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I Paid a Bribe (2010) Founded by: Janaagraha (co-founded by Swati Ramanathan & Ramesh Ramanathan) (Tracxn) Status: Ongoing as a Janaagraha initiative (current activity of the specific site varies by city/campaign; Janaagraha remains active) (janaagraha.org) Offering: Civic reporting + advocacy platform; sustained via donations/grants through Janaagraha (janaagraha.org) Financials: Janaagraha’s audited statement shows total income ₹243.46M (₹24.35 cr) for FY ending Mar 31, 2024 (janaagraha.org); FCRA statement shows donation income ₹174.38M (FY ending Mar 31, 2024) (janaagraha.org) (org-level, not IPaB-only) DataMeet (2011) Founded by: Thejesh GN and S Anand (Data{Meet}) Status: Active community (volunteer-led) (Data{Meet}) Offering: Community meetups, open-data projects; typically volunteer / partner-supported (Data{Meet}) Financials: No standardized public financial reporting (community initiative) (Data{Meet}) IndiaSpend / Spending & Policy Research Foundation (2011) Founded by: Govindraj Ethiraj (managing trustee; SPRF set up with an initial ₹10,000 investment per Oxford Academic chapter) (OUP Academic) Status: Active data journalism org (Indiaspend) Offering: Non-profit model: donations/grants; acknowledges philanthropic support (e.g., IPSMF support noted) (Indiaspend) Financials: Public exact revenues aren’t consistently published on a single page; verified datapoint: started with ₹10,000 investment (OUP Academic) SocialCops (2012) Founded by: Prukalpa Sankar and Varun Banka. (Forbes India) Status: No longer operating as the original “projects” startup; continued as a “data for social good community” while the team shifted focus to Atlan. (Forbes India) Offering: Earlier: data-intelligence projects + internal tools; later opened up tools for data teams and pointed users to Atlan. (Forbes India) Financials: Tracxn lists total funding of $320K (seed, Jul 30, 2014). (Tracxn) FactChecker.in (2014) (product under IndiaSpend) Founded by: IndiaSpend/SPRF initiative (PRS Legislative Research) Status: Active (as a fact-checking initiative associated with IndiaSpend) (PRS Legislative Research) Offering: Sustained via IndiaSpend’s non-profit funding base (Indiaspend) Financials: No separate public financials (bundled into parent org) (Indiaspend) How India Lives (2014) Founded by: Avinash Singh, N S Ramnath, John Samuel Raja Duraipandy (Tracxn profile); HIL’s own team page also lists Avinash Singh + Avinash Celestine as “Co-founder”. (Tracxn) Status: Active (site is live; products like “Gram” and “Sales Pulse” are being offered). (howindialives.com) Offering: Public-data products (e.g., Gram, Sales Pulse) + consulting/services around identifying/extracting/analyzing/visualising public data. (howindialives.com) Financials: Tracxn lists annual revenue of ₹1.92 Cr (as on Mar 31, 2022); Sales Pulse lists pricing at ₹35,400/quarter and ₹1,18,000/year (incl. taxes). (Tracxn) Data.gov.in / OGD Platform India (launched 2012) Founded by: Government of India (built/hosted by NIC, MeitY) (Data.gov.in) Status: Active (Wikipedia) Offering: Public digital infrastructure (tax-funded) (Data.gov.in) Financials: Not a commercial venture; budgeted via government programmes (no single “revenue” number) (Data.gov.in) CMIE – Consumer Pyramids Household Survey (CPHS) (running since 2014) Founded by: CMIE (The India Forum) Status: Active dataset used widely in research (The India Forum) Offering: Subscription access to microdata for institutions/researchers (The India Forum) Financials: One public datapoint on pricing: “membership subscription fee … $25,000 for one year” (example cited) (The India Forum) (CMIE’s own full financials may not be openly published like listed companies) Thurro (2016) Founded by: Karthik Ranganathan, Mrinalini Rao, Akhilesh Tilotia. (Thurro) Status: Active. (Thurro) Offering: Data/alternative-data driven “financial intelligence” (research, notebooks/analyses, data products). (Thurro) Financials: Tracxn lists annual revenue of ₹95.7L (as on Mar 31, 2024) and $0 funding. (Tracxn) Alt News (Feb 2017) Founded by: Pratik Sinha, Mohammed Zubair. (Wikipedia) Status: Active. (Wikipedia) Offering: Non-profit fact-checking; runs under Pravda Media Foundation (Section 8 company); funded via donations + grants. (Alt News) Financials: Alt News discloses at least ₹3,00,000 received in FY2017–18 from Zindabad Trust; Tracxn lists Pravda Media Foundation revenue ~₹2.18 Cr (FY ending Mar 31, 2025) (entity operating Alt News). (Alt News) OpenCity (2017) Founded by: A programme of the Oorvani Foundation, in collaboration with DataMeet. (re3data.org) Status: Active (Urban Data Portal continues to host datasets). (re3data.org) Offering: Open urban data portal consolidating city datasets for planners/researchers/citizens; civic-tech transparency + evidence-based governance use. (re3data.org) Financials: No venture-level financials publicly stated in the repository description; best understood as a nonprofit programme/civic-tech initiative. (re3data.org) SatSure (Sep 2017) Founded by: Prateep Basu, Rashmit Singh Sukhmani, Abhishek Raju (core team/founders listed in profile coverage). (YourStory.com) Status: Active. (YourStory.com) Offering: Geospatial / satellite-data analytics for agriculture, infrastructure, climate-risk and decisioning. (YourStory.com) Financials: Tracxn lists $27.7M total funding and (for the Indian legal entity) ₹9.65 Cr revenue (FY ending Mar 31, 2024). (Tracxn) Data Sutram (2018) Founded by: Rajit Bhattacharya, Aisik Paul, Ankit Das. (datasutram.com) Status: Active. (YourStory.com) Offering: AI-driven external-data intelligence for fraud/risk/compliance (RegTech), used by banks/NBFCs/fintechs. (YourStory.com) Financials: Raised $9M Series A (May 22, 2025) (mix of primary/secondary). Valuation is not disclosed publicly (some outlets report an estimated range, but the company hasn’t confirmed it). (YourStory.com) health-check.in (Apr 2019) Founded by: Launched by IndiaSpend (as a dedicated public-health reporting resource). (Indiaspend) Status: Active. (Indiaspend) Offering: Health data journalism + analysis on public health, nutrition, lifestyle diseases, health finance & governance. (HealthCheck) Financials: No separate public financials for the vertical; it’s sustained as part of IndiaSpend’s broader newsroom model. (Indiaspend) National Data & Analytics Platform – NDAP (launched May 13, 2022) Founded by: NITI Aayog (Press Information