Taivo Pungas
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agentreader - simple web browsing for your Langchain agent

  • Taivo Pungas

Taivo Pungas

29 May 2023

This is a short link-post to a new repo I just released. While working on Why AutoGPT fails and how to fix it I created a handy web-browsing Tool for langchain Agents and now finally got around to open-sourcing it.

Here is the repository: github.com/taivop/agentreader.

Anchor on what won't change

When things are stable, you make plans by anchoring to the question "what will change?". With your customers, your company, technology, regulation or anything else about the world. This does not work when things are changing fast. If best-in-class tech changes every 6 months, or if your product
26 Nov 2025 1 min read

Invest into context

I have a 14,000-word document I maintain manually, to add into ChatGPT queries I make related to my role as CTO. It covers a lot of ground about Pactum: * An extremely basic description of who we are and what we do * Company strategy, long-term goals, financial model, and progress
26 Aug 2025 2 min read

My deep research use cases

Deep research is underappreciated. The feature exists in all three LLM chat apps I pay for (ChatGPT, Claude and Gemini) and is unfortunately heavily rate limited, which makes sense given the likely token cost. But the massive amount of tokens burnt on reading and analyzing hundreds of articles is the
12 Aug 2025 3 min read
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