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The builder's path

Five steps from a problem to its solution.

For: People in Visakhapatnam aren't warned ahead of the winter months when the city's air turns poor or very poor.

“Some things are under our control, while others are not under our control.”
Epictetus · Enchiridion 1 (tr. W. A. Oldfather)

Routes to a solution

Six ways to take this forward

Each route is a different kind of journey, with real people and organisations to contact at each step, starting with those in Andhra Pradesh.

  1. Step 1

    Join an impact incubator

    Shape a model that pays for itself without excluding the people who need it.

    • Villgro ↗

      Incubator for social enterprises in health, agriculture and livelihoods.

    • Social Alpha ↗

      Lab-to-market platform for science and technology aimed at social problems.

    • Acumen ↗

      Patient capital and fellowships for enterprises serving low-income communities.

    • Startup India ↗

      The national startup programme: recognition, schemes and a directory of incubators.

  2. Step 2

    Raise patient capital

    Impact funds and fellowships for enterprises serving low-income communities.

    • Villgro ↗

      Incubator for social enterprises in health, agriculture and livelihoods.

    • Social Alpha ↗

      Lab-to-market platform for science and technology aimed at social problems.

    • CIIE.CO (IIM Ahmedabad)

      Incubator and investor at IIM Ahmedabad, with impact programmes.

    • Acumen ↗

      Patient capital and fellowships for enterprises serving low-income communities.

What this problem needs

Ideas, sources and tools for this problem, from first interviews to funding.

  • Alerts
  • Open data
  • Maps
  • Mobile

Ideas to explore

  • Idea 1Day-ahead smog warningCombine CPCB station readings with weather forecasts of low wind and inversions, and send an SMS when the next day is likely to be poor or worse.
  • Idea 2Neighbourhood mapShow the latest reading at each station on a map, with the PM10 and PM2.5 averages against the annual standard, so residents near the port see their own risk.

Specific to this problem

Talk to first

  • Andhra Pradesh Pollution Control Board

    Runs the city's stations and is adding real-time and sensor-based monitoring.

  • Greater Visakhapatnam Citizens' Forum

    Has asked for faster publication of the new stations' data and the source apportionment study.

Starter prompt

Built from this problem's brief. Paste it into Claude or any AI assistant.

Help me design and build a first working prototype for this problem in Visakhapatnam, Andhra Pradesh, India.

Problem: People in Visakhapatnam aren't warned ahead of the winter months when the city's air turns poor or very poor.
Who it hurts: Residents of Visakhapatnam, including children, older people and people with asthma or heart disease, and those living near the port and industrial areas.
The moment it hurts: A December week when every daily reading is poor or worse and there is no local warning or advice for that neighbourhood.
What people do today: Readings come from a handful of manual and continuous stations, and residents have to look up the national AQI themselves after the fact.
Why it is still unsolved: Monitoring is thin and uneven across the city, the sources of pollution have not been quantified, and the seasonal pattern isn't turned into advance warnings.
What solved looks like: A free neighbourhood air alert for Visakhapatnam, by SMS and web, that combines official station readings with forecasts of winter inversion conditions, warns a day ahead when air is likely to turn poor, and gives plain health advice.
Where: Visakhapatnam, Andhra Pradesh, India

First, list what you would need to learn from the people affected before building, as interview questions.
Then propose the simplest version that would help, the screens or messages it needs, and the data it would use.
Keep it cheap to run, accessible, and respectful of people's privacy. Flag anything you are unsure about instead of guessing.
  1. Understand it

    Talk to the people who live it before you build.

    “Arise, awake; seek out the wise and learn.”

    उत्तिष्ठत जाग्रत प्राप्य वरान्निबोधत

    uttiṣṭhata jāgrata prāpya varān nibodhata

    Kaṭha Upaniṣad · 1.3.14
  2. Prototype with AI

    Get a working version in front of people fast.

    Using AI is not cheating. Every tool carries the work of the people who made it, and using it well is how knowledge has always moved forward. The thinking, the care for the people who live the problem, and the judgement are still yours.

    “The Analytical Engine weaves algebraical patterns just as the Jacquard-loom weaves flowers and leaves.”
    Ada Lovelace · Notes on Menabrea's Sketch of the Analytical Engine, Note A (1843)
  3. Find the data

    Open data that fits this problem.

    “Lead me from the unreal to the real, from darkness to light.”

    असतो मा सद्गमय। तमसो मा ज्योतिर्गमय।

    asato mā sad gamaya, tamaso mā jyotir gamaya

    Bṛhadāraṇyaka Upaniṣad · 1.3.28
  4. Build it

    Tools matched to what this problem needs.

    “Keep moving, keep moving.”

    चरैवेति चरैवेति

    caraiveti caraiveti

    Aitareya Brāhmaṇa · 7.15
  5. Launch and get support

    Ship it responsibly, and find help and funding.

    “Speak the truth. Do what is right.”

    सत्यं वद। धर्मं चर।

    satyaṃ vada, dharmaṃ cara

    Taittirīya Upaniṣad · 1.11.1

Kit written for this problem from its brief; every link was checked. Links go to each provider's own site. Zetema is not paid for any listing.