Bureau) Status: Active (National Data and Analytics Platform) Offering: Public data access + analytics/visualization tools (tax-funded) (Press Information Bureau) Financials: Not a commercial venture; no revenue (government platform) (Press Information Bureau) Factly (2014–2016) Founded by: Founded/led by Rakesh Dubbudu (origin story: started as a blog in 2014; later became Factly; fact-checking arm recognised as launched in early 2016) (factlylabs.com) Status: Active fact-checking + data stories (ifcncodeofprinciples.poynter.org) Offering: Mix of fact-checking, data journalism, and partnerships; IFCN listing describes the organisation and its work (ifcncodeofprinciples.poynter.org) Financials: Precise revenues aren’t reliably public in one canonical place; third-party “revenue estimate” sites are inconsistent, so I’m not treating them as verified financials (FACTLY) BOOM (BoomLive) (2014; current avatar since 2016) Founded by: Operated by Outcue Media Pvt Ltd; BOOM describes itself as India’s first fact-checking initiative (current avatar since Nov 2016) (BOOM) Status: Active (BOOM) Offering: BOOM says income is from social platforms, contract work, and training; also focuses on fact-checking & media literacy (BOOM) Financials: Tracxn reports Outcue Media revenue ₹12.2Cr for FY ending Mar 31, 2024 (Tracxn) (company-level) Alt News (Pravda Media Foundation, 2017) Founded by: Directors include Pratik Sinha and Mohammed Zubair (Pravda Media Foundation) (Tofler) Status: Active (Tofler) Offering: Donation-funded non-profit (Moneycontrol describes it as funded primarily by donations) (Moneycontrol) Financials: Financials vary by source: Tofler lists operating revenue “under ₹1 cr” for FY ending Mar 31, 2023 (Tofler); Tracxn reports ₹2.18Cr revenue for FY ending Mar 31, 2025 (Tracxn) CivicDataLab (2018) Founded by: Co-founders Gaurav Godhwani and Deepthi Chand Alagandula (civicdatalab.in) Status: Active (company status shown as active in corporate registries) (ZaubaCorp) Offering: Public-good data/tech/design work; typically sustained via grants, partnerships, and contracted projects (data.org) Financials: Tracxn reports revenue ~₹3.9Cr for FY ending Mar 31, 2025 (Tracxn) (company-level) FactIQ (2024). Focus on US economy but has “honorary membership” on this list Founded by: Rishabh Srivastava and Medha Basu Status: Active (FactIQ) YC-backed startup Offering: B2B data product (US “facts / signals” for teams; details vary by pitch) Financials: No public revenue disclosed. YC profile Data For India (Apr 2024) Founded by: Rukmini S Status: Active Offering: Free public data + insights + charts; sustainability model not clearly specified on the launch post Financials: No public financials disclosed on the launch post/site pages referenced How India Lives (2014) Founded by: Avinash Singh, N S Ramnath, John Samuel Raja Duraipandy (Tracxn profile); HIL’s own team page also lists Avinash Singh + Avinash Celestine as “Co-founder”. (Tracxn) Status: Active (site is live; products like “Gram” and “Sales Pulse” are being offered). (howindialives.com) Offering: Public-data products (e.g., Gram, Sales Pulse) + consulting/services around identifying/extracting/analyzing/visualising public data. (howindialives.com) Financials: Tracxn lists annual revenue of ₹1.92 Cr (as on Mar 31, 2022); Sales Pulse lists pricing at ₹35,400/quarter and ₹1,18,000/year (incl. taxes). (Tracxn) Thurro (2016) Founded by: Karthik Ranganathan, Mrinalini Rao, Akhilesh Tilotia. (Thurro) Status: Active. (Thurro) Offering: Data/alternative-data driven “financial intelligence” (research, notebooks/analyses, data products). (Thurro) Financials: Tracxn lists annual revenue of ₹95.7L (as on Mar 31, 2024) and $0 funding. (Tracxn) SocialCops (2012) Founded by: Prukalpa Sankar and Varun Banka. (Forbes India) Status: No longer operating as the original “projects” startup; continued as a “data for social good community” while the team shifted focus to Atlan. (Forbes India) Offering: Earlier: data-intelligence projects + internal tools; later opened up tools for data teams and pointed users to Atlan. (Forbes India) Financials: Tracxn lists total funding of $320K (seed, Jul 30, 2014). (Tracxn) Alt News (Feb 2017) Founded by: Pratik Sinha, Mohammed Zubair. (Wikipedia) Status: Active. (Wikipedia) Offering: Non-profit fact-checking; runs under Pravda Media Foundation (Section 8 company); funded via donations + grants. (Alt News) Financials: Alt News discloses at least ₹3,00,000 received in FY2017–18 from Zindabad Trust; Tracxn lists Pravda Media Foundation revenue ~₹2.18 Cr (FY ending Mar 31, 2025) (entity operating Alt News). (Alt News) OpenCity (2017) Founded by: A programme of the Oorvani Foundation, in collaboration with DataMeet. (re3data.org) Status: Active (Urban Data Portal continues to host datasets). (re3data.org) Offering: Open urban data portal consolidating city datasets for planners/researchers/citizens; civic-tech transparency + evidence-based governance use. (re3data.org) Financials: No venture-level financials publicly stated in the repository description; best understood as a nonprofit programme/civic-tech initiative. (re3data.org) SatSure (Sep 2017) Founded by: Prateep Basu, Rashmit Singh Sukhmani, Abhishek Raju (core team/founders listed in profile coverage). (YourStory.com) Status: Active. (YourStory.com) Offering: Geospatial / satellite-data analytics for agriculture, infrastructure, climate-risk and decisioning. (YourStory.com) Financials: Tracxn lists $27.7M total funding and (for the Indian legal entity) ₹9.65 Cr revenue (FY ending Mar 31, 2024). (Tracxn) Data Sutram (2018) Founded by: Rajit Bhattacharya, Aisik Paul, Ankit Das. (datasutram.com) Status: Active. (YourStory.com) Offering: AI-driven external-data intelligence for fraud/risk/compliance (RegTech), used by banks/NBFCs/fintechs. (YourStory.com) Financials: Raised $9M Series A (May 22, 2025) (mix of primary/secondary). Valuation is not disclosed publicly (some outlets report an estimated range, but the company hasn’t confirmed it). (YourStory.com) health-check.in (Apr 2019) Founded by: Launched by IndiaSpend (as a dedicated public-health reporting resource). (Indiaspend) Status: Active. (Indiaspend) Offering: Health data journalism + analysis on public health, nutrition, lifestyle diseases, health finance & governance. (HealthCheck) Financials: No separate public financials for the vertical; it’s sustained as part of IndiaSpend’s broader newsroom model. (Indiaspend)

