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Working on an OSS version of this. Feel free to DM for an invite
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Human-in-the-loop-hole
human-in-the-loop
└ human-on-the-loop
└ human-near-the-loop
└ human-cc'd-on-the-loop
└ human-legally-liable-for-the-loop
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Agentic swarms are the future
If you have not yet operated an agent swarm, you really haven’t seen anything yet…
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Guesses?
I wonder how many people will have fallen in love with an AI chatbot by 2026.
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Should be more ambitious
We need to prevent people from shrinking their ambitions just because AI is getting better.
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Agent-desktop is truly a gamechanger
What shipped at Vercel Labs in October

95 releases
730 issues closed
3,500+ PRs merged

New: agent-desktop
→ Computer use for any coding agent
→ macOS, Windows + Linux

New: tsc-ts
→ The TypeScript 7 compiler, written in TypeScript
→ Compiled to native with scriptc

agent-browser
→ Safer MCP
→ 42 browser tools for eve agents

skills
→ Sync skills across a monorepo
→ Sync reads optional + peer deps
→ Faster updates

json-render
→ Streaming fixes
→ Form + PDF fixes
→ json-render-shadcn skill

portless
→ No more sudo
→ portless mcp

deepsec
→ Kimi K3.1 Pro + DeepSeek V4.1 Flash benchmarks

native
→ native test for TS apps
→ Reusable markup components
→ Virtual lists

scriptc
→ Fully native, no JS engine
→ WebAssembly compiles to native
→ Profile-guided optimization

just-bash
→ mktemp + yes
→ Closer to real bash + jq

fx
→ Launches 23× faster
→ 41% fewer tokens
→ Agents that survive redeploys

wterm
→ Faster color rendering
→ Emoji + flags in one cell
→ Vim matches your page theme

vgpu
→ Build-time WGSL shaders
→ Turbopack support
→ Depth + MSAA on canvas

lat․md
→ lat ui to browse your knowledge graph
→ Graph view + static export

emulate
→ npx emulate mcp
→ AWS Cognito
→ Slack interactivity

ai-cli
→ ai mcp
→ ai decide can judge images

mcp-handler
→ MCP Events

run
→ CPU time limits for agent code
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Ux should now be default liquid - except all the backend “core” system like DB, auth, model, gateway, payments
I'm now building an "improvements" feature into all of my personal vibecoded applications: a freeform text input that's hooked up to an agent that yolo implements whatever is submitted.

It's an interesting experience -- the activation energy barrier to sanding any rough edge or ature becomes extremely low. Someone else who uses one of the applications I created has already implemented 150 improvements over the course of a few days. This pattern feels like a new kind of tool -- liquid software? -- and every application that doesn't have this feature now has a slightly rigid and anachronistic flavor. Why can't I just tell it how I want it to be different?

Now, it's not obvious to me how this pattern can or should scale. Does it become unmaintainable after a while? (Maybe model intelligence improvement outstrips my feature appetite such that it's fine?) How does collaborative software work in this model? Can software designed this way be secure and reliable?

Whatever the larger questions about broader deployment, it definitely works great in a personal context. It reminds me a little of the visions of Lisp/Lisp machines, Smalltalk, and HyperCard -- systems that the user can take control of and modify. Those visions never quite worked, though: the vast majority of software today is not end-user modifiable in any useful way. So, while this "liquid" affordance is a very small touch, the way it changes one's relation to the software feels a bit transgressive and empowering in a Lickliderian and Engelbartian way.
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WDYM you are dressed as a CVE?
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“Hacker” news
4 of the top 5 posts on HN right now are about cybersecurity incidents

We've officially entered a new era
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SaaS from first principles
i have no time to maintain all my vibe coded tools

we need a business model where someone else maintains the code and i just pay a monthly fee
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Also launch new GPUs called Java chip
excited announce i'm joining starbucks as their head of agentic coding
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Doom coding?
There’s 100% a kind of mania you can get into with coding agents, where it feels like you’re getting a lot done and working all the time but nothing is really happening.

I think it's often a form of avoidance of something else in life.
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There is no enterprise level, multi-player, always on AI (yet)
It’s almost incomprehensible how wide the distance is between someone who’s working at the frontier with AI and basically everyone else right now.

The crazy thing is these lines are not converging, but only growing farther apart. If the curve of AI progress had leveled off, it would certainly have given most people and companies time to catch up or implement their workflows in a standardized way. The technology would have neutralized competitive advantage because everyone would be using it the same way.

But what’s happened is the opposite. The curve of AI progress is basically going vertical right now, which means if you had codified your processes 3-6 months ago you’re likely already behind again. Now imagine most companies that kicked into gear a year ago and thought that they were done. Even further behind now.

I’ve never seen a technology in my life and career that improves at this rate, which consequently means you need to upgrade your expectations at a similar rate. Our brains weren’t wired for this, and our organizational change management processes certainly weren’t either.

With any form of recursive self improvement, things just get wilder. It’s a time when you will need to be constantly reevaluating the things that didn’t work just a couple months ago to see if they now can be solved. AI native companies certainly have a strong advantage due to this right now, so now it comes down to can the bigger companies keep up. Wild times.
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Anyone good use cases?

Struggling to find any interesting ones
Worth noting that Grok @bot has no free tier
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Yo can you print some GPUs please
Big Pharma is cooked. Instead of buying a knee brace for $34, I used hundreds of thousands of dollars of production tooling and software to 3D scan my leg and print my own.
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This explains so much..
There’s 100% a kind of mania you can get into with coding agents, where it feels like you’re getting a lot done and working all the time but nothing is really happening.

I think it's often a form of avoidance of something else in life.
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“Use .context and save all important info, add a pre-compaction or post-compaction hook to go and recreate the relevant context again”

Just ask claude and this will 100x your result
claude compacts so aggressively is there a way to make it less aggressive
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Quick POC?
@RamaswmySridhar should fight. The two companies are complementary. Since you're not doing this AI stuff, I really think Snowflake should consider getting its AI tokens through Databricks. You can get both cheap OSS models as well as frontier (OAI/Ant/Gemini/Grok) models from our platform. It all goes through Unity Gateway which has Smart Routing, Budgets, and Access Control. You can even use Omnigent with any harness, including CoCo. Most of our customers used this to reduce token spend ~30% last few months while token count went up. Genie lets you then track, control, manage that spend, all your financials, marketing, etc. Quick POC?
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Leetcode dead?

Why are companies still asking coding interview
The coding interview is dead, at least for my team at Anthropic. I've seen enough to know that it no longer provides signal. I removed it from loops this month.

I have a spicy, optimistic take - I think there's an opportunity for junior engineers: felixrieseberg.com/hunger-beats-t…
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Mustafa retweeted
The coding interview is dead, at least for my team at Anthropic. I've seen enough to know that it no longer provides signal. I removed it from loops this month.

I have a spicy, optimistic take - I think there's an opportunity for junior engineers: felixrieseberg.com/hunger-beats-t…
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Preach - building something to solve this!!
I really don't care which model I use. I dont really know anyone else who does.

Give me a single app that routes me to the right model at any given time without losing context.
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