Create your own magic with Web 7.0™ / TDW AgenticOS™. Imagine the possibilities.
Copyright © 2025 Michael Herman (Bindloss, Alberta, Canada) – Creative Commons Attribution-ShareAlike 4.0 International Public License
Web 7.0™, TDW™, and TDW AgenticOS™ are trademarks of the Web 7.0 Foundation. All Rights Reserved.
The Discontinuous Code Transformation Problem 0.2
Coding is a process of Discontinuous Transformation. When is the coding process discontinuous? Whenever there is a human in the middle. [Michael Herman. December 21, 2025.]
Orthogonal Categories
Coding is a process of Discontinuous Transformation. The following is the list of 61 items from The Discontinuous Code Transformation Problem 0.1 (the original with item numbers preserved), organized into 6 orthogonal, spanning set categories:
- Abstract ⇄ Formal Code (Intent and conceptual to executable code)
- Code Representation & Structure (Different internal/code structures without altering fundamental semantics)
- Code Quality & Behavioural Transformation (Improvements or regressions in code behaviour, performance, structure)
- Code ↔ Data, Formats & External Artefacts
- Execution Context, Platforms & Environment
- Human-Cognitive & Sensory Interfaces with Code
1. Abstract ⇄ Formal Code (Intent and conceptual to executable code)
These transformations involve moving between ideas, designs, algorithms, pseudocode, prompts and formal code.
- 1. ideas → source code (Hyperonomy Digital Lab)
- 2. ideas → pseudocode (Hyperonomy Digital Lab)
- 3. ideas → Blocks (Hyperonomy Digital Lab)
- 4. ideas → prompts (Hyperonomy Digital Lab)
- 5. pseudocode → source code (Hyperonomy Digital Lab)
- 6. algorithms → source code (Hyperonomy Digital Lab)
- 7. source code → algorithms (Hyperonomy Digital Lab)
- 8. mathematical and arithmetic formula code → source code (Hyperonomy Digital Lab)
- 21. prompts → generated code (Hyperonomy Digital Lab)
- 27. shell code (cmdlets) → API code (Hyperonomy Digital Lab)
- 37. image code → graphics code (Hyperonomy Digital Lab)
- 38. animation code → graphics code (Hyperonomy Digital Lab)
- 50. Internet standards → interoperable protocol code (Hyperonomy Digital Lab)
- 53. prompts → image and video code (Hyperonomy Digital Lab)
- 55. source code → streaming code (Hyperonomy Digital Lab)
2. Code Representation & Structure (Different internal/code structures without altering fundamental semantics)
- 11. source code → optimized code (Hyperonomy Digital Lab)
- 12. source code → executable code (Hyperonomy Digital Lab)
- 13. source code → intermediate code (Hyperonomy Digital Lab)
- 14. source code → object code (Hyperonomy Digital Lab)
- 15. source code → virtual machine byte code (Hyperonomy Digital Lab)
- 16. source code → an AST (Hyperonomy Digital Lab)
- 17. source code → nocode (Hyperonomy Digital Lab)
- 25. source code → interpreted code (Hyperonomy Digital Lab)
- 26. script code → executed code (Hyperonomy Digital Lab)
3. Code Quality & Behavioral Transformation (Improvements or regressions in code behavior, performance, structure)
- 9. old source code → new source code (Hyperonomy Digital Lab)
- 10. old source code → new and changed source code (Hyperonomy Digital Lab)
- 22. source code → buggier code (Hyperonomy Digital Lab)
- 23. source code → cleaner code (Hyperonomy Digital Lab)
- 24. slow code → fast code (Hyperonomy Digital Lab)
4. Code ↔ Data, Formats & External Artefacts
These involve mapping code to data formats, document formats, hardware descriptions, or structured data.
