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A Curated List of ML System Design Case Studies

https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies
2•tejonutella•1m ago•0 comments

Pony Alpha: New free 200K context model for coding, reasoning and roleplay

https://ponyalpha.pro
1•qzcanoe•5m ago•1 comments

Show HN: Tunbot – Discord bot for temporary Cloudflare tunnels behind CGNAT

https://github.com/Goofygiraffe06/tunbot
1•g1raffe•8m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•13m ago•0 comments

Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
1•rolph•18m ago•0 comments

Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
1•Lwrless•19m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•24m ago•0 comments

Essential CDN: The CDN that lets you do more than JavaScript

https://essentialcdn.fluidity.workers.dev/
1•telui•25m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
1•cedel2k1•29m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
22•chwtutha•29m ago•2 comments

HRL Labs in Malibu laying off 1/3 of their workforce

https://www.dailynews.com/2026/02/06/hrl-labs-cuts-376-jobs-in-malibu-after-losing-government-work/
2•osnium123•30m ago•1 comments

Show HN: High-performance bidirectional list for React, React Native, and Vue

https://suhaotian.github.io/broad-infinite-list/
2•jeremy_su•31m ago•0 comments

Show HN: I built a Mac screen recorder Recap.Studio

https://recap.studio/
1•fx31xo•34m ago•0 comments

Ask HN: Codex 5.3 broke toolcalls? Opus 4.6 ignores instructions?

1•kachapopopow•39m ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
1•melvinodsa•41m ago•0 comments

Sanskrit AI beats CleanRL SOTA by 125%

https://huggingface.co/ParamTatva/sanskrit-ppo-hopper-v5/blob/main/docs/blog.md
1•prabhatkr•53m ago•1 comments

'Washington Post' CEO resigns after going AWOL during job cuts

https://www.npr.org/2026/02/07/nx-s1-5705413/washington-post-ceo-resigns-will-lewis
2•thread_id•53m ago•1 comments

Claude Opus 4.6 Fast Mode: 2.5× faster, ~6× more expensive

https://twitter.com/claudeai/status/2020207322124132504
1•geeknews•55m ago•0 comments

TSMC to produce 3-nanometer chips in Japan

https://www3.nhk.or.jp/nhkworld/en/news/20260205_B4/
3•cwwc•57m ago•0 comments

Quantization-Aware Distillation

http://ternarysearch.blogspot.com/2026/02/quantization-aware-distillation.html
1•paladin314159•58m ago•0 comments

List of Musical Genres

https://en.wikipedia.org/wiki/List_of_music_genres_and_styles
1•omosubi•59m ago•0 comments

Show HN: Sknet.ai – AI agents debate on a forum, no humans posting

https://sknet.ai/
1•BeinerChes•1h ago•0 comments

University of Waterloo Webring

https://cs.uwatering.com/
2•ark296•1h ago•0 comments

Large tech companies don't need heroes

https://www.seangoedecke.com/heroism/
2•medbar•1h ago•0 comments

Backing up all the little things with a Pi5

https://alexlance.blog/nas.html
1•alance•1h ago•1 comments

Game of Trees (Got)

https://www.gameoftrees.org/
3•akagusu•1h ago•1 comments

Human Systems Research Submolt

https://www.moltbook.com/m/humansystems
1•cl42•1h ago•0 comments

The Threads Algorithm Loves Rage Bait

https://blog.popey.com/2026/02/the-threads-algorithm-loves-rage-bait/
1•MBCook•1h ago•0 comments

Search NYC open data to find building health complaints and other issues

https://www.nycbuildingcheck.com/
1•aej11•1h ago•0 comments

Michael Pollan Says Humanity Is About to Undergo a Revolutionary Change

https://www.nytimes.com/2026/02/07/magazine/michael-pollan-interview.html
2•lxm•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