Replace IMDA Singapore with Singapore AI Research in BibTeX
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README.md
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---
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license: apache-2.0
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language:
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- en
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- ms
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- zh
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tags:
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- singapore
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- orchestrator
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- emotion-detection
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- sovereign-ai
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- meralion
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- agentic-innovation
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- mina
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pipeline_tag: text-generation
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---
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# MINA ARIA β Sovereign AI Orchestrator
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Part of MINA β Singapore's first sovereign edge AI companion.
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## What is ARIA?
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ARIA is MINA's emotion-aware master orchestrator
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and Compute Router. The brain that routes citizen
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inputs to the right seed agent based on intent
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and emotional state.
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## Agent Routing Table
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| Input Signal | Emotion | Agent Routed |
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|---|---|---|
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| "giving up", "hopeless" | distressed | VITA |
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| "scam", "police", "OTP" | any | SENTINEL |
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| "meeting", "calendar" | any | KRONOS |
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| general conversation | anxious | MINA+empathy |
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| general conversation | neutral | MINA |
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## Compute Router
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ARIA decides edge vs cloud at runtime:
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- Personal citizen data β stays on device always
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- Capability gap detected β anonymised signal to cloud
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- Growth Mode at night β triggers ROAR Loop
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- Edge Mode (offline) β all agents run locally
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## Emotion Detection (VAD)
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Detects valence, arousal, dominance:
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- anxious: V+0.25 A+0.52 D+0.35
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- distressed: V+0.22 A+0.48 D+0.30
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- happy: V+0.80 A+0.58 D+0.62
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- neutral: V+0.50 A+0.38 D+0.50
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## MINA Life Arc
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ARIA routes differently across citizen life stages:
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Child β Student β Adult β Patient β Senior
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## Autonomous Growth
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ARIA detects its own capability ceiling.
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When a request cannot be fulfilled:
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1. Logs gap to gap_log.jsonl
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2. Fires ntfy to ROAR Loop
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3. Responds: "I'm learning this capability"
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4. Overnight Watch builds the solution
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## Citation
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```bibtex
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@software{mina_aria_2026,
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author = {Loh, Mun Yew},
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title = {MINA ARIA: Sovereign AI Orchestrator},
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year = {2026},
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publisher = {HuggingFace},
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organization = {
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}
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```
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| 1 |
+
---
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| 2 |
+
license: apache-2.0
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| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
- ms
|
| 6 |
+
- zh
|
| 7 |
+
- ta
|
| 8 |
+
tags:
|
| 9 |
+
- singapore
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| 10 |
+
- orchestrator
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| 11 |
+
- emotion-detection
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| 12 |
+
- sovereign-ai
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| 13 |
+
- meralion
|
| 14 |
+
- agentic-innovation
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| 15 |
+
- mina
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| 16 |
+
pipeline_tag: text-generation
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+
---
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| 18 |
+
|
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+
# MINA ARIA β Sovereign AI Orchestrator
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| 20 |
+
|
| 21 |
+
Part of MINA β Singapore's first sovereign edge AI companion.
|
| 22 |
+
|
| 23 |
+
## What is ARIA?
|
| 24 |
+
ARIA is MINA's emotion-aware master orchestrator
|
| 25 |
+
and Compute Router. The brain that routes citizen
|
| 26 |
+
inputs to the right seed agent based on intent
|
| 27 |
+
and emotional state.
|
| 28 |
+
|
| 29 |
+
## Agent Routing Table
|
| 30 |
+
| Input Signal | Emotion | Agent Routed |
|
| 31 |
+
|---|---|---|
|
| 32 |
+
| "giving up", "hopeless" | distressed | VITA |
|
| 33 |
+
| "scam", "police", "OTP" | any | SENTINEL |
|
| 34 |
+
| "meeting", "calendar" | any | KRONOS |
|
| 35 |
+
| general conversation | anxious | MINA+empathy |
|
| 36 |
+
| general conversation | neutral | MINA |
|
| 37 |
+
|
| 38 |
+
## Compute Router
|
| 39 |
+
ARIA decides edge vs cloud at runtime:
|
| 40 |
+
- Personal citizen data β stays on device always
|
| 41 |
+
- Capability gap detected β anonymised signal to cloud
|
| 42 |
+
- Growth Mode at night β triggers ROAR Loop
|
| 43 |
+
- Edge Mode (offline) β all agents run locally
|
| 44 |
+
|
| 45 |
+
## Emotion Detection (VAD)
|
| 46 |
+
Detects valence, arousal, dominance:
|
| 47 |
+
- anxious: V+0.25 A+0.52 D+0.35
|
| 48 |
+
- distressed: V+0.22 A+0.48 D+0.30
|
| 49 |
+
- happy: V+0.80 A+0.58 D+0.62
|
| 50 |
+
- neutral: V+0.50 A+0.38 D+0.50
|
| 51 |
+
|
| 52 |
+
## MINA Life Arc
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| 53 |
+
ARIA routes differently across citizen life stages:
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| 54 |
+
Child β Student β Adult β Patient β Senior
|
| 55 |
+
|
| 56 |
+
## Autonomous Growth
|
| 57 |
+
ARIA detects its own capability ceiling.
|
| 58 |
+
When a request cannot be fulfilled:
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| 59 |
+
1. Logs gap to gap_log.jsonl
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| 60 |
+
2. Fires ntfy to ROAR Loop
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| 61 |
+
3. Responds: "I'm learning this capability"
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| 62 |
+
4. Overnight Watch builds the solution
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| 63 |
+
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+
## Citation
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```bibtex
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@software{mina_aria_2026,
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+
author = {Loh, Mun Yew},
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| 68 |
+
title = {MINA ARIA: Sovereign AI Orchestrator},
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| 69 |
+
year = {2026},
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publisher = {HuggingFace},
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organization = {Singapore AI Research}
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}
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```
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