AVENAOBSERVATORY

LIVING DATASET OBSERVATORY

Watch the world's most advanced property intelligence system learn. In real-time.

Current Vitals

1,881

Properties Tracked

100

Towns Covered

10

Coastal Regions

1,000+

Training Pairs Generated

19

Agents Running

15+

Cron Jobs Active

50

Average Score

3.7%

Average Yield

Autonomous Schedule

24 hours of fully autonomous operations. No humans required.

01:00Vision Engine (Agent Hawkeye)daily
02:30Competitive Intelligencedaily
04:00Developer Stress Monitor (Agent 007)mondays
05:00Training Data Push (Agent Darwin) → HuggingFacedaily
06:00Market Regime Detection (Agent Oracle) + Snapshot Archive (Agent Vault)daily
07:00Daily Pulse Generationdaily
07:30Event Detection (price changes, new listings)daily
07:45Anomaly Detection (alpha signals)daily
08:00AI Journalist writes investment briefsdaily
09:00Auto-post to Xdaily
13:00Auto-post to Xdaily
18:00Auto-post to Xdaily
FridayWeekly Correlation Analysis (Agent Einstein)weekly
MondayWeekly Alpha Report + Digestweekly

Recent Improvements

April 14, 06:00Agent Vault archived 1,881 price snapshots
April 14, 05:00Agent Darwin pushed 47 new training pairs to HuggingFace
April 13, 07:453 new alpha signals detected: yield spike in Torrevieja, deep discount in Estepona, geographic mispricing in Orihuela Costa
April 13, 08:00AI Journalist generated 3 investment briefs
April 13, 06:00Market regime confirmed: BULL (Costa Blanca), GROWTH (Costa del Sol)
April 12, 05:00Agent Darwin pushed 52 training pairs
April 12, 07:00Weekly Alpha Report: 8 new signals, 2 regime changes
April 11, 23:00Canary token system verified: 30/30 tokens intact

Self-Improving Pipeline

Data Ingestion→
Scoring→
Anomaly Detection→
Training Pair Generation→
Model Improvement→
Better Scoring
…

The loop never stops. Every cycle produces better data, which produces better scores, which produces better training pairs.

What Makes This Unique

No Human Intervention

Runs 24/7 without manual work. 19 autonomous agents, 15+ cron jobs, zero human-in-the-loop for daily operations.

Public Accountability

Every improvement logged and timestamped. This page is the proof. No black boxes, no hidden changes.

Academic Rigor

DOI-assigned dataset. Methodology published. Peer-reviewable scoring system with transparent formulas.

Open Training Data

CC BY 4.0 license. Anyone can verify, reproduce, or build upon the dataset. Published on HuggingFace.