Hacker News

Article URL: https://victoronsoftware.com/posts/readable-code/

Comments URL: https://news.ycombinator.com/item?id=42793300

Points: 1

# Comments: 1

Article URL: https://refactoring.fm/p/creating-a-platform-engineering-team

Comments URL: https://news.ycombinator.com/item?id=42793299

Points: 1

# Comments: 0

Article URL: https://www.imf.org/en/News/Podcasts/All-Podcasts/2024/12/19/elizabeth-johnson

Comments URL: https://news.ycombinator.com/item?id=42793288

Points: 1

# Comments: 0

Hello, I am the author of The Hard Way Guide (ShowHN'ed back in 2023), a practical handbook on language learning based on Second Language Acquisition research.

My follow up project [1] is a note-taking + SRS tool that emphasizes active learning over passive consumption through the creation of personalized materials.

It is specially inspired by comprehensive input theory and the self-generation/self-reference and testing effects in cognitive science.

Naturally, I named it The Hard Way App :)

*Core functionality:*

* Upload/import content from books, web pages, podcasts, YouTube, etc. * Highlight any text to generate flashcards with native pronunciations (no TTS), contextual examples, translations, etc. * Trim and extract audio clips within the editor for SRS flashcards. * Spaced repetition engine optimized for language acquisition patterns and self-sustainable backlog size. * Offline-first with SQLite storage; materials stay exclusively on your device. The app handles the mechanical aspects (content augmentation, audio manipulation, scheduling, etc.), but leaves the cognitive work to you.

There is minimal AI, most notably DeepL + OpenAI 4o-mini for translations (WidnAI, a hidden gem, is coming soon). Mined data comes from various sources, with the excellent Mozilla Common Voice likely coming next.

If active learning and deliberate practice resonate with you, I'd love for you to give The Hard Way App a whirl and let me know what do you think.

It is currently in Beta, so apologies in advance for any rough edges!

[1] https://thehardway.app

Comments URL: https://news.ycombinator.com/item?id=42793278

Points: 1

# Comments: 1

Article URL: https://www.customerzvoice.com/

Comments URL: https://news.ycombinator.com/item?id=42793269

Points: 2

# Comments: 0

Article URL: https://github.com/VGenAI-Netflix-Eyeline-Research/Go-with-the-Flow

Comments URL: https://news.ycombinator.com/item?id=42793263

Points: 1

# Comments: 0

I've encountered many AI orchestration platforms that facilitate multiple AI model integration and management. For example, nexos.ai provides access to over 200 AI models from leading providers, including OpenAI, Anthropic, Google, and Meta. It offers features like smart model routing, intelligent caching, and comprehensive monitoring to optimize performance and costs.

While these platforms simplify testing different models without altering code, I haven't found a strong need for a dedicated router. I tend to consolidate tasks into a single prompt, selecting a model capable of handling the most complex aspects, which naturally manages the simpler parts. Therefore, I have fewer "easy" prompts, as straightforward tasks like text fix-up and routing are minimal.

My approach to "routing" involves directing inputs to specific prompts, each with its own context. Since the combined context exceeds capacity, routing becomes necessary. However, this concept differs from traditional model routing.

Another consideration is the portability of LLMs concerning tools, functions, and structured outputs. While models like Opus and Gemini Pro 1.5 have made progress, GPT has been a leader in this area. I often use these features with smaller prompts within larger algorithms to avoid the complexities of text parsing and handling exceptions from unstructured outputs.

Portability in LLMs, especially when it comes to tools, functions, and structured outputs, is a crucial aspect to evaluate as well. We see advancements with models like Gemini Pro 1.5 and Opus but still GPT stands out as a frontrunner. While models such as Opus and Gemini Pro 1.5 have shown advancements, GPT stands out as a frontrunner. I learned to incorporate these features with more concise prompts within larger algorithms. This helps to minimize the difficulties of dealing with errors from unstructured response and text parsing.

Ultimately, as I'm not particularly sensitive to pricing in my work, I gravitate towards the latest GPT models. If I were to switch to a platform like nexos.ai, it would be for enhanced functionality rather than cost savings. I prefer making thoughtful decisions to update the default model in my code, minimizing the need for frequent adjustments.

Given the advancements in AI orchestration platforms like nexos.ai and others, how do you see the role of LLM routers evolving in balancing cost, performance, and model specialization?

Comments URL: https://news.ycombinator.com/item?id=42793253

Points: 1

# Comments: 0

Article URL: https://studio.nebius.ai/models/text2image

Comments URL: https://news.ycombinator.com/item?id=42793248

Points: 2

# Comments: 1

Article URL: https://www.flow-ai.com/blog/phi-4-as-llm-evaluator

Comments URL: https://news.ycombinator.com/item?id=42793232

Points: 2

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Article URL: https://about.fb.com/news/2025/01/whatsapp-joins-accounts-center/

Comments URL: https://news.ycombinator.com/item?id=42793228

Points: 1

# Comments: 0

Article URL: https://shermanonsoftware.com/2025/01/22/robert-moses-on-completing-projects/

Comments URL: https://news.ycombinator.com/item?id=42793219

Points: 1

# Comments: 0

Article URL: https://www.gamedeveloper.com/business/gdc-2025-state-of-the-game-industry-devs-weigh-in-on-layoffs-ai-and-more

Comments URL: https://news.ycombinator.com/item?id=42793217

Points: 2

# Comments: 0

Article URL: https://www.khaama.com/man-has-held-his-hand-raised-for-more-than-45-years-0980/

Comments URL: https://news.ycombinator.com/item?id=42793210

Points: 1

# Comments: 1

Article URL: https://ivelum.com/blog/lean-monitoring/

Comments URL: https://news.ycombinator.com/item?id=42793205

Points: 2

# Comments: 0

Show us the cool stuff that you are printing and help others

Comments URL: https://news.ycombinator.com/item?id=42793176

Points: 1

# Comments: 0

Article URL: https://www.ruder.io/optimizing-gradient-descent/

Comments URL: https://news.ycombinator.com/item?id=42793170

Points: 1

# Comments: 0

Article URL: https://pyvista.org/

Comments URL: https://news.ycombinator.com/item?id=42793162

Points: 12

# Comments: 1

Article URL: https://worldhistory.substack.com/p/nights-of-misery

Comments URL: https://news.ycombinator.com/item?id=42793154

Points: 1

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Article URL: https://reasonstobecheerful.world/noise-pollution-quieter-cities/

Comments URL: https://news.ycombinator.com/item?id=42793145

Points: 1

# Comments: 0

Article URL: https://pirg.org/articles/keeping-tech-alive-the-open-source-communities-fighting-against-unsupported-devices/

Comments URL: https://news.ycombinator.com/item?id=42793141

Points: 1

# Comments: 0