledge&rdquo; gathered from StackOverflow, forums, SourceForge projects, and my own experiments — the result was amazing.</p>