Ankur Gupta
@getpy
Tweets on Python, Technology, Software Development, Programming. Writing book on DSPy - http://dspybook.com - Build AI Applications with Python and DSPy.
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DSPyWeekly Issue 15 - 12th Dec 2025 is out This week is absolutely stacked with: 🎙️ Omar Khattab chats with Martin Casado (a16z) on the evolution of Foundation Models @lateinteraction 📖 Early release of Mike Taylor's "Context Engineering with DSPy" book @hammer_mt 🛠️…
Wow, what an inspirational young entrepreneur, takes on a debt ridden family business and hustling to keep it alive. youtube.com/watch?v=rOacmG…
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NUS Graduate To Tyre Mechanic: "You Wasted Your Parents' Money!" | On...
Just like it's normal not to understand assembly when coding in say C and Just like it's normal not understand storage engine inner workings when writing SQL. May be most creators of software wouldn't understand code in coming days.
DSPy Signature to break multi-part questions into atomic, self-contained sub-queries, plus classifies them. Post this you can decide how to handle each query. P.S. Breaking single query prompt into atomic questions is helpful and needed. The made up broad classification is…
So important to give the right advice. Trust me I did backend development for 14 years.
You can now design directly in your codebase. Select elements, modify them visually, and Cursor writes the code.
With microservices you need to pay the operational, cognitive and debugging complexity of the underlying network at every step. You need to implement resilience and fault tolerance - it's easy to say implement circuit breaker etc. but it's easier said than done. Parnas talked…
Microservices is the software industry’s most successful confidence scam. It convinces small teams that they are “thinking big” while systematically destroying their ability to move at all. It flatters ambition by weaponizing insecurity: if you’re not running a constellation of…
DSPy.rb 0.32.0 is out 🎉 Can't wait to get my hands on this! @kieranklaassen built a RubyLLM adapter that bridges @paolino's incredible work to DSPy.rb — unlocking 12+ LLM providers (Bedrock, VertexAI, DeepSeek,...) all through DSPy.rb's type-safe signatures. ```ruby gem…
Thank you @arnav_thebigman @kristahopsalong @michaelryan207 @ShangyinT @slimshetty_ @CShorten30 @ecardenas300 @thomasahle @cyrusofeden @krypticmouse @isaacbmiller1 @SVardhamanan @kcaverly_dev @paridhi2708 @rickbattlephoto @ammirsm — and @ChrisGPotts @matei_zaharia @heathercmiller
After a meteoric rise, DSPy is now the @stanfordnlp repository with the most GitHub stars. Big congratulations to @lateinteraction and his “team”. DSPy: Programming—not prompting—Foundation Models github.com/stanfordnlp/ds…
Back from Mumbai aka Bombay. It's still - City of dreams, hustle and humidity - It's organised chaos and something bengaluru can import - Skyline is 😍 and infrastructure has made a leap - People value time and rarely go back on their word unless external forces beyond their…
Every AI book becomes obsolete the moment it's published. And I should know, I've written one! Publishing contracts freeze your table of contents 6-12 months in advance. In AI, that's an eternity. Just 6 months ago, top models juggled 3-5 tool calls from a pool of 3-5 tools…
In today's episode of programming horror... In the Python docs of random.seed() def, we're told "If a is an int, it is used directly." [1] But if you seed with 3 or -3, you actually get the exact same rng object, producing the same streams. (TIL). In nanochat I was using the…
If you struggle at validating your agent before deployment, OfficeQA is a great benchmark for this purpose! Somehow the dataset link is not very visible in the blog post... it's under the conclusion section, and here it is: github.com/databricks/off…
LLMs are claimed to reach PhD intelligence, but still fail mundane tasks. To understand this challenge, Databricks launched OfficeQA, a benchmark of useful tasks that require reliability&diligence, not specialized knowledge. We're also doing a competition! databricks.com/blog/introduci…
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