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Suno, AI Music, and the Bad Future [video]

https://www.youtube.com/watch?v=U8dcFhF0Dlk
1•askl•1m ago•0 comments

Ask HN: How are researchers using AlphaFold in 2026?

1•jocho12•3m ago•0 comments

Running the "Reflections on Trusting Trust" Compiler

https://spawn-queue.acm.org/doi/10.1145/3786614
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Watermark API – $0.01/image, 10x cheaper than Cloudinary

https://api-production-caa8.up.railway.app/docs
1•lembergs•10m ago•1 comments

Now send your marketing campaigns directly from ChatGPT

https://www.mail-o-mail.com/
1•avallark•13m ago•1 comments

Queueing Theory v2: DORA metrics, queue-of-queues, chi-alpha-beta-sigma notation

https://github.com/joelparkerhenderson/queueing-theory
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Show HN: Hibana – choreography-first protocol safety for Rust

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Haniri: A live autonomous world where AI agents survive or collapse

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GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
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Atlas: Manage your database schema as code

https://github.com/ariga/atlas
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Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
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Show HN: MCP to get latest dependency package and tool versions

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The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
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https://wpfloat.netlify.app/
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Show HN: I Hacked My Family's Meal Planning with an App

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Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
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The Future of Systems

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NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
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Claude Code Is the Inflection Point

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https://github.com/microclaw/microclaw
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https://github.com/AleatorAI/OMNI-BLAS
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The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•1h ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
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Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
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Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

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Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
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Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
2•bundie•1h ago•0 comments
Open in hackernews

Can't get AI to accurately analyze a spreadsheet – help needed

3•zyruh•6mo ago
I work in marketing. Analyzing spreadsheets of data and drawing conclusions is a regular part of the job. I have pro accounts with both GPT and Perplexity. Neither one of them seems to be able to accurately analyze spreadsheets. They either miss portions of the data or draw wrong conclusions. I need help! Any thoughts or recommendations for other tools?

Comments

PaulHoule•6mo ago
Jupyter, pandas, etc.
zyruh•6mo ago
Thank you! I'll check these out.
Invictus0•6mo ago
https://www.tryshortcut.ai/
zyruh•6mo ago
Thank you so much!
SilverElfin•6mo ago
I’m not clear on what that actually is. An alternative spreadsheet app you would use instead of Google Sheets?
alwillis•6mo ago
I had no issues dropping a demo 100-row spreadsheet into Claude and was able to ask questions. This particular spreadsheet was in the old-school .xsl format, and only Claude just dealt with it.

ChatGPT accepted it but said it couldn't do anything with it because it was too old. Perplexity wouldn't even accept it.

Once I converted to .xlsx, it worked fine in all of them.

Not only did Claude not complain about the old format, it wrote a short JavaScript program it used to do the analysis, which you could download and use.

Get an MCP for your spreadsheet [1], which would enable any LLM that supports MCP to do more sophisticated functions.

I asked Claude what it can do with spreadsheets; here's what came back:

    Claude can perform a wide variety of tasks with spreadsheets! Here are the main categories of what I can do:
    
    ## Data Analysis & Statistics
    - Calculate averages, medians, standard deviations, and other statistical measures
    - Find correlations between different columns
    - Identify outliers and anomalies in the data
    - Group data by categories and analyze patterns
    - Perform trend analysis over time periods
    
    ## Data Cleaning & Processing
    - Remove duplicates and handle missing values
    - Standardize formats (dates, phone numbers, addresses)
    - Split or combine columns
    - Filter and sort data based on multiple criteria
    - Validate data quality and identify inconsistencies
    
    ## Visualizations & Charts
    - Create interactive charts (bar, line, pie, scatter plots, histograms)
    - Build dashboards with multiple visualizations
    - Generate heatmaps and other specialized chart types
    - Create geographic visualizations if location data is present
    
    ## Business Intelligence
    - Calculate key performance indicators (KPIs)
    - Perform financial analysis (profit margins, growth rates, etc.)
    - Analyze sales data, customer segments, or inventory
    - Create summary reports and executive dashboards
    - Compare performance across different time periods or categories
    
    ## Advanced Analysis
    - Build predictive models for forecasting
    - Perform cohort analysis for customer behavior
    - Calculate conversion rates and funnel analysis
    - Cross-tabulate data to find relationships
    - Generate pivot table-style summaries
    
    ## Data Transformation
    - Convert between different file formats
    - Restructure data (pivot/unpivot operations)
    - Merge data from multiple sheets or sources
    - Create calculated fields and derived metrics
    - Export processed data in various formats
    
    ## Automation & Workflows
    - Create step-by-step data processing workflows
    - Generate code that you can reuse for similar analyses
    - Build templates for recurring reports
    - Set up automated calculations and formulas
    
    Would you like me to demonstrate any of these capabilities with your current spreadsheet, or do you have a specific analysis goal in mind?
[1]: https://www.pulsemcp.com/servers?q=spreadsheet
zyruh•6mo ago
This is very helpful insight. Thank you!