- 28. SQL code → datacode (CSV/XML/JSON) (Hyperonomy Digital Lab)
- 29. GraphQL/Cypher → datacode (XML/JSON) (Hyperonomy Digital Lab)
- 30. .NET objects serialized → datacode (XML/JSON) (Hyperonomy Digital Lab)
- 31. REST/HTTP codes → datacode (XML/JSON) (Hyperonomy Digital Lab)
- 32. source code → Microsoft Office document code (Hyperonomy Digital Lab)
- 43. UBL code → value chain document code (Hyperonomy Digital Lab)
- 44. UBL → value chain payment instructions (Hyperonomy Digital Lab)
- 45. UBL → value chain shipping & delivery instructions (Hyperonomy Digital Lab)
- 48. DIDs → verifiable identity code (DID Docs) (Hyperonomy Digital Lab)
- 49. Verifiable Credential code → secure, trusted document code (Hyperonomy Digital Lab)
5. Execution Context, Platforms & Environment
Transformations where code moves across platforms, repositories or execution environments.
- 19. local code → GitHub code (Hyperonomy Digital Lab)
- 20. GitHub code → local code (Hyperonomy Digital Lab)
- 33. source code → firmware (Hyperonomy Digital Lab)
- 34. source code → microcode (Hyperonomy Digital Lab)
- 35. source code → silicon (Hyperonomy Digital Lab)
- 36. source code → simulated code (Hyperonomy Digital Lab)
- 41. FTP code → file system code (Hyperonomy Digital Lab)
- 42. HTML → multi-media graphics code (Hyperonomy Digital Lab)
- 46. blockchain code → cryptocurrency codes (Hyperonomy Digital Lab)
- 47. blockchain code → Verifiable Data Registry codes (Hyperonomy Digital Lab)
- 51. source code → filesystem code (disk/storage) (Hyperonomy Digital Lab)
- 52. Office documents → filesystem code (Hyperonomy Digital Lab)
6. Human-Cognitive & Sensory Interfaces with Code
These map between human behaviours/perceptions, neural codes, gesture codes, and symbolic codes.
- 39. text code → audio speech code (Hyperonomy Digital Lab)
- 40. SMTP code → communications neural code (Hyperonomy Digital Lab)
- 54. prompts → avatar code (Hyperonomy Digital Lab)
- 56. human gestures → sign language code (Hyperonomy Digital Lab)
- 57. sign language code → neural code (Hyperonomy Digital Lab)
- 58. source code → robot gestures (Hyperonomy Digital Lab)
- 59. five senses ↔ neural code (Hyperonomy Digital Lab)
- 60. neural code → gestures (muscle code) (Hyperonomy Digital Lab)
- 61. reading code → neural code (Hyperonomy Digital Lab)
- 62. gestures (muscle code) → keyboard code (Hyperonomy Digital Lab)
Recap of Categories with Item Count
| Category | Description | Range | Items |
|---|---|---|---|
| 1. Abstract ⇄ Formal Code | From intent/design/ideas → formal code and back | 1–8, 21, 27, 37-38, 50, 53, 55 | 15 items |
| 2. Code Representation & Structure | Formal structure transformations | 11–17, 25–26 | 9 items |
| 3. Quality/Behavior | Performance/restructuring changes | 9–10, 22–24 | 5 items |
| 4. Code ↔ Data & Formats | Code as data & alternative formats | 28–32, 43–45, 48–49 | 10 items |
| 5. Execution & Environment | Context/platform conversions | 19–20, 33–36, 41–42, 46–47, 51–52 | 12 items |
| 6. Human-Cognitive Interfaces | Human signals ↔ machine code | 39-40, 54, 56–62 | 10 items |
Pingback: The Code Discontinuous Transformation Problem 0.1 | Web 7.0™ / TDW AgenticOS™ / Hyperonomy™ Digital Identity Lab
You’ve done quite a job of enumerating the great variety of discontinuous code transformations here. Would love to see you articulate the “problem” next, and where this thought exercise takes you.
LikeLike
Remove the human discontinuity.
LikeLike