Vivek published an Indian commodity export/import dataset on 31 Dec 2025. Codex and Claude increased their rate limits for the holiday season, so I had: Codex analyze the data (OpenAI models are a bit more rigorous) and create an ANALYSIS.md file. Claude create a visual story based on the analysis. (Claude narrates and visualizes better). Here is the data story. Here are the prompts used. Analyze I downloaded export-import.parquet from https://github.com/Vonter/india-export-import which has data sourced from the Indian [Foreign Trade Data Dissemination Portal](https://ftddp.dgciskol.gov.in/dgcis/principalcommditysearch.html) Each row in the dataset represents a trade entry for a single commodity, country, port, year, month, and type (import or export). - `Commodity` string: Name of the commodity - `Country` string: Name of the foreign country - `Port` string: Name of the port in India - `Year` int32: Year for the import/export activity - `Month` int32: Month for the import/export activity - `Type` category: Type of trade (Import or Export) - `Quantity` int64: Quantity of the commodity - `Unit` string: Unit for the quantity - `INR Value` int64: Value of the commodity in INR - `USD Value` int64: Value of the commodity in USD Analyze data like an investigative journalist hunting for stories that make smart readers lean forward and say "wait, really?" - Understand the Data: Identify dimensions & measures, types, granularity, ranges, completeness, distribution, trends. Map extractable features, derived metrics, and what sophisticated analyses might serve the story (statistical, geospatial, network, NLP, time series, cohort analysis, etc.). - Define What Matters: List audiences and their key questions. What problems matter? What's actually actionable? What would contradict conventional wisdom or reveal hidden patterns? - Hunt for Signal: Analyze extreme/unexpected distributions, breaks in patterns, surprising correlations. Look for stories that either confirm something suspected but never proven, or overturn something everyone assumes is true. Connect dots that seem unrelated at first glance. - Segment & Discover: Cluster/classify/segment to find unusual, extreme, high-variance groups. Where are the hidden populations? What patterns emerge when you slice the data differently? - Find Leverage Points: Hypothesize small changes yielding big effects. Look for underutilization, phase transitions, tipping points. What actions would move the needle? - Verify & Stress-Test: - **Cross-check externally**: Find evidence from the outside world that supports, refines, or contradicts your findings - **Test robustness**: Alternative model specs, thresholds, sub-samples, placebo tests - **Check for errors/bias**: Examine provenance, definitions, methodology; control for confounders, base rates, uncertainty (The Data Detective lens) - **Check for fallacies**: Correlation vs. causation, selection/survivorship Bias (what is missing?), incentives & Goodhart’s Law (is the metric gamed?), Simpson's paradox (segmentation flips trend), Occam’s Razor (simpler is more likely), inversion (try to disprove) regression to mean (extreme values naturally revert), second-order effects (beyond immediate impact), ... - **Consider limitations**: Data coverage, biases, ambiguities, and what cannot be concluded - Prioritize & Package: Select insights that are: - **High-impact** (not incremental) - meaningful effect sizes vs. base rates - **Actionable** (not impractical) - specific, implementable - **Surprising** (not obvious) - challenges assumptions, reveals hidden patterns - **Defensible** (statistically sound) - robust under scrutiny Save your findings in ANALYSIS.md with supporting datasets and code. This will be taken up by another coding agent to create reports, data stories, visualizations, dashboards, presentations, articles, blog posts, etc. Ensure that ANALYSIS.md is documented well enough so that all assets are clear, the approach, intent and implications are understandable. Visualize I downloaded export-import.parquet from https://github.com/Vonter/india-export-import which has data sourced from the Indian [Foreign Trade Data Dissemination Portal](https://ftddp.dgciskol.gov.in/dgcis/principalcommditysearch.html) Each row in the dataset represents a trade entry for a single commodity, country, port, year, month, and type (import or export). - `Commodity` string: Name of the commodity - `Country` string: Name of the foreign country - `Port` string: Name of the port in India - `Year` int32: Year for the import/export activity - `Month` int32: Month for the import/export activity - `Type` category: Type of trade (Import or Export) - `Quantity` int64: Quantity of the commodity - `Unit` string: Unit for the quantity - `INR Value` int64: Value of the commodity in INR - `USD Value` int64: Value of the commodity in USD Then I had Codex analyze it. The analysis is in ANALYSIS.md. Find the most intesting insights from ANALYSIS.md and create a data story with supporting visualizations. Write as a **Narrative-driven Data Story**. Write like Malcolm Gladwell. Think like a detective who must defend findings under scrutiny. - **Compelling hook**: Start with a human angle, tension, or mystery that draws readers in - **Story arc**: Build the narrative through discovery, revealing insights progressively - **Integrated visualizations**: Beautiful, interactive charts/maps that are revelatory and advance the story (not decorative) - **Concrete examples**: Make abstract patterns tangible through specific cases - **Evidence woven in**: Data points, statistics, and supporting details flow naturally within the prose - **"Wait, really?" moments**: Position surprising findings for maximum impact - **So what?**: Clear implications and actions embedded in the narrative - **Honest caveats**: Acknowledge limitations without undermining the story Visualize like The New York Times Interactives. Ensure that all visualizations interactive and provide revelatory insights as well as some kind of delightful experience. Follow the typography, color & theme, backgrounds, interaction patterns, and animation principles of The Verge's frontends. Generate a single page index.html + script.js.

