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btown commented on Vouch   github.com/mitchellh/vouc... · Posted by u/chwtutha
tgsovlerkhgsel · 14 hours ago
Based on the description, I suspect the main goal isn't "trust" in the security sense, it's essentially a spam filter against low quality AI "contributions" that would consume all available review resources without providing corresponding net-positive value.
btown · 11 hours ago
Per the readme:

> Unfortunately, the landscape has changed particularly with the advent of AI tools that allow people to trivially create plausible-looking but extremely low-quality contributions with little to no true understanding. Contributors can no longer be trusted based on the minimal barrier to entry to simply submit a change... So, let's move to an explicit trust model where trusted individuals can vouch for others, and those vouched individuals can then contribute.

And per https://github.com/mitchellh/vouch/blob/main/CONTRIBUTING.md :

> If you aren't vouched, any pull requests you open will be automatically closed. This system exists because open source works on a system of trust, and AI has unfortunately made it so we can no longer trust-by-default because it makes it too trivial to generate plausible-looking but actually low-quality contributions.

===

Looking at the closed PRs of this very project immediately shows https://github.com/mitchellh/vouch/pull/28 - which, true to form, is an AI generated PR that might have been tested and thought through by the submitter, but might not have been! The type of thing that can frustrate maintainers, for sure.

But how do you bootstrap a vouch-list without becoming hostile to new contributors? This seems like a quick way for a project to become insular/isolationist. The idea that projects could scrape/pull each others' vouch-lists just makes that a larger but equally insular community. I've seen well-intentioned prior art in other communities that's become downright toxic from this dynamic.

So, if the goal of this project is to find creative solutions to that problem, shouldn't it avoid dogfooding its own most extreme policy of rejecting PRs out of hand, lest it miss a contribution that suggests a real innovation?

btown commented on Bun v1.3.9   bun.com/blog/bun-v1.3.9... · Posted by u/tosh
johnfn · 17 hours ago
Genuine question out of curiosity. Why do I want parallel and sequential when I can just write a simple bash script to accomplish the same thing? Is there some additional complexity I’m missing?
btown · 16 hours ago
As a note here, there are a lot of resources that make bash seem incredibly arcane, with custom functions often recommended. But a simple interruptible script to run things in parallel can be as simple as:

    (trap 'kill 0' INT TERM; cmd1 & cmd2 & cmd3 & wait)
Or, for 1+2 sequentially, in parallel with 3+4 sequentially:

    (trap 'kill 0' INT TERM;
      (cmd1 && cmd2) &
      (cmd3 && cmd4) &
      wait
    )
(To oversimplify: The trap propagates the signal (with 'kill') to the process group 0 made by the () parens; this only needs to be set at the top level. & means run in background, && means run and continue only on success.)

There are other reasons one might not want to depend on bash, but it's not something to be afraid of!

btown commented on TikTok's 'addictive design' found to be illegal in Europe   nytimes.com/2026/02/06/bu... · Posted by u/thm
vjerancrnjak · 3 days ago
Flink is too slow for this.

If by features you mean tracking state per user, that stuff can be tracked without Flink insanely fast with Redis as well.

If you re saying they dont have to load data to update the state, I dont see how massive these states are to require inmemory updates, and if so, you could just do inmemory updates without Flink.

Similarly, any consumer will have to deal with batches of users and pipelining.

Flink is just a bottleneck.

If they actually use Flink for this, its not the moat.

btown · 3 days ago
Yea, the Monolith paper by Bytedance uses Flink but they only say it's in use for their B2B ecommerce optimization system. Maybe this is intentional ambiguity, but I'd believe that they wouldn't rely on something like Flink for their core TikTok infrastructure.

My hunch is we start to learn a lot more about the core internals as Oracle tries to market to B2B customers, as Oracle is wont to do!

btown commented on Flock CEO calls Deflock a “terrorist organization” (2025) [video]   youtube.com/watch?v=l-kZG... · Posted by u/cdrnsf
nickandbro · 3 days ago
That's insane. Deflock is a map of Flock cameras.

Definition of terrorism is:

the unlawful use of violence and intimidation, especially against civilians, in the pursuit of political aims.

couldn't be further apart from that.

btown · 3 days ago
If corporations can be people, cameras can be people too! Think of the cameras! /s

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btown commented on We tasked Opus 4.6 using agent teams to build a C Compiler   anthropic.com/engineering... · Posted by u/modeless
btown · 4 days ago
> This was a clean-room implementation (Claude did not have internet access at any point during its development); it depends only on the Rust standard library. The 100,000-line compiler can build Linux 6.9 on x86, ARM, and RISC-V. It can also compile QEMU, FFmpeg, SQlite, postgres, redis, and has a 99% pass rate on most compiler test suites including the GCC torture test suite. It also passes the developer's ultimate litmus test: it can compile and run Doom.

This is incredible!

But it also speaks to the limitations of these systems: while these agentic systems can do amazing things when automatically-evaluable, robust test suites exist... you hit diminishing returns when you, as a human orchestrator of agentic systems, are making business decisions as fast as the AI can bring them to your attention. And that assumes the AI isn't just making business assumptions with the same lack of context, compounded with motivation to seem self-reliant, that a non-goal-aligned human contractor would have.

btown commented on Claude Opus 4.6   anthropic.com/news/claude... · Posted by u/HellsMaddy
GenerocUsername · 4 days ago
This is huge. It only came out 8 minutes ago but I was already able to bootstrap a 12k per month revenue SaaS startup!
btown · 4 days ago
The math actually checks out here! Simply deposit $2.20 from your first customer in your first 8 minutes, and extrapolating to a monthly basis, you've got a $12k/mo run rate!

Incredibly high ROI!

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btown commented on AI is killing B2B SaaS   nmn.gl/blog/ai-killing-b2... · Posted by u/namanyayg
btown · 4 days ago
> What they don’t know, though, is that a poorly architected system will fail, eventually. As every senior programmer (eventually) understands, our job is complex because we have to understand the relationships in the real world, the processes involved, and the workflows needed, and representing it in a robust way to create a stable system. AI can’t do that.

I have a strong feeling the future's going to look like this:

Company vibe codes to replace a SaaS.

Little do they know this creates a time bomb: fragile systems where fundamental architectural defects are papered over by humans who knew the underlying dynamics but didn't articulate them well enough during the initial "vibe-architecture," so they're forced to patching the "impedance mismatches" with data entry or with even more vibe coding.

Those humans are eventually laid off, because of course they are. Data quality rapidly deteriorates. Operational mishaps deteriorate relationships with human counterparties. Defects begin to cost thousands to millions.

Suddenly, there's demand: not for SaaS, but for actual service businesses. Consultancies that can parachute in, do actual domain-driven design, and un-vibe that code. They do have a stronger-than-ever pool of out-of-work engineers (many from the failed SaaS companies).

The SaaS companies that survive understand that the first S no longer stands for Software; it stands for Solutions.

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u/btown

KarmaCake day18113February 25, 2012
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Email: btown.hn@gmail.com
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