Ankur Gupta (@getpy) / X

Ankur Gupta

6,697 posts

Ankur Gupta

@getpy

Python Dev, Parent. Author - dspybook.com Curator - dspyweekly.com Creator - MapToPoster github.com/originalankur/… 🖖

Planet Earth

Joined January 2012

Pinned
Ankur Gupta
@getpy
Jul 11
For domain specific agents that operate on a narrow knowledge base or are focused on one function only, the lowest hanging fruit via HITL is to nudge them to refine the first prompt with suggestions if prompt is missing basic information. Just this simple nudge is all you need
Ankur Gupta
@getpy
Nov 14, 2025
Google launched codewiki Ask questions about your software architecture, find function definitions, and understand complex logic in natural language. It's like having an engineer on call, 24/7. I tested it for DSPy and it's spot on in it's responses
Ankur Gupta
@getpy
Aug 5, 2025
Replying to @asmah2107
Right answer for crawlers Has to be a multi layered approach. IP throttling, throughput pattern, device fingerprinting. Of late outsourced to cloud flare with their captcha doing the trick. Have implemented this one thing before and works like a charm is Honeypot URL in the
Ankur Gupta
@getpy
Nov 11, 2025
If you are learning DSPy here is a quick reference to help select which module to use when. #dspy
Ankur Gupta
@getpy
Dec 18, 2016
Python language #python
Ankur Gupta
@getpy
Oct 29, 2025
So lot of layoff buzz today. Been on both sides of the table and it sucks either ways. As someone who has seen near 0 bank balance due to medical bills twice all I would say is the first milestone in life to strive for and accomplish asap is - No Debt - Two non correlated
Ankur Gupta
@getpy
Nov 29, 2021
Algorithms implemented in Python github.com/TheAlgorithms/…
Ankur Gupta
@getpy
Sep 26, 2025
DSPyWeekly Issue No #4 is out dspyweekly.com/newsletter/4/ Btw GEPA is 🌶️🔥 and on a hype 🚄 as people discover GEPA and in turn DSPy. Choose to not curate few GEPA articles else it be GEPAWeekly. Emails will tickle slowly over the next few hours ( have per hr and min quota which
Ankur Gupta
@getpy
Dec 15, 2017
Python in excel bleepingcomputer.com/news/microsoft… #Microsoft #python
Ankur Gupta
@getpy
Nov 6, 2025
ReAct (Reason + Act) and tool-calling in DSPy. Every developer knows the pain of finding a good, available domain for a SAAS app they will never launch. This simple script should help you generate domain name ideas and find if they are available or not. #dspy #ReAct_learning
Ankur Gupta
@getpy
Sep 12, 2025
Temporary #dspy script to regenerate LLM responses shown to users in a wealth management product where they allow users to discover companies against search criteria. Input from here goes into tool calling which hits their search index. Users complaining irrelevant companies are
Ankur Gupta
@getpy
Sep 19, 2025
DSPyweekly Issue 3 is now out dspyweekly.com/newsletter/3/ Minor tweaks to newsletter design with color and typography changes, Added resource section at the bottom of the newsletter with DSPy discord, X links. #dspy
Ankur Gupta
@getpy
Aug 1, 2025
Migrated a 563 lines of raw prompt, 246 lines of LLM response processing, 48 lines of error handling that SRE team was using for ticket annotation to this 28 lines of simple DSPy beauty below ⬇️ Now going to extend the Annotate module to meet other functionality, but seeing
Ankur Gupta
@getpy
Sep 7, 2025
Announcing DSPyWeekly.com Newsletter - Your Weekly Dose of all Things @DSPyOSS … Articles, Videos, Projects, Tweets and more. Issue one 1️⃣ now out.