This week, I learned: Here are some tech community builders in India. ChatGPT Atul Chitnis (Bengaluru) – FOSS.IN and Linux Bangalore Dr. Nagarjuna G. (Mumbai) – FSF India and ILUG Bombay Rushabh Mehta (Mumbai) – FOSS United & ERPNext Community Kiran Jonnalagadda & Zainab Bawa (Bengaluru) – HasGeek Tech Conferences Kenneth Gonsalves (Nilgiris/Tamil Nadu) – Indian Python Community (deceased) Thejesh GN (Bengaluru) – DataMeet Open Data Community Varun Aggarwal (Delhi) – ML-India (Machine Learning Forum) Prashant Sahu (Pune) – Pune AI Meetup Akshay Dashrath (Bengaluru) – BlrDroid Android Group Vikrant Singh (Bangalore) – ReactJS Sankarshan Mukhopadhyay – Mozilla India and Wikimedia tech outreach Neependra Khare (Bengaluru) – Docker/Kubernetes Meetup Atul Jha (Bengaluru/Hyderabad) – OpenStack & CNCF Communities Aseem Jakhar & Ajit Hatti (Delhi/Pune) – null Open Security Community Rohit Srivastwa (Pune) – ClubHack and Hackerspaces Anubha Maneshwar (Nagpur) – GirlScript Developer Network Digital Public Infrastructure initiatives in India scale if there’s a clear use case and centralized orchestration. Prof R Srinivasan The distance between the end of the thumb and little finger, when fullet stretched, is ~9 inches. Between the thumb and pointer, when at a right angle, is ~6 inches. I checked this today - and it’s right. A useful rule of thumb for measurement - literally. Vasuki, ~1985 GitHub Sponsors Explore shows you which developers code most of your dependencies. You can sponsor them. I sponsored isaacs who maintains node-tap and sindresorhus who maintains several NodeJS packages for $50/month each. markmap looks like a promising JS-based interactive mindmap from Markdown. More interactive than Mermaid Mindmap. mind-elixir is another option that lets you edit mindmaps and serialize in its own format jsmind is yet another but docs are in Chinese elkjs seems a good option for laying out nodes in an architecture-style flow diagram ⭐ O3 seems a better data scientist than I am. Based on my Google Searches, I have 3 persona: developer, AI-builder, and India/Singapore geo-culturist. A great example of an analysis from O3 that’s better than anything I could have come up with. ChatGPT ⭐ Fast review of AI be a powerful skill and enabler. I built an Image Editing tool with Codex in ~4 hours, with 11 prompts taking 3.5 - 7.5 minutes each. 3 hours human review, 1 hour LLM coding. I’m 3X slower at reviews while AI will keep improving. ChatGPT: Faster LLM review techniques #ai-coding Auditize: citations, rationale, output screens, diffs, test results, risks, unknowns Auto validate. Evals, tests Prioritize. High z-values, big-useful-surprising areas At the VizChitra Birds of a Feature session, here’s what people said AI enables: Complementary skills enable a team of 1. Non-coders can code. Non-domain people get insights from data Solves starting trouble. It offers a first draft Generation. New ideas (reduces blind spots), scenarios, non-existent people, new data, new persona for surveys Hyper-personalization. Parts of YouTube relevant for THIS asset manager. Implication of data for me Automated scaling. Generate 1,000 images. Evaluate 1,000 assignments Saves time: debugging, research, validation, documentation, copywriting New ways of working. Loading event schedules into my calendar Qwen-Code is a fork of Gemini CLI and uses qwen3-coder – a model that can also be used with Claude Code and Cline. The model is not anywhere near as good as Claude 4 Sonnet. The app is costlier than using Claude Code directly. #ai-coding The LLM industry seems to have matured quickly. Early adopters who are open to understand the generic capabilities of LLMs through demos are somewhat saturated. The early majority have come in. They aren’t interested in generic capabilities. They’re looking for solutions that solve their specific problem. Soon the late majority will come in asking for existing solutions that have already solved their problem for many others. ChatGPT: Creating demos for majority Claude for Financial Services is an agentic version of Claude available on AWS & Google marketplaces tuned for financial services analysis. Video catbox.moe is a file hosting service that you can upload a file to without any API key. It’s an alternative to 0x0.st. Both can be used for images. Catbox retains files indefinitely and openly publishes costs - might last longer. 0x0 deletes files between 1-12 months based on size. Agents face 3 problems: compounding errors, quadratic costs, and poorly designed tools. Start with small scope & strong reviews while you solve these problems. Betting Against Agents Leadership and vision will matter more. LLMs iterate fast. They can think for longer. So tasks where people need to work longer independently than LLMs can are what humans will be needed for. That requires understanding the objective. So leadership and specifically vision transfer will become more valuable. You need to be able to tell people what to do well enough that they can work independently for weeks. Having LLMs go through engineering drawings, floor plans, etc. and understand them, find problems, etc. is an emerging use case. People are using Veo 3 to convert a floor plan into a 3D walk through too. Digital adoption is slow partly because of a skill gap. “Old-timers” are slow to let go of traditional approaches. Video recordings are used in manufacturing to evaluate quality (e.g. wafer inspection, assembly inspection, component presence) using AI. An interesting by-product of this data is that they can also measure productivity, task time. “Common sense is a specialization”. That’s something I said accidentally when seeing that some schools/colleges tend to produce more broad, sensible thinkers (e.g. Naval College @ Goa) while others produce more narrow-thinking specialists (e.g. engineering colleges). Three groups control the financial economy. To sell sustainability services, you need to have sold to one of them. via Sundeep Banks, who will sell a loan against anything they can insure, and look to insurers for long-term thought leadership. Insurers, who will insure anything they can re-insure, and re-insurers, who look at real-estate trends as a stable long-term asset REITs who own the majority of the world’s real-estate We could think of a copilot as an (agentic) LLM chat interface for an artifact. E.g. Code pilot (Claude Code. Cursor.). Data analysis copilot (Google Colab, sort-of. ChatGPT). That allows us to imagine tools that will create/edit artifacts. Here are some I’ve encountered as a demand. Documents. E.g. Docsearch, GPTs, Microsoft Copilot, Gemini Slides. E.g. Microsoft Copilot, Gemini Sheets. E.g. Microsoft Copilot, Gemini Code. E.g. Cursor, Claude Code Database. Create DB schema, ER diagrams, synthetic data, ingestion scripts, etc. Data (analysis). E.g. Datachat, Google Colab, Marimo Posters. E.g. Postgen Shell. E.g. Warp Topic modeling. E.g. classify Surveys. E.g. Personagen APIs. E.g. apiagent Drug regulatory submissions. Contracts (risk). Manufacturing SOPs. Curriculum. Data quality. Support tickets. Dashboards. IaaC / DevOps. Video campaigns. Resumes. Patents. CLI optimization for LLMs will likely emerge. More CLIs (and wrappers / hooks in the shell) will improve output and error contexts for LLMs, e.g. printing current directory, caching slow outputs, suggesting alternate commands, etc. Ref Frequent commits with linting & building seems like a good AI coding strategy, especially for Claude Code. Ref #ai-coding To keep Claude Code in line on my project, I’ve relied heavily on linters, build scripts, formatters, and git commit hooks. It’s pretty easy to get Claude Code to commit often by including it in your CLAUDE.md, but it often likes to ignore other commands like “make sure the build doesn’t fail” and “fix any failing tests”. All my projects have a .git/hooks/pre-commit script that enforces project standards. The hook works really well to keep things in line. ...

