
Ankur Gupta
@getpy
Tweets on Python, Technology, Software Development, Programming.
내가 좋아할 만한 콘텐츠
17th October 2025 - DSPy Weekly Issue 7 is out DSPyWeekly #7 is out! This issue covers using DSPy for fiction writing, prompt optimization with GEPA, a safety guardrail for LVLMs called SHIELD, and building cost-effective AI agents. #dspy #newsletter

17th October 2025 - DSPy Weekly Issue 7 is out DSPyWeekly #7 is out! This issue covers using DSPy for fiction writing, prompt optimization with GEPA, a safety guardrail for LVLMs called SHIELD, and building cost-effective AI agents. #dspy #newsletter

datadog’s bits ai - action interface and AI dev agent in conjunction are dope. why is the chat widget loading slowly and timing out … did end to end tracing and pin pointed to a function which pulls Boolean config from redis and is coming as False ( was only meant as False for…
- Building a Data Streaming System with Python and Redis — No Frameworks, No Kafka - Python's asyncio is I/O-bound friendly - Redis Streams + asyncpg give you persistence, consumer groups, and bulk inserts — all the primitives you need - Most "real-time" workloads are under 10K…
My son is about to learn cosine in high school trig. He probably will roll his eyes and think: “what a waste of time.” I made this walkthrough by hand ✍️ to tell him that cosine is what powers vector databases. Download 🔽 byhand.ai/vecdb Cosine → angle between vectors.…
Replit Agent 3 worked for multiple hours creating this website and it just works. Sped-up 30min segment of the agent implementing and testing the website:
Open-sourcing retrieve-dspy! 💻🚀 While developing Search Mode for Weaviate's Query Agent, we dove into the literature. It was amazing, and overwhelming, to see how many different takes on Compound Retrieval Systems there are! 📚 From perspectives on Reranking, such as to…

We made Amp Free. It's powered by great tokens and tasteful ads. Agentic coding is now free for everyone.
Submit a large Python code to multiple frontier AI models, requesting critical feedback and suggested fixes. • Take the revised code and re-submit it to the same models for a second round of feedback. • Observation: The models will likely identify new issues they missed in the…
A stellar engineer and CTO friend is working on RL gyms/environments for browser and would love to speak to folks using browser agents. Who should he speak to?
What if scaling the context windows of frontier LLMs is much easier than it sounds? We’re excited to share our work on Recursive Language Models (RLMs). A new inference strategy where LLMs can decompose and recursively interact with input prompts of seemingly unbounded length,…

Crazy to miss: 7 new AI papers hint at what OpenAI, Anthropic, and Google are building right now. (they are usually just 6 months behind) TLDR: Faster, cheaper, and more reliable agents that can collaborate, learn from experience, make payments, and run on your device. 1.…
For mere mortals / frugal folks / those not at scale and perhaps will never see it … you only need a combination of these @postgres @duckdb @weaviate_io and s3 for all your needs. Thank you for your attention to the matter
Oracle is already an $850b market cap company. They just announced a lakehouse that can support medallion architecture today.

gepa is a search algorithm for optimizing prompts. ace is a systems framework for structurally managing contexts. they’re complementary, and can co-exist.
Is ACE the next Context Engineering Technique? ACE (Agentic Context Engineering) is a new framework that beats current state-of-the-art optimizers like GEPA by treating context as an evolving, structured space of accumulated knowledge. What is ACE? ACE treats context as an…

How many tokens you save when using @boundaryML over JSON Schemas? I was surprised! In this DSPy.rb Signature the Output Schema is made out of just 6 fields. Full example + code: vicentereig.github.io/dspy.rb/blog/a… Curious to see the side-by-side payloads?

I think it depends on the product, size/scale of the company. But, one core thing for me is "help developers realize how the product can help them". I recently read @swyx 's post about it coming back - dx.tips/devrel-is-back and really like how he describes as "bottoms up"…
Posthogs heatmap toolbar is pretty dope … reminds of google tag manager in some ways when debugging.
British bike reviewers are far more sincere to hear reviews from. Specially older folks.
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