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Alternatives

Products that do what Fig – Experimenting with long horizon prediction for personhood does

Hey HN, We explored how decision-making happens under severe information asymmetry and used career exploration as a test subject. In practice, people converge on a small set of highly legible default paths, with little visibility into credible alternatives. That’s why we’re building Fig, a tool for reasoning about career paths when the next step isn’t obvious, given the dependence on fleeting personal preferences. Most existing tools respond by collapsing uncertainty into a single recommendation or by modeling careers as linear trajectories. That works reasonably well at the recruiting…

  1. 1IM

    Many people express that despite working hard, they don't feel like they are in the right career. Instead of getting adhoc advice from friends and family or requiring serendipitity/fortune in landing in a desirable career progression, I made a career planning tool which lets you upload a resume or public linkedin profile and see alternative career paths. You can play with your map, explore alternative trajectories, specify a goal, understand job titles, see job listings and more. I am looking to understand what, if any aspect of this tool is useful, and how I would proceed to build upon…

    2024 · moveup.ai

  2. 2OA

    A friend and I are launching an alpha first thing in 2011. We're trying to gain some momentum and whatnot, so we're opening early registration as of tonight. We're planning to develop a Bayesian network to derive suggestions. If you're interested in seeing our progress, check it out. Edit: Any and all suggestions, criticism, advice, etc is highly appreciated!

    2010 · osmoar.com

  3. 3

    The thing you half-knew but never saw written down.

    Jun 2026 · afroakito.github.io

  4. 4UB

    Hey HN! - As you go into the weekend check out Uni (https://uni.fyi), we recently came out of closed beta and are excited to share what we’ve built to help remote teams involve the right people from their teams to make smart decisions! We’re an early-stage spinout from Cornell Tech and we see decision making as a natural wedge to actualizing inclusion within companies. Since there are no go-to products out there which facilitate this process fully, decision makers often-times become overwhelmed and frustrated with including people in their decision process resulting in an exclusive…

    2020

  5. 5RN

    Hey! Just launched my new project. The cmaps platform was created after a long period of research and development in the field of education. It's known that human thinking is not linear, but rather associative. Without realizing it, we are constantly making connections between the things we learn. I believe that the best way to learn is to make these connections explicit. Instead of studying and taking notes in a linear fashion, we should be able to create a map of the concepts we are learning. This way, we can see the big picture and understand how everything is connected. I can say that…

    2023 · cmaps.io

  6. 6HP

    Hi HN. I heard you like dev tools and AI, so we wanted to share our project that we’ve been working on. We’re working on Horizon [1] - a higher level abstraction for LLMs so that developers can spend less time trying to grapple with LLMs to make them work and more time with users. This is the starting feature set which takes an auto-ML approach to identify the optimal LLM model, hyperparameters, and prompt - instead of just giving you the tooling to figure it out yourself. You can read more about it in our documentations. Our view is that as LLMs become increasingly commoditized and prompts…

    2023 · gethorizon.ai

  7. 7

    Map your career verbs and future-proof your job search.

    May 2026 · app.alignifynow.com

  8. 8ST

    Hi HN! I’m a founder at Nextmv (YC 20) [1] We’ve been building out optimization algorithm testing capabilities (acceptance tests, etc.) and just shipped our first pass at shadow testing [2, 3]. In our experience, tools like shadow testing save time and build confidence in decision models, but tools also take time to build and maintain. We’ve seen shadow testing tools in the machine learning and MLOps space [4], but not so much in the operations research community. A lot of folks here [5] seem experienced with optimization models and we’d love to have your feedback! What do you like? What…

    2023 · nextmv.io

  9. 9WB

    Hi everyone, We have been developing a platform to enable professionals to build AI assistants to help them through their work. After a few months, we realized people are trying to sell basic functionalities that can be built from scratch in a couple of hours. Due to this, individuals who are not familiar with the current SOTA are misinformed about the potential of generative models. So, we decided to open up some of our most popular templates as standalone tools for free to empower individuals and set a solid standard for what people should expect. We believe the barrier to accessing…

    2024 · join.modularmind.app

  10. 10

    Turn career uncertainty into a personalized path forward.

    8d ago · pathpilot-black.vercel.app

  11. 11

    AI-guided career clarity before your next big decision

    Jun 2026 · mycareerpathai.com

  12. 12IM

    It also create a preparation roadmap from the job description you pasted, includes quizzes and give you feedback at the end of the interview.

    2024 · interviewwith.ai

  13. 13
    Vector7

    Turn career goals into a paced, daily learning routine.

    3d ago · vectorcareer.net

  14. 14SA

    Over the past three months, I’ve been working with my dad on this app as a way to learn Cursor, shadcn/ui, and Next.js. I’m currently studying UX design at the University of Michigan, and I’ve been really impressed by how much vibe-coding tools have advanced over the last six months. This work journal includes private AI-generated insights with scheduled summaries that can be shared with your team or manager. You can also choose to make a summary public—like I’ve done here for my work on this web app: https://www.workjourney.ai/summary/mkblt2zt-hn2kdbus If anyone has…

    Jan 2026 · workjourney.ai

  15. 15

    Discover who you are, what you love, and where to go

    Jun 2026 · pathfinderen.netlify.app

  16. 16

    Discover careers that fit your actual personality

    May 2026

  17. 17

    Don't choose your future. Navigate it.

    8d ago · navitry.vercel.app

  18. 18

    Personalized career roadmaps powered by real job market data

    Jul 2026 · smartrolepath.com

  19. 19KA

    Hey HN! I've spent the past year full-time building Knowing, a tool for interacting with LLMs directly inside hierarchical structures instead of the usual prompt-response format. The idea started because I realized how much more intuitive it felt to build concept hierarchies continuously—no more endless copy-pasting or wondering how everything connects. The journey’s been a struggle. While I see huge potential in structuring AI interactions this way (writing books fast, planning projects, or organizing ideas), it’s been hard to pin down clear use cases in the market. I’m also working in near…

    2024

  20. 20TN

    Hi guys, I’m excited to share an update on ReproModel, an open-source toolbox designed to streamline the testing and reproduction of machine learning models. I, like many of you, have really struggled with benchmarking and comparing models, from missing code, to opaque experiment parameters slowing the process. I decided to take matters into my own hands, and created a mini-toolbox in my free time to streamline the process. The goal is to reduce the time and effort spent on replicating experiments, enabling researchers to focus on innovation rather than setup. Knowing this task is not an…

    2024 · github.com

  21. 21TP

    The project aims to organize computer science research in a logical, simple, and easy-to-follow way. It is designed to help us find papers worth reading first. I started building Trending Papers because following computer science research has become increasingly hard as the pace of innovation accelerates. The number of new articles on Arxiv has grown at 27% CAGR for the past 20 years. 240 new papers have been filed daily on average over the past 12 months. And the number is growing: last month, there were well over 300 new papers on average every single day. The system is based on some…

    2023 · trendingpapers.com

  22. 22

    For the decisions that matter

    May 2026

  23. 23

    Map your runway and validate before you quit

    Jul 2026 · calpath.ai

  24. 24

    Simulate future paths before you decide.

    May 2026 · mirelight.com

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