I’m completely aligned with the small majority in India on whether Regulation of AI is needed. … the majority of people in all countries view AI regulation as a necessity. India is the exception, where just under half (48%) agree regulation is needed. Source: Trust, attitudes and use of artificial intelligence - a fascinating report surveying ~1,000 people in every country. https://mbs.edu/-/media/PDF/Research/Trust_in_AI_Report.pdf LinkedIn

I was crossing a not-too-busy street on a not-too-busy day in Chennai. I was having a voice conversation with ChatGPT (about the log probabilities of tokens on LLMs, if you're curious) when I was rudely interrupted by an auto rikshaw rapidly honking at me. "Honk honk honk honk honk" in rapid succession. Not unusual. Mildly annoying. The street was empty. The auto was empty. The traffic policeman was visible. I gave way and carried on. ...

Apparently, I’m one of the top 10 data scientists in India. http://analyticsindiamag.com/top-10-data-scientists-in-india-2015/ LinkedIn

My cousin’s working on an interesting project at the Agastya Foundation. A group of scientifically inclined volunteers go around on a bike to schools, taking with them a science lab kit, and show children in rural schools a variety of experiments. Google will award this and 3 other projects (out of 10) Rs 3 crores based on public votes. You can vote for and read more at https://impactchallenge.withgoogle.com/india2013#/agastya|vote ...

I’m writing this post on a one-way flight from London back to India. I’ve moved on from Infosys Consulting, and am starting up on my own. I’ve wanted to do this for a long time. There’s always more freedom in your own company than someone else’s. There’s often more money in it too, if you’re lucky enough. But my upbringing is a bit too conservative to make that bold step. However, given that my father runs his own firm, I figured it was just a question of time for me to do the same. ...

I put together a district map of India in SVG this weekend. So what? You can now plot data available at a district level on a map, like the temperature in India over the last century (via IndiaWaterPortal). The rows are years (1901, 1911, … 2001) and the columns are months (Jan, Feb, … Dec). Red is hot, green is cold. (Yeah, the west coast is a great place to live in, but I probably need to look into the rainfall.) ...

Over the last couple of years, I’ve been tracking the top 5 hot searches in India on Google Trends (http://www.google.co.in/trends). Here are the results: If you're interested in making visualisations out of it, please feel free. But there's one particular thing I'm trying out, which is to categorise these searches and see if there's a trend around that. I've added a "Tag" column. Could you please help me tag the spreadsheet: https://spreadsheets.google.com/ccc?key=0Av599tR_jVYgdE5zTU5QWjcxVWVCaTBuY3d0NkUtc1E&hl=en_GB It’s publicly editable, no special access required. If you could stick to the tags I already have (Business, Education, Entertainment, News, Politics, Sports, Technology), that would be great. If not, that’s fine as well. And if you’ve made any visualisations or done any analysis using this data, please do drop a comment. ...

In November 2000, I visited Paris one weekend. Two classmates, Anand Binani and Ram Venkat were studying there, and we roamed around the city. At around 6:00pm, we went over to Montmartre. It’s up a hill, and there’s a cable car that takes you up there. We went all the way up, and got out when a lady behind us asked: “Is that yours? We’d left something behind. Went back to retrieve it. The car was almost leaving for it’s return journey. We just got out in time… ...

Guy Kawasaki on Mumbai via Kaps @ DesiPundit

The Economist takes a good look at retailing in India.

Why is nanotechnology in the top Google queries from India? Comments ravi 15 Apr 2006 10:48 am: from all countries in the list indians are the only one with something technical in their queries. hurrah for that Prabhu 17 Apr 2006 6:03 am: Could be due to the fact that Sujatha is writing an article about it in a tamil weekly S Anand 17 Apr 2006 7:37 am: If so, Tamil Nadu would have to be a big chunk of India’s Google searches. Given the absense of other Tamil queries, I doubt this was the only factor… but it sure must have contributed! Gautam 26 Apr 2006 6:05 pm: funny how sania mirza ranks over aishwarya, though !

Why people rush out of a plane at Bangalore but not at Delhi. via Kaps

Romance on the cricket pitch. Fan proposes. Zaheer Khan gracefully accepts. Watch it on Google Video. Comments Dhar 23 Oct 2005 10:47 am: I have had great difficulty in watching videos from Google and this one is no exception. I wonder if I am the only one facing this problem. AlphaGeek 23 Oct 2005 6:26 pm: Me too.. Facing the same problem !!! Anyone can u pls help us ? Amit 24 Oct 2005 6:47 am: the India head of Google said this a few days ago that video.google.com is not allowed in countries like India, Germany, etc because of some compllicated laws. Guess thats what is causing these problems. Dhar 24 Oct 2005 9:13 am: Wow… this is very interesting. I tried accessing this through a proxy server in Britain and was able to view the video. There may be something in what Amit said…. S Anand 24 Oct 2005 9:17 am: Hey, that explains why my family is not able to view my videoes!

Lal Bihar formed a society of dead people. In 2003, he won the Ig Nobel Peace Prize. … to prove that he was living sought arrest, tried to run for parliament, kidnapped the son of the uncle who had stolen his property, threatened murder, insulted judges, threw leaflets listing his complaints at legislators in the state assembly and demanded a widow’s pension for his wife.

100 quick and easy healthy foods. Foods which need less than 30 minutes of preparation and cooking times. Comments Jayant 13 Jul 2005 2:48 pm: An apple a day keeps the doctor away!. Just wash with plain water nd eat Ram 14 Jul 2005 3:34 pm: Morning: Idly’s with Kara chutney, Lunch: Thayiru sadam with manga urugai, Dinner: Idly’s with Thakkali chutney will keep you energetic, smart, slim and trim. Why to squander on those junkies!!! (Above listed names are popular South Indian dishes) S Anand 14 Jul 2005 5:40 pm: Don’t forget sambar!

