
Ankur Gupta
@getpy
Tweets on Python, Technology, Software Development, Programming.
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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

Yesterday at Manipal hospital Kanakapura saw their HIS system, at aster my team integrated with 4 HIS system during my 2 year stint. I can tell you hospital information systems have some of the best form filling user experience and worst visual look and feel you have even seen at…
Worthy subscribe
The monthly(ish) newsletter just went out. Check out the new issue here, and sign up! buttondown.com/dbreunig/archi…
Make it exist. Then make it better.
Always UTC, allows working with parallel branches.
Ex client manager - Tool isn’t working and devs aren’t responding due to Diwali to debug, can you check for me?. They still owe me 10% post go live which is pending since 4 months now. Turns out there is a AWS outage. Hopefully 🤞 he remits the 10 percent now. 😅 Having means…
Everyone should get 1️⃣ friend who is an artist ( illustrator, actor, painter, dancer, musician ) who didn’t give up, they are the epitome of grit, perseverance. Every Diwali I call my undergraduate friends and one of them is a support / background dancer and now runs his own…
True or not but we have a new legit business model 😅
is @opencode mining crypto on my machine? I closed all terminals and vscode instances, and every time i kill these processes they respawn


Yup, it was a great event and an honor to speak at PyBay.
Right now at PyBay @gvanrossum is showing off a live demo of structured RAG. Enjoying some sketch comedy deep cuts, too.

Thread sharing in Amp is great because it: • Makes code reviews easier (just staple the thread's URL to the description to show the reviewer what you told Amp) • Teaches your team how to use coding agents with no extra effort • Makes you look cool: mitchellh.com/writing/non-tr…
If you're running agents in production, consider taking this short survey from my research group! We're collaborating with IBM, Stanford, UIUC, Intesa Sanpaolo and others to better understand the challenges in building agents. It only takes 5 minutes: agents-survey.github.io/AI-Agent-Surve…
If you are an inexperienced programmer, trying to solve difficult work problems by feeding millions of input tokens to big and expensive models won't help. GIGO figure!
I found 3 new methods that all outperform GEPA; except none of them are open-source. I stopped believing such papers a long time ago. The unfortunate reality of today is that papers are nothing more than a few words. If your code is not public, how can I verify that it works?…
Until ~2015, GitHub Pages hosted over 2 million websites on 2 servers with a multi-million-line nginx.conf, edited and reloaded per deploy. This worked incredibly well, with github.io ranking as the 140th most visited domain on the web at the time.
Agentic traces contain perfect information about an agent’s behavior with every plan, action, and retry. But that information gets lost in a sea of JSON. So we built AgentPrism: open source React components that turn traces into visual diagrams for debugging AI agents. You can…
Besides waterfall, how else can we visualise agent execution?. Decision tree rendering?.
Build in public post if it doesn’t translate to leads for a persistently longer duration then either your post aren’t appealing or your customers aren’t seeing them. Like, Share, Retweet, Follower count are vanity. Only leads that’s convert count. I have two accounts with…
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

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