CLI-Anything generates a complete command-line interface for existing software (if codebase available). they've already generated CLIs for 11 complex applications, I guess this is cool, can be used to make classic software to Agentic enabled. .
“The AMT/AIT was also weaponized by certain political elements in India to proliferate harassment against the Brahmins of Tamil Nadu”
I was born and raised in Tamil Nadu, having lived there for over two decades. In my experience, I have not witnessed any widespread harassment specifically targeting Brahmins. While isolated incidents may exist—just as they do for various communities across all states—there is no substantial evidence to suggest a systemic issue. Could you provide concrete examples, statistics, or credible sources to substantiate this claim ?
Extracting a list page using an LLM costs $1, so I reused the selectors when extracting data from the same page in subsequent operations to optimize costs. the extraction works well for search result pages as well. As far I know none of the websites provide as an RSS feed for search results.
"We evaluated REAP using a dataset designed to highlight the limitations of large language models (LLMs), comparing zero-shot prompting with REAP-enhanced prompts across six state-of-the-art models: OpenAI’s o1-preview, o1-mini, GPT-4o, GPT-4o-mini, Google’s Gemini 1.5 Pro, and Claude 3.5 Sonnet. The results show significant performance improvements, with o1-mini increasing by 40.97%, GPT-4o by 66.26%, and GPT-4o-mini by 112.93%. While OpenAI's o1-preview already demonstrated strong baseline performance, it still showed modest gains. In addition to the performance improvements, REAP provides a cost-effective solution. For instance, GPT-4o-mini, which is about 100 times cheaper than o1-preview, delivered competitive results."
1. Currently, it's a proof of concept only. In the next release, I will make sure to include some use cases/examples.
2. I haven’t finalized the pricing yet. For now, it's free. When I release, the starting price will be around $7-10 per ~200 runs/questions. I’m also considering offering a free tier; I’ll work that out later. Thank you.
Extended version Autogen. Added 8 new tools and modified some prompts. I never expected this much quality. linking my tiny benchmarking test in a tweet.
https://x.com/saran945/status/1815441284812738734
Huginn is a great product, though I never used, I am aware of the value it provides.
Alertfor is not similar to Huginn. my product is part of something else, I extracted and unleased as separate product. Will go in different direction.
The rules suggesting that I would get more feedback if there is no signups. Anyways, luckily I have got enough feedback :) next release will have some public access without signups.
I have designed the product for consumers and professionals. Since it's a new kind of product (?), I'm unsure what to call it. The agents continuously search the web on behalf of the user and create a feed for each query. Let me think more . . .
RAG is to enhance the generation capabilities of a language model by integrating external knowledge sources (DB, KB etc). This is done by retrieving relevant information from a knowledge base or document store and using it to inform or augment the model's responses.
Langchain is a library specifically designed to facilitate the development of applications using LLMs. It provides tools and utilities to build complex NLP pipelines with ease.
Alertfor is a SaaS product that combines LLMs with agents to provide automated search.
focus on a promising niche that has a problem and is willing to spend money on it is often regarded as best practice. many successful companies have been built on this principle. Unfortunately, this approach has never worked for me. I have worked on many products and followed these best practices, but I have yet to see success. Over the past 12+ years, I have experimented these best practices but nothing has worked. It would work for founders who has good networking /connections, living in CA, best in marketing, have good followers in Social media etc. Founder like me have no such assets. this is a big chicken or egg problem.
Instead, I decided to take a different approach and I create imaginative products based on ideas I'm passionate about and publish them continuously. If there is an interest, I then optimize the product for the interested customers, taking their feedback into account and continuing development accordingly.
It's a surprise to see weekly queries. If you don't mind, could you please share one or two examples of these queries?
I've added all suggestions from entire thread to my log and will prioritize implementing them.
Regarding pricing, I don't know offering a free tier is right approach or not .. I believe that the queries are complex and long. not sure they could be shared among users. Anyways, for next 2 or 3 months its going to be beta. my current focus is adding value, will ask the users about pricing later. Note that, for each question, it crawls 10-15 pages, or even more if you ask to enrich a table. there is LLM cost, now a days webpages are really huge.
Thank you again for your input and support. Please let me know if you have any other thoughts or questions.