Here's how expensive London is, in terms of clothing. ItemLondon (GBP)India (Rs)Costlier by Socks51004X T-shirt103502.3X Reversible jacket3020001.2X Formal shoes2515001.3X Cooling glasses101505.3X Suitcase5615003X Nothing's less expensive than in India. Similarly for groceries. ItemLondonIndiaCostlier by Curd 1/2 kg0.45182X Cucumber (one)0.49313.1X Beans (250g)0.99204X Baby corn (125g)0.99184.4X Carrot (kg)0.45241.5X Cabbage (kg)0.52182.3X Cauliflower (one)0.69252.2X Spinach (kg)4.3??0X Onion (kg)0.46103.7X Chilli (kg)4.39843.9X Cashew (kg)15.93603.5X Apple (kg)1.29601.7X Milk (litre)0.6182.7X

Pictures from the Mumbai Blogger’s meet with Aadisht, Altaf, Amit, Anand, Arnab, Nandan, Ravikiran, Saket, Sameer, Yazad, Zainab, and myself. Comments S Anand 15 Apr 2005 5:33 am: More photos from Sameer

Amul ad hits. Comments BINDU NAIR 8 Dec 2011 12:50 pm: LOVE THE JINGLE OF THE AD UTTERLY BUTTERLY DELICIOUS AMUL

Google India Zeitgeist.

Amazon enters blogging. Comments Navneet 10 Feb 2005 12:00 pm: Whoa! Hee-uu-ge Geocities popup on page. Thought it was temp. Apparently not.. S Anand 10 Feb 2005 12:00 pm: Can’t seem to avoid it… Dhar 8 Mar 2005 8:08 am: Amazon India Center’s blog: i-5.blogspot.com S Anand 8 Mar 2005 8:24 am: That was a good one! Didn’t know corporate blogs were getting along in India.

Blogstreet India.

All of Mysore is on WiFiy.

Now you can pay for railway tickets online.

Yet another example of the regulation doing the opposite of what was intended. The CAS - Conditional Access System Bill was introduced to ensure that customers pay only for what they want to see (and hence, presumably, less than before). However, the customer is likely to pay 2-3 times as much. Of course, the other objective of making local cable operators pay their full dues is likely to succeed.

Google News - India launched. via Kiruba

The cost of an outgoing local call (at least, as of today) is: Rs 0.40 for landline-landline Rs 0.80 for landline-WLL Rs 1.20 for landline-cell Rs 1.75 for cell-cell Rs 1.99 for cell-landline via ET

Caltiger is dead. Comments Ranabir 8 Mar 2011 9:43 am: Caltiger was a company which brought internet for common.. I don’t know how and why it is dead, but it is… I was in class 7 that time when caltiger guys came to our school and gave us a floppy containing something , I was not having a computer at my home that time … but one of my senior had it .. so he took it from me and used it .. and then returned it to me.. :) Now I know what he did with the disk and the password page… But whatever happened is happened.. caltiger must rise again.. I would love to support it once again jose 3 Jun 2012 7:56 am: Long live caltiger, it was every indian’s first internet access opportunity. Joginder singh 12 Feb 2019 9:30 am: We are indebted to India’s first people’s internet service. They will be legends forever

The next Mumbai Blogger’s Meet is on May 4th.

The most interesting part of the budget, for me, is the little line that reads “Electronic filing of returns”. What that really means is that “the Income Tax Act is being amended to enable electronic filing of returns”. Hope the IT Department puts this facility on their site by this year.

The Onion on the plans of top Indian physicists.

The Mumbai police are using a hacker to resolve some cybercrimes. It’s interesting to note some of his efforts: freeing the IDBI, HDFC sites from hackers, and tracking Chhota Shakeel’s money laundering. via FilterCoffee

Gates beats Stallman in India. via RobotWisdom

Bill donated $100mn to fight AIDS in India. Interestingly, just contrast this photo of him wearing a ’tilak’ with his 1977 snap with Paul Allen. In the latter, he almost looks like a girl! via The Register

Really stupid security policies. On three sites (two Indian) that don’t take security seriously. via Ravikiran

NCR Gwalior is a counter magnet city to Gwalior. Like Navi Mumbai (Mumbai), NIKIDA (Lucknow), Anandgarh (Chandigarh), Wadapally (Hyderabad), New Bangalore (Bangalore), Gurgaon (New Delhi), … via Nilesh Comments ramya 5 Dec 2011 1:19 pm: can u plz mail me related information of counter magnets in India..

India to go the Linux way. Department of IT will support Linux as the de facto standard in academic institutions. Possibly elsewhere in the future.

Amrita has mirrored pictures of the Mumbai Bloggers’ Meet. Since she has no bandwidth restrictions, please visit that site.

IGPC makes 65% of the world’s stamps. Their site has pictures of some recent stamps issued by India. via Metafilter

Tomorrow’s leaders: opinion on IIT/IIM grads by T N Ninan at Business Standard. From his interviews for the Aditya Birla scholarships, and observes that there is a lack of awareness about India among them, and that the real value of the IITs/IIMs is in the selection process, not the education. I disagree on the latter. I think the 4+2 years of intense competition also adds value. The curriculum, however, may or may not.

India in the eyes of Al Beruni, an Arabic historian around 1000AD. It is interesting to note the reversal of several customs among Hindus and Muslims. Particularly that “In all consultations and emergencies they [Hindus] take advice of the women.” via Narayana Murthy’s comment

Photos from the Mumbai Bloggers’ Meet.

Indian TV commercial storyboards. The plots of several TV ads, in pictures and words. via Someplace Simple

We keep hearing about India’s and Hindu’s peaceful history. But if India’s poor treatment of Buddhism is anything to go by, we’re no better than any others. Guess we were lucky to have Gandhi and a non-overthrowable British Government. Otherwise, we’d have gone to war as well.

Interesting article: suggests that Tamil nationalism a moderating force to religious politics.

Waiving import duty for Sachin’s Ferrari is kicking up a controversy. Fair enough. The smartest thing I see Sachin do is drive it for a while, and auction it for charitable purposes. Announcing, of course, his intentions beforehand.

ABC News managed to smuggle uranium into the US. Reminds of when George Stalk was talking about the security checks in India being much tighter than in the US. He was body-frisked twice, and barely escaped a third random check.

India’s first eunuch mayor has been dismissed because he/she was occupying a seat reserved for women.

P K Rappai has been banned from restaurants because he eats too much.

Air Sahara is auctioning tickets. Pity Chennai is not on their list!

Now, if you earn dollars, you can keep the dollars. Interesting that this move comes at just the time when the dollar is falling.

The stock market falls when the Parliament is in session. Particularly if the Budget is discussed. Personally, I would attribute it to investor over-optimism. I don’t see how the politicians take bad decisions more than half the time, because in that case, we’re better off without them. Hmm…

Companies like L&T, Ashok Leyland, Infosys are using digital signatures already.

