amrutha
@amruthagujjar.bsky.social
I <3 data | founder of structuredlabs.com | building an AI data engineer | yc | sf | #datasky
🚀Preswald OSS Launch Week Day 1: API data sources
Connect any REST API from config
→ response is parsed + loaded into DuckDB
→ query it like a database
Thanks to Lokesh Velayudha (github.com/lokeshvelayu...) for the contribution!
github.com/StructuredLa...
Connect any REST API from config
→ response is parsed + loaded into DuckDB
→ query it like a database
Thanks to Lokesh Velayudha (github.com/lokeshvelayu...) for the contribution!
github.com/StructuredLa...
March 24, 2025 at 5:36 AM
🚀Preswald OSS Launch Week Day 1: API data sources
Connect any REST API from config
→ response is parsed + loaded into DuckDB
→ query it like a database
Thanks to Lokesh Velayudha (github.com/lokeshvelayu...) for the contribution!
github.com/StructuredLa...
Connect any REST API from config
→ response is parsed + loaded into DuckDB
→ query it like a database
Thanks to Lokesh Velayudha (github.com/lokeshvelayu...) for the contribution!
github.com/StructuredLa...
March 17, 2025 at 2:31 AM
We put together a step-by-step guide on using Preswald to turn raw chatbot logs into an interactive debugging dashboard.
www.preswald.com/blog/ai-chat...
www.preswald.com/blog/ai-chat...
March 11, 2025 at 7:28 PM
We put together a step-by-step guide on using Preswald to turn raw chatbot logs into an interactive debugging dashboard.
www.preswald.com/blog/ai-chat...
www.preswald.com/blog/ai-chat...
Pyodide lets you run Python right in the browser. No installs, no setup, just open a link and go. It makes sharing and running data apps so much easier. Try it out with Preswald today: github.com/StructuredLa...
March 4, 2025 at 11:13 PM
Pyodide lets you run Python right in the browser. No installs, no setup, just open a link and go. It makes sharing and running data apps so much easier. Try it out with Preswald today: github.com/StructuredLa...
B2A: The future of analytics isn’t human
For the agents. By the agents.
Read more: blog.structuredlabs.com/p/b2a-the-fu...
For the agents. By the agents.
Read more: blog.structuredlabs.com/p/b2a-the-fu...
February 10, 2025 at 10:04 PM
B2A: The future of analytics isn’t human
For the agents. By the agents.
Read more: blog.structuredlabs.com/p/b2a-the-fu...
For the agents. By the agents.
Read more: blog.structuredlabs.com/p/b2a-the-fu...
Enjoying a no-meeting Sunday to build. Lots of exciting stuff shipping soon :D
February 2, 2025 at 11:56 PM
Enjoying a no-meeting Sunday to build. Lots of exciting stuff shipping soon :D
Debugging AI voice agents is way easier when you have the right dashboards. With DuckDB & Structured, you can pull logs locally, run instant SQL queries, and turn messy data into clear, interactive dashboards.
blog.structuredlabs.com/p/debugging-...
blog.structuredlabs.com/p/debugging-...
January 30, 2025 at 8:12 PM
Debugging AI voice agents is way easier when you have the right dashboards. With DuckDB & Structured, you can pull logs locally, run instant SQL queries, and turn messy data into clear, interactive dashboards.
blog.structuredlabs.com/p/debugging-...
blog.structuredlabs.com/p/debugging-...
We present a comparative evaluation of two state-of-the-art language models, DeepSeek-R1 and OpenAI-GPT, focusing on their generative performance in a specialized domain: knock-knock joke creation. While traditional benchmarks evaluate language models on metrics such as perplexity or BLEU scores
January 28, 2025 at 10:09 AM
We present a comparative evaluation of two state-of-the-art language models, DeepSeek-R1 and OpenAI-GPT, focusing on their generative performance in a specialized domain: knock-knock joke creation. While traditional benchmarks evaluate language models on metrics such as perplexity or BLEU scores
Structured blog is now officially live: blog.structuredlabs.com
We’re sharing technical deep dives, real-world challenges, and how we’re building Structured to solve complex AI and analytics problems.
If that’s your thing, check it out and subscribe today. 👉
We’re sharing technical deep dives, real-world challenges, and how we’re building Structured to solve complex AI and analytics problems.
