The Alfonso Reyes road study
A neighborhood’s exits onto a fast avenue, measured with a drone, simulated and modeled in 3D so the discussion can run on data.

- Time
- Since October 29, 2026. Still under review
- Models
- Claude
- Status
- Preliminary
What it is
My neighbors and I had spent years arguing about how to get out of the neighborhood onto Alfonso Reyes avenue. Everyone had an opinion. Nobody had data. So I started measuring.
The result is a preliminary study, with a diagnosis and options in stages. It does not replace a licensed expert’s report and it is still under review, so here I only tell the process.

How it was made
The question before the data
I wrote down the question and five hypotheses before measuring anything. One was uncomfortable: that the most requested fix might not meet the technical criteria.
Claude · ObsidianMeasure with a drone
A 135-gram drone, hovering still at 70 meters with the camera pointing straight down, recorded rush hour. A detector trained on aerial images tracked every car to count traffic and work out speeds.
DJI Neo · Python · OpenCV · YOLOStandards and evidence
Four agents researched in parallel: Mexican standards, international evidence and the local context. That left about 60 linked sources.
ClaudeSimulate
A traffic model calibrated with the measurements. Out of 36 options, 6 made the cut, and each one ran many times: more than 1,300 runs in the latest version.
SUMO · PythonSee it in 3D
The stretch was modeled on top of the drone’s orthophoto, at 5 centimeters per pixel. The cars in the 3D model are the ones from the simulation, one by one.
Blender · three.jsA reviewer who did not write it
A fresh AI session, with no context, reviewed it looking for mistakes. The first pass found 1 serious issue, 14 medium and 17 minor. The latest pass found no serious ones.
Claude
Models and tools
- Claude
- Orchestration, analysis, writing and the independent review
- DJI Neo
- The drone
- Python, OpenCV and YOLO
- Vehicle detection and tracking in the footage
- SUMO
- Open-source traffic simulator
- Blender and three.js
- The 3D model and its browser version
The creative part
Every number carries a label: measured, estimated, simulated, reference or proposed. None was made up to fill a table.
I asked the AI for what I would ask of any serious consultant: tell me where each number comes from. The most serious mistake was caught by a reviewer that had not seen the work.
Time and cost
- Time
- Since October 29, 2026. Still under review
- SUMO, Blender and Python
- Open source, no cost
- Subscriptions
- Claude, which I already pay for
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