Dr. Abdul Kalam. India’s President.

I was planning to go to Matheran, and found some good reviews at MouthShut.

If there’s a nuclear war between India and Pakistan, about 3 million could die. I live in 3 of those 5 cities. I’d better take a vacation.

No, I haven’t stopped updating because I wanted my Google entry to be on top for a long time. It’s just that the web is boring, and my life has become interesting otherwise. Read more in Mumbai. I’m in Delhi these days, so I hope to add a Delhi chapter as well.

The first case of hacking under the IT Act has been registered. Had to be someone out of jurisdiction, didn’t it!

IP Telephony in India. At last.

Valentine’s day. This year, I rather looked forward to it. Funny that some people didn’t.

2 good things: roaming rates cut, bandwidth rates cut.

The TRAI has put in some stiff rules on ISPs on dial-up speeds and quality of connection. Goody!

IDRBDT may be our Controller of Certifying authorities. (ET)

The Harry Potter movie is coming to India only in Apr 2002. :-(

I work at a fun place (search for “Having fun in India” on Google).

More on the Simputer.

The world at war. I didn’t know India was at war, actually.

“Growing Populations, Changing Landscapes: Studies from India, China, and the United States (2001)” – an online book at NAP.

The Convergence Bill has finally been approved.

If nothing else, the Moody downgrading and S & P downgrading mean a further slowdown in India, despite any rate cuts.

Someone wanted to know dating sites in India. Bachelors India, India dating, Bharatplanet singles, Yahoo India dating, Dating club, Singles India and Dhak dhak. Comments dhanaji sutar 24 Jul 2001 12:00 pm: It is a good idea to have absolute indian dating site managed from India.

The Ancient History Sourcebook contains many ancient books in full-text (English), such as The Odyssey, The Code of Hammurabi, etc. Also included are the Manusmriti and Chanakya’s Arthashastra. Chanakya has also written a lesser known Niti Shastra.

BCG New Delhi is now officially on the BCG world map.

The Indian Patent Facilitating Centre helps Indians develop and register patents.

Mumbai dabbawallahs have been given a 6-sigma rating. I might start ordering dabbas online for dinner.

I have joined the Boston Consulting Group at Mumbai.

BIFR has a website. Their ‘Hearing Schedule’ section is a useful way of keeping up with what companies are in trouble. I’m surprised to see Dunlop India (West Bengal) on the list. Currently, the site does not have the actual decisions. Maybe soon. Comments m s b 16 Mar 2001 12:00 pm: the schedule is not updated after March 2007

BCG has been kind enough to employ me.

NASSCOM 2001 is on.

In Delhi & Mumbai, you can send voice messages, and soon (hopefully) use the telephone to access e-mail. Through Indivoice. They have a long way to go, though, to get on par with Yahoo! by Phone.

The Annals of Improbable Research have sent all kinds of things by post. Almost two-thirds were delivered. I doubt if it would happen in India.

Wouldn’t mind investing in Israeli tech stocks. But we’ll have to wait for FEMA to replace FERA.

Nasdaq will open in Bangalore.

INDIA - A Country Study from the Library of Congress. A comprehensive overview of India.

Even states have performance based pay. The less their fiscal deficit, the more their plan allocation. Good.

I’ve ordered a copy of the World Employment Report. Apparently, it says that India won’t sustain its software boom, and I want to know why.

The TRAI recommends that telephone companies could provide limited mobile services (WLL), and vice versa.

Kumbh Mela 2001, Allahabad.

Cellular calls will become cheaper. I might buy a phone.

123india has a list of discounts in Bangalore. For example, US Pizza has a party pack Rs 111.

We can read the questions for which various ministries are answerable in the Rajya Sabha and Lok Sabha. What fun!

CIOL’s e-governance channel

Coimbatore: The next IT destination?

The Economic & Political Weekly is online.

Would someone please tell Sushma Swaraj to hurry up the Convergence Bill? Now we have to wait till the budget session!!

Now that SEBI has relaxed the IPO floor from Rs. 250 crores to Rs. 100 crores, we can see a lot more IPOs.

Phone calls through the Net are legal. This is based on the GOT-IT report.

You can book train tickets online in Chennai. In fact, the Indian Railways will probably introduce it soon.

IBM’s made 5 of the top 10 most powerful supercomputers. India doesn’t seem to have made a single one.

Sheer laziness kept me in bed till 9:30AM. Then I got dressed, and logged on to the computer, only to be greeted with “I’ve set the clock an hour behind, because it’s Daylight Saving Time. Check if it’s OK.” or something like that. Neat! I truly got an extra hour. I mean, I actually did something useful. So I told Ashwin (an exchange student from UCLA) that I’d gained an hour of life. ...

The reality of international interaction really came through today in the Mergers & MBOs class. Prof. Paulo Volpin commented that ‘So, eefectively, ve see Germany has a pooor accounting seestem." To which, immediately, a German pounced up and said, “I don’t go with this result,” and proceeded on a defence of why the system was right for Germany. A few other Germans joined in. Poor Prof. Volpin had to make a hasty retreat. Later, when making a similar comment about Belgium, he first clarified: “Are there any Belgians in the class?” ...

Business India’s business school rankings seem surprising. I’ll check with LBS and ask them what they think.

This would be it. If Ram Vilas Paswan sticks to his word and provides toll-free ISP numbers, Internet access in India would really shoot up. I’m sure Caltiger would be the first to benefit from this.

The IT Act will be implemented in September. We’re just done with our business proposal. If we rush in now, we may be just in time to get a first mover advantage. But we’re losing the lead each day. Read about itsvalidated.com.

Internet Telephony in India is legal. Some stories: 1 | 2 | 3

Looks like India’s bandwidth problems will be resolved in a year. With the DoT opening up submarine fiber optic, Department of Telecommunication Services is commissioning 80GB (2001). NASSCOM’s getting 100GB (2003). Dishnet’s trying for 2.5TB (2001). Wow!

Will India have e-Tax? Let’s hope not.

Geojit securities was the first site where you could trade stocks online. ICICIDirect followed. Now there’s a whole bunch (based on a Khoj search): Abhipra, Agroy, Ansec, iBroking India bulls, Investment map and Stock mantra. I’m going to start an account soon. Comments ramesh 25 Jul 2000 12:00 pm: the correct link of Geojit Securies is www.geojit.com thank you

Tradeport has a wonderful collection of Indian industry reports and market research along with lots of other stuff on India and other countries.