If that’s your thing, check it out and subscribe today. 👉
January 26, 2025 at 12:41 AM
Structured blog is now officially live: blog.structuredlabs.com
We’re sharing technical deep dives, real-world challenges, and how we’re building Structured to solve complex AI and analytics problems.
If that’s your thing, check it out and subscribe today. 👉
We’re sharing technical deep dives, real-world challenges, and how we’re building Structured to solve complex AI and analytics problems.
If that’s your thing, check it out and subscribe today. 👉
In 2025, analytics will no longer be an isolated function. It will be the operating system of the modern org, powering decisions, automating processes, predicting the future. Treat analytics as a product asset. Scalable, modular, actionable - not a passive reporting tool
January 8, 2025 at 9:52 AM
In 2025, analytics will no longer be an isolated function. It will be the operating system of the modern org, powering decisions, automating processes, predicting the future. Treat analytics as a product asset. Scalable, modular, actionable - not a passive reporting tool
Launches always require a tremendous amount of effort, and this one is no exception. We've poured so much heart into everything we've built and shared with the world. This launch has gotten overwhelming love from our users- a good reminder of why we do what we do. github.com/StructuredLa...
January 8, 2025 at 12:52 AM
Launches always require a tremendous amount of effort, and this one is no exception. We've poured so much heart into everything we've built and shared with the world. This launch has gotten overwhelming love from our users- a good reminder of why we do what we do. github.com/StructuredLa...
✅ Use Python/SQL for transformations and app logic.
✅ Skip boilerplate setup for ingestion and deployment.
✅ Focus on shipping your app, not stitching tools together.
✅ Skip boilerplate setup for ingestion and deployment.
✅ Focus on shipping your app, not stitching tools together.
December 31, 2024 at 8:19 PM
✅ Use Python/SQL for transformations and app logic.
✅ Skip boilerplate setup for ingestion and deployment.
✅ Focus on shipping your app, not stitching tools together.
✅ Skip boilerplate setup for ingestion and deployment.
✅ Focus on shipping your app, not stitching tools together.
December 20, 2024 at 7:24 AM
🌊 Recent earthquakes & tsunami warnings in SF. We built an interactive data in minutes using the USGS Earthquake API & Preswald. From API to insights, all code, no friction. 🚀
December 5, 2024 at 7:51 PM
🌊 Recent earthquakes & tsunami warnings in SF. We built an interactive data in minutes using the USGS Earthquake API & Preswald. From API to insights, all code, no friction. 🚀
The best systems make hard things simple. Data lakes started as a great idea: scalable storage for diverse datasets. but as they grew, they got messy: fragmented files, clunky metadata, etc. S3 Tables/Metadata fix this by baking management and discovery into the storage layer
shorturl.at/FqvLj
shorturl.at/FqvLj
December 5, 2024 at 8:01 AM
The best systems make hard things simple. Data lakes started as a great idea: scalable storage for diverse datasets. but as they grew, they got messy: fragmented files, clunky metadata, etc. S3 Tables/Metadata fix this by baking management and discovery into the storage layer
shorturl.at/FqvLj
shorturl.at/FqvLj
Data engineering isn't just software engineering with data. LLM copilots sound cool, but where's the benchmark for schema drift, broken pipelines, and data chaos? 🤨
🔗 open.substack.com/pub/structur...
🔗 open.substack.com/pub/structur...
November 29, 2024 at 11:44 PM
Data engineering isn't just software engineering with data. LLM copilots sound cool, but where's the benchmark for schema drift, broken pipelines, and data chaos? 🤨
🔗 open.substack.com/pub/structur...
🔗 open.substack.com/pub/structur...
Ever inherited a Franken-stack of analytics? The real cost isn’t just the tools—it’s the time, engineering capacity, and opportunity costs they drain. open.substack.com/pub/structur...
November 22, 2024 at 1:58 AM
Ever inherited a Franken-stack of analytics? The real cost isn’t just the tools—it’s the time, engineering capacity, and opportunity costs they drain. open.substack.com/pub/structur...
I just tried out the AI code generation feature directly in Google CoLab, and it’s honestly really neat
November 18, 2024 at 6:57 AM
I just tried out the AI code generation feature directly in Google CoLab, and it’s honestly really neat
Local Testing for Analytics open.substack.com/pub/structur...
November 13, 2024 at 11:05 PM
Local Testing for Analytics open.substack.com/pub/structur...