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AI, networks and Mechanical Turks (2025)

https://www.ben-evans.com/benedictevans/2025/11/23/ai-networks-and-mechanical-turks
1•mooreds•41s ago•0 comments

Goto Considered Awesome [video]

https://www.youtube.com/watch?v=1UKVEUGEk6Y
1•linkdd•3m ago•0 comments

Show HN: I Built a Free AI LinkedIn Carousel Generator

https://carousel-ai.intellisell.ai/
1•troyethaniel•4m ago•0 comments

Implementing Auto Tiling with Just 5 Tiles

https://www.kyledunbar.dev/2026/02/05/Implementing-auto-tiling-with-just-5-tiles.html
1•todsacerdoti•5m ago•0 comments

Open Challange (Get all Universities involved

https://x.com/i/grok/share/3513b9001b8445e49e4795c93bcb1855
1•rwilliamspbgops•6m ago•0 comments

Apple Tried to Tamper Proof AirTag 2 Speakers – I Broke It [video]

https://www.youtube.com/watch?v=QLK6ixQpQsQ
2•gnabgib•8m ago•0 comments

Show HN: Vibe as a Code / VaaC – new approach to vibe coding

https://www.npmjs.com/package/@gace/vaac
1•bstrama•9m ago•0 comments

Show HN: More beautiful and usable Hacker News

https://twitter.com/shivamhwp/status/2020125417995436090
3•shivamhwp•10m ago•0 comments

Toledo Derailment Rescue [video]

https://www.youtube.com/watch?v=wPHh5yHxkfU
1•samsolomon•12m ago•0 comments

War Department Cuts Ties with Harvard University

https://www.war.gov/News/News-Stories/Article/Article/4399812/war-department-cuts-ties-with-harva...
5•geox•15m ago•0 comments

Show HN: LocalGPT – A local-first AI assistant in Rust with persistent memory

https://github.com/localgpt-app/localgpt
1•yi_wang•16m ago•0 comments

A Bid-Based NFT Advertising Grid

https://bidsabillion.com/
1•chainbuilder•20m ago•1 comments

AI readability score for your documentation

https://docsalot.dev/tools/docsagent-score
1•fazkan•27m ago•0 comments

NASA Study: Non-Biologic Processes Don't Explain Mars Organics

https://science.nasa.gov/blogs/science-news/2026/02/06/nasa-study-non-biologic-processes-dont-ful...
2•bediger4000•30m ago•2 comments

I inhaled traffic fumes to find out where air pollution goes in my body

https://www.bbc.com/news/articles/c74w48d8epgo
2•dabinat•31m ago•0 comments

X said it would give $1M to a user who had previously shared racist posts

https://www.nbcnews.com/tech/internet/x-pays-1-million-prize-creator-history-racist-posts-rcna257768
4•doener•33m ago•1 comments

155M US land parcel boundaries

https://www.kaggle.com/datasets/landrecordsus/us-parcel-layer
2•tjwebbnorfolk•38m ago•0 comments

Private Inference

https://confer.to/blog/2026/01/private-inference/
2•jbegley•41m ago•1 comments

Font Rendering from First Principles

https://mccloskeybr.com/articles/font_rendering.html
1•krapp•44m ago•0 comments

Show HN: Seedance 2.0 AI video generator for creators and ecommerce

https://seedance-2.net
1•dallen97•48m ago•0 comments

Wally: A fun, reliable voice assistant in the shape of a penguin

https://github.com/JLW-7/Wally
2•PaulHoule•50m ago•0 comments

Rewriting Pycparser with the Help of an LLM

https://eli.thegreenplace.net/2026/rewriting-pycparser-with-the-help-of-an-llm/
2•y1n0•51m ago•0 comments

Lobsters Vibecoding Challenge

https://gist.github.com/MostAwesomeDude/bb8cbfd005a33f5dd262d1f20a63a693
2•tolerance•51m ago•0 comments

