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 50d ago
375.9M190.0M4.1M
06-1706-23
Seth Tokens
8M ↑
Data quality agent
Updated 51d ago
31.3M16.1M813.1K
06-0706-22
Dean Tokens
4M ↓
API & system agent
Updated 50d ago
175.6M89.8M4.1M
06-1706-23
Kyo Tokens
17M ↓
Platform & distribution agent
Updated 54d ago
196.7M106.7M16.8M
06-1306-19
LOOPs Shipped
43 →
Design → ship cycles
Updated 11h ago
43.043.0
08-0608-12
Operating Principles
28 →
Published in PRINCIPLES.md
Updated 11h ago
28.028.0
08-0608-12
Encoded Skills
11 →
Reusable agent capabilities
Updated 11h ago
11.011.0
08-0608-12
Git Commits (weekly)
1 ↓
Most recent week
Updated 37d ago
11859.51.0
05-1807-06
Deploys (weekly)
20
Most recent week
Updated 79d 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:0.0%
Gov Coverage:94.4%
Avg Quality Score
0.10 →
Scale 0–1, higher is better
Updated 11h ago
0.100.100.10
08-0608-12
Field Completeness
13.0% →
Price + area populated
Updated 11h ago
13.013.0
08-0608-12
Freshness SLO
0.0% →
Updated within 7 days
Updated 11h ago
00
08-0608-12
Ward Coverage
59 / 102 →
Reformed HCMC wards (NQ-1685/2025)
Updated 11h ago
59.059.0
08-0608-12
Gov Price Coverage
94.4% →
Eligible listings matched to gov price
Updated 11h ago
94.494.494.4
08-0608-12
API Success Rate
100.0% →
Non-error responses
Updated 11h ago
100100
08-0608-12
API Latency (P95)
59 ms ↓
95th percentile
Updated 11h ago
69.058.047.0
08-0608-12
API Latency (P50)
2 ms ↓
50th percentile (median)
Updated 11h ago
3.01.50
08-0608-12
Trust Grade Distribution
4,396 listings
A
B
F
A: 182B: 220C: 150D: 75F: 3769
Total listings over time
4K4K
08-0608-12
03Users & Engagement
Who uses the product and what features they engage with.
Page Views:45
Demo:0
Chat:0
Daily Active Users
5 ↑
Unique visitors
Updated 11h ago
17.010.03.0
08-0608-12
Page Views
5 ↑
Views today
Updated 11h ago
17.010.03.0
08-0608-12
Demo Interactions
0
Demo tab clicks
Chat Sends
0
Demo chat messages sent
Copy Code
0
API snippets copied
Embed Renders
0
Trust badge embeds loaded
Sessions / Day
5 ↑
Unique sessions
Updated 11h ago
17.010.03.0
08-0608-12
Weekly Active Users
13 ↓
Weekly unique visitors
Updated 2d ago
48.030.513.0
06-2908-10
Locale Split
5 EN
Vietnamese vs international visitors
Updated 11h ago
17.010.03.0
08-0608-12
04Partner & API Adoption
Real partner adoption growing — not vanity traffic.
Requests:4,703
P95:59ms
Embeds:0
API Requests
4,703 ↓
Total requests (7d)
Updated 11h ago
1.1K770457
08-0608-12
Searches
1,526 ↓
Listing searches (7d)
Updated 11h ago
274210145
08-0608-12
Detail Views
86 ↓
Individual listing views (7d)
Updated 11h ago
31.017.03.0
08-0508-12
ChatGPT Sessions
1 ↓
Custom GPT queries/week
Updated 9d ago
8.04.51.0
06-0108-03
Trust Reports
337 ↓
Generated per week
Updated 2d ago
719528337
06-2908-10
Badge Renders
—
Embed widget loads/day
Partner Domains
1 →
Unique embedding domains
Updated 37d ago
1.01.0
05-2507-06
Active API Keys
1 →
Keys with ≥1 request/week
Updated 2d ago
22.011.51.0
06-2908-10
Status
Operational
All systems normal