01Company Operations
The AI-native operating model improving over time.
LOOPs:43
Principles:28
Skills:11
Thinh
Human Director
S
Seth
AI Builder — Data Quality
Msgs9,369
Output4.7M
Total1.6B
all time
D
Dean
AI Builder — API & System
Msgs33,867
Output13.8M
Total3.6B
all time
K
Kyo
AI Builder — Platform & Distribution
Msgs4,142
Output1.6M
Total465.7M
all time
Total Tokens (daily)
4M ↓
All agents combined
Updated 4d ago
375.9M190.0M4.1M
06-1706-23
Seth Tokens
8M ↑
Data quality agent
Updated 5d ago
31.3M16.1M813.1K
06-0706-22
Dean Tokens
4M ↓
API & system agent
Updated 4d ago
175.6M89.8M4.1M
06-1706-23
Kyo Tokens
17M ↓
Platform & distribution agent
Updated 8d ago
196.7M106.7M16.8M
06-1306-19
LOOPs Shipped
43 →
Design → ship cycles
Live
43.043.0
06-2106-27
Operating Principles
28 →
Published in PRINCIPLES.md
Live
28.028.0
06-2106-27
Encoded Skills
11 →
Reusable agent capabilities
Live
11.011.0
06-2106-27
Git Commits (weekly)
3 ↓
Most recent week
Updated 5d ago
11860.53.0
05-1106-22
Deploys (weekly)
20
Most recent week
Updated 33d ago
20.020.0
05-2505-25
28 Operating Principles▸▾
28 Operating Principles
▸▾Architecture
01API-first — the API is the product, design the contract first
02API is API, GPT is GPT — never embed NLP in backend
03Single source of truth per concern
04Graceful degradation for all external dependencies
05Code in English, responses in user language
Data
01Government data is a reference source, not ground truth
02Reference tables over listing denormalization
03Overwrite transient, preserve enriched
04Language processing at import, not on-the-fly
05Warn on data gaps, never hide them
06Define freshness SLOs per data source
Scoring
01Data-driven weights, not arbitrary
02Blocking risk flags for disqualifying conditions
03Score at every pipeline stage
04Audit anomalies, not averages
05Version scoring models, not just scores
Storage
01Namespace-based lifecycle
02Immutable content-addressable keys
03Two-tier verification
Operations
01Transparency over convenience
02Shared modules for cross-cutting logic
03Gov data is versioned, not overwritten
04Audit actual data before designing abstractions
05Lifecycle transitions are one-way
Copy
01Domain language over technical jargon
02Bilingual copy is asymmetric, not translated
Metrics
01Measure trust before growth
02Report only metrics that change the next action
02Product Intelligence
Current coverage and quality of the data layer.
Quality:0.10
Freshness:5.7%
Gov Coverage:94.4%
Avg Quality Score
0.10 →
Scale 0–1, higher is better
Live
0.100.100.10
06-2106-27
Field Completeness
13.1% →
Price + area populated
Live
13.313.213.1
06-2106-27
Freshness SLO
5.7% ↓
Updated within 7 days
Live
29.317.55.7
06-2106-27
Ward Coverage
59 / 102 →
Reformed HCMC wards (NQ-1685/2025)
Live
59.059.0
06-2106-27
Gov Price Coverage
94.4% →
Eligible listings matched to gov price
Live
94.494.494.4
06-2106-27
API Success Rate
100.0% →
Non-error responses
Live
10099.999.8
06-2106-27
API Latency (P95)
42 ms ↑
95th percentile
Live
47.033.520.0
06-2106-27
API Latency (P50)
10 ms ↑
50th percentile (median)
Live
10.05.00
06-2106-27
Trust Grade Distribution
4,366 listings
A
B
F
A: 182B: 220C: 150D: 75F: 3739
Total listings over time
4K4K4K
06-2106-27
03Users & Engagement
Who uses the product and what features they engage with.
Page Views:129
Demo:22
Chat:22
Daily Active Users
1 ↓
Unique visitors
Live
11.06.01.0
06-2106-27
Page Views
1 ↓
Views today
Live
57.029.01.0
06-2106-27
Demo Interactions
3 ↓
Demo tab clicks
Updated 3d ago
38.020.53.0
06-1606-24
Chat Sends
3 ↓
Demo chat messages sent
Updated 3d ago
38.020.53.0
06-1606-24
Copy Code
3 ↓
API snippets copied
Updated 3d ago
38.020.53.0
06-1606-24
Embed Renders
33 ↓
Trust badge embeds loaded
Updated 3d ago
34118733.0
06-1606-24
Sessions / Day
1 ↓
Unique sessions
Live
11.06.01.0
06-2106-27
Weekly Active Users
39 ↑
Weekly unique visitors
Updated 5d ago
39.022.05.0
05-2506-22
Locale Split
1 EN
Vietnamese vs international visitors
Live
11.06.01.0
06-2106-27
04Partner & API Adoption
Real partner adoption growing — not vanity traffic.
Requests:18,482
P95:42ms
Embeds:44
API Requests
18,482 ↓
Total requests (7d)
Live
5.7K2.9K101
06-2106-27
Searches
3,482 ↓
Listing searches (7d)
Live
1.2K60744.0
06-2106-27
Detail Views
1,194 ↑
Individual listing views (7d)
Live
5182602.0
06-2006-27
ChatGPT Sessions
1 ↓
Custom GPT queries/week
Updated 5d ago
8.04.51.0
05-0406-22
Trust Reports
395 ↓
Generated per week
Updated 5d ago
1.9K1.1K395
05-2506-22
Badge Renders
33 ↓
Embed widget loads/day
Updated 3d ago
34118733.0
06-1606-24
Partner Domains
1 →
Unique embedding domains
Updated 5d ago
1.01.0
05-2506-22
Active API Keys
13 ↓
Keys with ≥1 request/week
Updated 5d ago
1.4K68413.0
06-0806-22
Status
Operational
All systems normal