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)
5.7B
All agents combined
Seth Tokens
0
Data quality agent
Dean Tokens
0
API & system agent
Kyo Tokens
0
Platform & distribution agent
LOOPs Shipped
43 →
Design → ship cycles
Updated 20h ago
43.043.0
09-2009-26
Operating Principles
28 →
Published in PRINCIPLES.md
Updated 20h ago
28.028.0
09-2009-26
Encoded Skills
11 →
Reusable agent capabilities
Updated 20h ago
11.011.0
09-2009-26
Git Commits (weekly)
1
Most recent week
Updated 82d ago
1.01.0
07-0607-06
Deploys (weekly)
—
Most recent week
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:0.0%
Gov Coverage:94.4%
Avg Quality Score
0.10 →
Scale 0–1, higher is better
Updated 20h ago
0.100.100.10
09-2009-26
Field Completeness
13.0% →
Price + area populated
Updated 20h ago
13.013.0
09-2009-26
Freshness SLO
0.0% →
Updated within 7 days
Updated 20h ago
00
09-2009-26
Ward Coverage
59 / 102 →
Reformed HCMC wards (NQ-1685/2025)
Updated 20h ago
59.059.0
09-2009-26
Gov Price Coverage
94.4% →
Eligible listings matched to gov price
Updated 20h ago
94.494.494.4
09-2009-26
API Success Rate
100.0% →
Non-error responses
Live
100100
09-2109-27
API Latency (P95)
45 ms ↑
95th percentile
Live
57.540.824.0
09-2109-27
API Latency (P50)
8 ms ↑
50th percentile (median)
Live
7.53.80
09-2109-27
Trust Grade Distribution
4,396 listings
A
B
F
A: 182B: 220C: 150D: 75F: 3769
Total listings over time
4K4K
09-2009-26
03Users & Engagement
Who uses the product and what features they engage with.
Page Views:35
Demo:0
Chat:0
Daily Active Users
3 ↓
Unique visitors
Updated 20h ago
10.06.53.0
09-2009-26
Page Views
3 ↓
Views today
Updated 20h ago
10.06.53.0
09-2009-26
Demo Interactions
7
Demo tab clicks
Updated 28d ago
7.07.0
08-2908-29
Chat Sends
0
Demo chat messages sent
Copy Code
0
API snippets copied
Embed Renders
0
Trust badge embeds loaded
Sessions / Day
3 ↓
Unique sessions
Updated 20h ago
10.06.53.0
09-2009-26
Weekly Active Users
31 ↑
Weekly unique visitors
Updated 5d ago
31.028.025.0
08-1009-21
Locale Split
3 EN
Vietnamese vs international visitors
Updated 20h ago
10.06.53.0
09-2009-26
04Partner & API Adoption
Real partner adoption growing — not vanity traffic.
Requests:21,916
P95:45ms
Embeds:0
API Requests
21,916 ↓
Total requests (7d)
Live
5.2K2.6K86.0
09-2109-27
Searches
1,860 ↓
Listing searches (7d)
Live
35219538.0
09-2109-27
Detail Views
87 ↑
Individual listing views (7d)
Updated 20h ago
26.014.02.0
09-2009-26
ChatGPT Sessions
364 ↓
Custom GPT queries/week
Updated 5d ago
1.0K5191.0
08-0309-21
Trust Reports
888 ↑
Generated per week
Updated 5d ago
1.1K934781
08-1009-21
Badge Renders
—
Embed widget loads/day
Partner Domains
1
Unique embedding domains
Updated 82d ago
1.01.0
07-0607-06
Active API Keys
1 →
Keys with ≥1 request/week
Updated 5d ago
2.01.51.0
08-1009-21
Status
Operational
All systems normal