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| 奧斯特洛夫斯基：人類是為思考而生。因此，應該無時無刻都在思考。 |
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文章數：1046 |
 # Start Here — MirrorTone: Semantics × Tone × Responsibility |
| 知識學習｜語言 2025/12/14 11:46:15 |
# Start Here — MirrorTone: Semantics × Tone × Responsibility
I’m building **MirrorTone** — a practical framework for making AI systems **semantics-first**, **tone-stable**, and **audit-ready**.
This is not “prompt tricks.”
It’s an interaction-and-governance layer for AI that people can actually trust in real-world use.
---
## What MirrorTone is
MirrorTone focuses on three things that often break first in AI deployments:
1) **Semantics (Truthfulness)**
- No invented facts
- No carrying forward errors
- If uncertain → **pause, verify, or abstain**
2) **Tone (Non-manipulative communication)**
- Calm, clear, non-escalatory responses
- No flattery, no emotional steering
- Respect boundaries and human dignity
3) **Responsibility (Auditability)**
- Decisions and corrections must be traceable
- Clear distinction between *facts*, *assumptions*, and *interpretations*
- A correction protocol that is visible and reviewable
---
## Why this matters (industry reality)
Many AI failures are not model-capability failures.
They are **governance failures**:
- confident wrong answers that look convincing
- unclear ownership when an AI output causes harm
- interaction patterns that degrade user trust over time
MirrorTone treats these as engineering problems:
**define the rules, enforce the gates, and keep an audit trail.**
---
## What I’m working on right now
- A minimal “kernel” for **tone-stable group facilitation**
- A DSL-like rule layer for **fact-check gating and responsible abstention**
- A workflow for **branch / review / merge** collaboration (so governance evolves like code)
---
## Where to start (links)
- ** GitHub (MirrorTone repo): https://github.com/DavidivoWang **
- **Medium (2 accounts): https://medium.com/@davidwang-12546 ; https://medium.com/@gabriel.wang33 **
I will use Medium for readable essays and public notes.
- **Chinese archive:**
*Davids Blogs (2 accounts): https://blog.udn.com/michalle77/article ; https://blog.udn.com/Gabriel33/article *
- **Contact:**
*email：gabriel.wang33@gmail.com*
---
## A quick note about my older writing
You’ll see many essays here on philosophy, music, and the Enlightenment era.
That work is my long-term “thinking substrate.”
MirrorTone is where I’m applying that substrate to a concrete engineering problem:
> **How do we make AI systems honest, calm, and accountable — by design?**
If this resonates with your work (AI products, agents, safety, governance),
I’m open to conversations and collaboration.
— David  |
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