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Jason Liu

Personal blog · jxnl.co/writingaicareer

Jason Liu's personal blog at jxnl.co covers ai and career. Since 2024, 26 different Hacker News readers have linked it 39 times, most often “Predictions for the Future of RAG”. It is still writing: the last post was on 2026-07-05, and you can follow it by feed.

Visit the blog
39mentions?
26HN people?
2024–2026first – last linked?
Links on Hacker News per year · peak 23 in 2024

Too few sampled comments (8) to say how often HN recommends it.?

Why HN links it

Linked for posts on context engineering and using subagents to manage coding-agent context, plus RAG posts drawn from consulting work. Commenters call the context-engineering pieces excellent and a good read.

Summarised by Claude from a sample of 8 HN comments that link here. Each comment is marked recommending, critical or neutral (citing without judging); how this works.

Notes on AI systems, open source, personal work, and the occasional life update from Jason Liu.

Most-linked posts?

  1. Predictions for the Future of RAG
    4 people · 4 mentions · first linked 2024-10-28
  2. How to build a terrible RAG system
    3 people · 3 mentions · first linked 2024-05-25
  3. /writing/2025/08/29/context-engineering-slash-commands-subagents/
    2 people · 3 mentions · first linked 2025-09-13
  4. Context Engineering: Rapid Agent Prototyping – Jason Liu
    2 people · 2 mentions · first linked 2025-09-05
  5. Advice to young people, the lies I tell myself
    2 people · 2 mentions · first linked 2024-04-04
  6. Best Tools for Indie Tech Consultants
    2 people · 2 mentions · first linked 2024-09-09
  7. How to use codex to get the most out of it
    2 people · 2 mentions · first linked 2026-05-18
  8. /services/
    2 people · 2 mentions · first linked 2024-06-02

What Hacker News says?

  1. redhale · 2025-10-05Recommends
    Totally agree. The CLI agents (or whatever) lower the barrier of entry to building a custom agent all the way down to basically just writing markdown. Excellent article in this vein: https://jxnl.co/writing/2025/09/04/context-engineering-rapid...

    Comment linking /writing/2025/09/04/context-engineering-rapid-agent-prototyping/

    on “Claude Code 2.0”
  2. Submitted Cautionary tale on using Chase bank for indie business as a story · 295 points

    HN discussion
  3. redhale · 2025-10-12Recommends
    Subagents are a critical feature that GH Copilot still lacks. They allow your main agent to use another agent as a tool, meaning the main agent's context doesn't get nearly as polluted. Good read on the benefits of this pattern: https://jxnl.co/writing/2025/08/29/context-engineering-slash...

    Comment linking /writing/2025/08/29/context-engineering-slash-commands-subagents/

    on “Superpowers: How I'm using coding agents in October 2025”
  4. Submitted Systematically Improving Your RAG as a story · 176 points

    HN discussion
  5. Hi, Hamel here. I'm one of the co-authors. I'm an independent consultant and not all clients allow me to talk about their work. However, I have two that do, which I've discussed in the article. These are two production use cases that I have supported (which again, are explicitly mentioned in the article): 1. https://www.honeycomb.io/blog/introducing-query-assistant 2. https://www.youtube.com/watch?v=B_DMMlDuJB0 Othe…

    Comment linking /services/

    on “What we've learned from a year of building with LLMs”
  6. Submitted Advice to young people, the lies I tell myself as a story · 155 points

    HN discussion
  7. Hi, Hamel here. I'm one of the co-authors. I'm an independent consultant and not all clients allow me to talk about their work. However, I have two that do, which I've discussed in the article. These are two production use cases that I have supported (which again, are explicitly mentioned in the article): 1. https://www.honeycomb.io/blog/introducing-query-assistant 2. https://www.youtube.com/watch?v=B_DMMlDuJB0 Othe…

    Comment linking /services/

    on “What we've learned from a year of building with LLMs”
  8. Submitted Losing My Hands as a story · 61 points

    HN discussion
  9. Also why is there a post dated 2025? https://jxnl.co/writing/2025/06/15/my-self-reflection-on-suc...

    Comment linking /writing/2025/06/15/my-self-reflection-on-success-and-growth/

    on “Cautionary tale on using Chase bank for indie business”
  10. Submitted How to build a terrible RAG system as a story · 7 points

    HN discussion
  11. > Subagents do not work well for coding at all Subagents can work very well, especially for larger projects. Based on this statement, I think you're experiencing how I felt in my early experience with them, and that your mental model for how to use them effectively is still embryonic. I've found that the primary benefit for subagents is context/focus management. For example, I'm doing auth using Stytch. What I absol…

    Comment linking /writing/2025/08/29/context-engineering-slash-commands-subagents/

    on “How to use Claude Code subagents to parallelize development”
  12. Submitted How to use codex to get the most out of it as a story · 4 points

    HN discussion
  13. redhale · 2025-09-13Recommends
    This! Subagents open all the new metaphorical tabs to get to some answer, then close those tabs so the main agent can proceed with the main task. Excellent article on this pattern: https://jxnl.co/writing/2025/08/29/context-engineering-slash...

    Comment linking /writing/2025/08/29/context-engineering-slash-commands-subagents/

    on “How to use Claude Code subagents to parallelize development”
  14. Submitted How to Build a Terrible RAG System as a story · 3 points

    HN discussion
  15. check out the other rag stuff https://jxnl.co/writing/category/rag/ all based on consulting calls and advisory work (i sell the implementation so sorry i don't post one click deploys)

    Comment linking /writing/category/rag/

    on “Systematically Improving Your RAG”
  16. Submitted Everything I Learned from AI Consulting as a story · 3 points

    HN discussion
  17. Submitted Codex-Maxxing as a story · 2 points

    HN discussion
  18. Submitted Advice to Young People, the Lies I Tell Myself (2024) as a story · 2 points

    HN discussion
  19. Submitted RAG Anti-Patterns as a story · 2 points

    HN discussion
  20. Submitted How to Invest in AI with MCPS and Data Analytics as a story · 2 points

    HN discussion
  21. Submitted Predictions for the Future of RAG as a story · 2 points

    HN discussion
  22. Submitted Predictions for the Future of RAG as a story · 2 points

    HN discussion
  23. Submitted Predictions for the Future of RAG as a story · 2 points

    HN discussion
  24. Submitted Low-Hanging Fruit for RAG Search as a story · 2 points

    HN discussion
  25. Submitted Everything I Learned from AI Consulting as a story · 2 points

    HN discussion
  26. Submitted Best Tools for Indie Tech Consultants as a story · 2 points

    HN discussion
  27. Submitted Implementing Naturalistic Dialogue in AI Companions as a story · 2 points

    HN discussion
  28. Submitted How to build a terrible RAG system as a story · 2 points

    HN discussion
  29. Submitted How to Be Data Illiterate (and How to Avoid Them) as a story · 2 points

    HN discussion
  30. Submitted If You Want Taste, You're Gonna Have to Eat as a story · 1 points

    HN discussion

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