First and Second claims to be the largest bookshop in India. It’s possible. They’re the only ones that stock The Blind Watchmaker and The Selfish Gene by Richard Dawkins. I ordered them instantly, and it came in 2 days! I’m sold.

Clinton signed the e-signature law. To be implemented in October, it’s an interesting contrast to our IT Bill.

The IT Bill has been passed. That means digital signatures are the same as written ones. We’re hoping to make money on that! We wrote a first-draft proposal for our Business Modules in E-Commerce course.

India Data Visualisation People Aman Bhargava Amit Kapoor - Narrative Advisors Anand Katakam Anand S Arun Ganesh - Maps Arvind Venkatadri Avinash Celestine - How India Lives Team Gaurav Godhwani - CivicDataLab Gurman Bhatia - Revisual Labs IndiaSpend Team - Public interest graphics Karthik Shashidhar Pallav Nadhani - FusionCharts Pramit Bhattacharya - Data for India Pratap Vardhan - Stats of India Priti Pandurangan Rasagy Sharma Richie Lionell Ritvvij Parrikh - Times Internet Rukmini Shrinivasan - Data for India Sajjad Anwar - Maps Shailesh Kumar - Jio Srinivasan Ramani - The Hindu Sudalai Rajkumar (SRK) - H2O.ai Venkatesh Rajamanickam - IITB Vignesh Radhakrishnan - The Hindu Vijay Natarajan - IISc Vikram Nayak - ChartBoss Outside India Arvind Satyanarayana - MIT Curran Kelleher - Independent Rishabh Srivastava Peripheral Amar Devadason - RRD Anantharaman Mani Chakradhar Saswade - NID Indranil Chakraborty Nathalie Riche - Microsoft Research Rajkamal Aich Rohit Saran Sugata Srinivasaraju Zainab Bawa - Hasgeek People I have not yet met Aakanksha Chowdhery - Google DeepMind - Model behavior visuals Abhinav Vajpayee - Razorpay - Fintech economy metrics Abhishek Waghmare - Data for India - Researcher and writer focusing on deep dives into employment, economy, and public data. Aditya Goenka - Independent - Power BI training Amanat Kaur - Independent - Identity-driven data art Amit Kumar Das - Visual BI - Executive dashboards Anoushka Dalmia - DataLeads - Health data journalism Anurag Rao - Reuters Graphics - Illustrator and Information Designer; combines artistic illustration with rigorous data reporting. Apar Gupta - Strategic Advisor - Policy communication Arjun Gopal - Independent - Generative visual systems Ashris Choudhury - India in Pixels - Cultural motion graphics Ayushi Kar - The Reporters’ Collective - Data journalist known for investigative work on electoral bonds and political funding. Bhanu Kamapantula - Independent - Public data scraping/viz Chitraksh Sharma - CivicDataLab - Social justice visuals Dipanjan Sarkar - Independent - Visual NLP & ML Divya Ribeiro - Revisual Labs / Godrej Design Lab - Project Lead for the award-winning Building a Climate Conscious India report. Harshit Agrawal - Independent - A pioneer in AI and generative art in India; explores the intersection of human-machine creativity (often associated with BeFantastic). Herry Gulabani - IIHS - Climate risk mapping Ipsa Jain Kabir Agarwal - Independent - Climate & agri data Kanika Gupta - Independent - Civic storytelling Kannan Sundar - The Hindu - National Design Editor at The Hindu; leads the team responsible for award-winning infographics and print layouts (SND, Malofiej). Karthikeya G S - Reuters Graphics - Won a Bronze at the Information is Beautiful Awards 2023 for Screens of August. Krish Naik - Independent - Technical ML/Viz tutorials Manish Gupta - Google Research - Knowledge graphs Nandita Kumar - Independent - New media artist known for complex installations that visualize environmental data and sound (e.g., Gali Art Project, Khoj). Nasr Ul Hadi - Newsroom data strategy Natasha Singh - Timeblur Naveen Bagalkot - Srishti Manipal - Data physicalization Osama Manzar - DEF - Digital inclusion mapping Padmini Ray Murray - Design Beku Paresh Dobariya - GetOnData - BI consulting Parvathy Arangath - Reuters Graphics / NID Alum - Won the ‘Rising Star’ Gold at the Information is Beautiful Awards 2023. Piyanka Jain - Aryng - Visual decision frameworks Prasann Prem - VizDiner - Tableau mentorship Prasanta Kumar Dutta - Reuters Graphics Prashanth Southekal - DBP Institute - Data monetization Puru Shinde - Independent - 3D/WebGL visualization Raj Bhagat Palanichamy - WRI India - Satellite imagery & GIS Ramprakash Ramamoorthy - Zoho - LLM/UI interfaces Ruchi Sharma - Independent - Generative code art Samarth Bansal - Independent - Data-led investigations Sannuta Raghu - Scroll.in - Head of the AI Lab at Scroll.in; leads innovative news product experiments and data-led investigations. Sheetal Agarwal - Tableau Visionary - Enterprise analytics Shreya Suri - Independent - Long-form visual stories Shriya Anand - IIHS - Urban spatial research Shyamlal Yadav - The Indian Express - Senior Editor and RTI expert; a pioneer in using the Right to Information Act for data-driven investigative reporting. Sudev Kiyada - Reuters Graphics - Graphics Journalist based in Bangalore; winner of an Information is Beautiful Award (2023) for work on North Korea. Sumeet Moghe - Thoughtworks - Delivery system visuals Surbhi Bhatia - Independent - Information designer recognized by FlowingData for projects like “Battle of the Chocolate Bars”. Tanay Sukumar - Mint - Leads the Plain Facts team at Mint, overseeing one of India’s most consistent daily data journalism sections. Tarun Deep Girdher - NID The Ken Data Team - Business narrative charts Tushar Arora - Google - Observability UX Upasana Nattoji Roy - Switch Studio - Motion designer and artist working with interactive installations and data narratives (e.g., Give Me A Sign). Vardhini Kalyanaraman - Independent - Data literacy comics Vasanth Kumar - Independent - Dashboard UI architecture Vijdan Mohammad Kawoosa - Reuters Graphics - Data and Graphics Journalist; formerly with Hindustan Times, known for mapping and conflict visualization. Vineeth Balasubramaniam - IIT Hyderabad - Explainable AI (XAI) Partha Talukdar - Google Research Sources Amit Kapoor’s list Gemini