E-Commerce vs. Social Commerce

https://moondala.one/
1•HamoodBahzar•52m ago•1 comments

Avoiding Modern C++ – Anton Mikhailov [video]

https://www.youtube.com/watch?v=ShSGHb65f3M
2•linkdd•53m ago•0 comments

Show HN: AegisMind–AI system with 12 brain regions modeled on human neuroscience

https://www.aegismind.app
2•aegismind_app•57m ago•1 comments

Zig – Package Management Workflow Enhancements

https://ziglang.org/devlog/2026/#2026-02-06
1•Retro_Dev•59m ago•0 comments

AI-powered text correction for macOS

https://taipo.app/
1•neuling•1h ago•1 comments

AppSecMaster – Learn Application Security with hands on challenges

https://www.appsecmaster.net/en
1•aqeisi•1h ago•1 comments

Fibonacci Number Certificates

https://www.johndcook.com/blog/2026/02/05/fibonacci-certificate/
2•y1n0•1h ago•0 comments
Open in hackernews

Code Mode: the better way to use MCP

https://blog.cloudflare.com/code-mode/
84•the_mitsuhiko•4mo ago

Comments

olaird25•4mo ago
This seems exactly right. Its pretty common to watch your agent making the same mcp tool call again and again as it works through a list. These kinds of cases are solved by letting the agent just call any of its mcp tools in a script.
dweinus•4mo ago
Nice! Seems very similar to the concept explored by Google (CaMeL) https://arxiv.org/abs/2503.18813
stavros•4mo ago
This is interesting, but it seems like it's only exposed as a Cloudflare service now, rather than as a tool I can use locally (unless I missed something)?

It doesn't seem to me that isolates are sufficiently unique technology to warrant this only running on a server. Surely we can spin up a V8 locally or something and achieve the same thing?

Hopefully the popular MCP clients will start implementing this approach, if it works as well as claimed.

1f60c•4mo ago
> a tool I can use locally

https://blog.cloudflare.com/code-mode/#or-try-it-locally :-)

Though AFAIK Wrangler is really only intended for development and not local deployment.

stavros•4mo ago
Hmm but that's just a development environment for the remote server, no? It's not a tool meant for mass use.
rossant•4mo ago
Having the LLM generate code on top of a regular API instead of calling external functions one by one seems like common sense. Was MCP invented because LLMs were not capable of writing robust code at the time? Was it because of security considerations? What I am missing?
ctvo•4mo ago
> top of a regular API

What is the regular API? How do you express all the integrations needed in this API? Who provides the integrations? Answering these questions lead you back to something like an MCP, which is an API contract that can be as generic or as specific as needed. Wasting context window to understand and re-implement each integration is why MCPs exist.

All the security issues are orthogonal, and occur regardless if invoking this API occurs via code or natural language.

UltraSane•4mo ago
LLMs are able to use OpenAPI definitions to write code.
davidghowell•4mo ago
The security issues are probably orthogonal in the way most people install and use these MCPs, but the article mentions Cloudflare's "code-mode" running in v8 isolate sandboxes and calling rpc bindings that are pre-authed, no API keys or open slather internet access required, see: https://blog.cloudflare.com/code-mode/#running-code-in-a-san... This is at least interesting, possibly even novel.

"Wasting context window to understand and re-implement each integration is why MCPs exist" does seem to be exactly the point. Pointing the LLM at a swagger/openAPI spec and expecting it to write a good integration might work, but gets old after the first time. Swagger docs focus on what mostly, LLMs work better knowing why as well.

And,why not just use a locally installed cli rather than an MCP? You need to have one for a start, and use-cases (chained calls) are more valuable that atomic tool calls.

There is more behind the motivation for MCP and "tool calling" ability generally with LLMs. This motivation seems less and less relevant, but back when reasoning and chain-of-thought were newly being implemented, and people were more wary of yolo modes, the ability for an LLM harness to decide to call a tool and gather JIT context was a game changer. A dynamic RAG alternative. MCP might not be the optimal solution long term. For example, the way that claude has been trained to use the gh cli, and to work with git generally is much more helpful than either having to set up a git MCP or getting it to feel its way around git --help or man pages to, as you said "re-implement each integration" from scratch every time.

lerchmo•4mo ago
smolagents uses a similar mechanism.
paulified•4mo ago
LLMs have just entered their Platform Engineering era