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Posted by fagnerbrack 15 hours ago

DeepSeek search and fetch – $0.75 per 1000 successful requests(api-docs.deepseek.com)
508 points | 251 commentspage 2
ggnore7452 2 hours ago|
Ran a few quick tests on my web-fetch bench. As much as I like DeepSeek, its search and fetch aren't very good (is quite cheap tho). You'd probably be better off using free services like Jina directly, or if you're going paid, Parallel, Firecrawl, Tavily and Exa are all pretty good now.
dsco 15 hours ago||
DeepSeek Flash really came at a bad time before the Anthropic IPO. I use this thing daily and it’s neck and neck with SOTA models. The search is one of the things setting it apart.
rjh29 15 hours ago||
It's absolutely not SOTA for vibe coding a whole app, but for guided work it is great.
platinumrad 14 hours ago|||
Is anyone actually oneshotting a whole app or even vibecoding one in multiple steps without it being "guided work"? I really wish announcements (like DeepSeek's recent one) would stop focusing on the ability of the model to spit out Minecraft clones on demand.
antoniojtorres 14 hours ago|||
Some people are trying to one shot entire companies
bahmboo 14 hours ago||
And failing.
IshKebab 13 hours ago||
Someone at work vibe coded a replacement for a entire third party SaaS that we were using in a week. Their version is better.

It wasn't one-shotted of course but I don't think there's much difference in the outcome between one-shot and like 100-shot over a week. That company is still doomed.

Think of something like Trello. Who is going to pay for that when you can easily vibe code something superior (yes you really can now).

rjh29 10 hours ago||
Open source companies somehow make money off enterprise contracts. People still don't want to be on-call if something breaks, or have to manage servers and backups. But making money off SLAs to implement new features will probably be a thing of the past.
IshKebab 8 hours ago||
Indeed, but only a tiny handful of companies have been successful with that business model, and they mostly make margin on things you'd have to pay for anyway like cloud services. No company is going to pay e.g. $15/user/month for Jira when they can get the same thing for free - better even. And yes it isn't an exaggeration to say you could vibe code something better than Jira. (Especially because that's a low bar!).

I'm kind of surprised nobody has done that yet actually. I guess Opus 5.5 has only been out for a very short time...

shafyy 3 hours ago|||
> No company is going to pay e.g. $15/user/month for Jira when they can get the same thing for free - better even

It wouldn't be for free though, would it? People need to build and maintain it (and there's LLM cost associated with it too).

Let's say you are a 5 person start-up. It makes much more sense to pay $15/user/month for services like Jira, Slack, Email etc. then to build and maintain everything yourself.

For super large companies, it might make financial sense to build some of the tools in-house. But then again, that probably already made sense for LLMs were a thing. But there is more to it than just the pure financials (i.e. salary).

IshKebab 2 hours ago||
You really don't need to be that large for it to make sense. A lot of these products are very rarely updated. Jira hasn't improved at all in the last 10 years as far as I can tell.

Maybe a 5 person company wouldn't do it. A 100 person one though? No brainer. And it only takes one to open source their solution.

muhfuhkuh 7 hours ago|||
The Red Hat or Canonical of vibe-coded/decomp/cloned software is just around the corner.

Slop curators and tech support shoulders to cry on. Could be lucrative.

MrScruff 14 hours ago||||
OP didn’t mention one-shotting.

There are plenty of use cases for the ability to quickly through together and refine an application without reviewing the code though.

gcanyon 14 hours ago||||
I have one-shotted the two most recent relatively complex apps I've tried:

1. a puzzle game with complex interplay, pieces to place, design vs. play mode, storing multiple solutions with the puzzle, and more. I've since iterated something like 200 times as I worked out the design etc., but the first iteration was 99% correct and what I asked for

2. a learn-to-read application with built-in stories (that the LLM wrote) the ability to import epub, text, and HTML, that uses the built-in speech libraries as a default, but also supports an open-source TTS library that I gave in the first prompt, tracks progress and problem workds, has multiple games to reinforce learning, and has a parental mode for tracking progress and configuring the tool overall.

Frankly I was stunned that Claude one-shotted that second app, there was a lot in the prompt, and it did it all. I fully expected to have to iterate on the first draft multiple times. But it worked out of the box.

IshKebab 13 hours ago|||
With Opus 5.5 you can vibe code a whole app without reading the code at all. Obviously you still have to tell it what to make.

With earlier models that doesn't really work. You really have to read the code and watch it like a hawk or it will make a big mess.

To put it another way, with lesser models you have to guide them at a code level. With Opus 5.5 you only have to guide it at an architectural / feature level.

microtonal 13 hours ago||
People said the same for 5.0, 4.8, 4.7, and...

I am not disputing that the models are getting better for vibe coding. But I think people have very different standards of what a 'big mess' or 'maintainable software' is.

himata4113 7 hours ago|||
The only meaningful improvements were opus 4.5 and now opus 5.5, people claiming otherwise are delusional. The gap between opus 4.5 and the next big thing was massive, now the same is true for opus 5.5 as much as I hate to admit it anthropic is running the show right now.
IshKebab 9 hours ago|||
They did but IMO they had very low standards. I have very high standards and Opus 5.5 pretty much meets them (at least for Rust).

"People said it before and it wasn't true then" isn't really an argument about it being true now. There are plenty of things that happened where the zealots jumped the gun with the hype. Bitcoin for example. "People said bitcoin was going to succeed in 2005, 2006, 2007...". Or even the web. It was mega hyped in the dot com boom and then crashed and of course loaaads of stupid people thought that was the end of it.

throwaw12 14 hours ago|||
which model is SOTA for vibe coding a whole app? I always use models+agents in guided setup

the moment there is a model which can code whole app, we can fairly say software engineering is done.

IshKebab 13 hours ago||
Opus 5.5 + Claude Code (or probably any agent harness; I don't think they make that much difference). I wouldn't say software engineering is done quite yet but yeah it's definitely never going to be the same.
redox99 15 hours ago|||
It's really not neck and neck with Opus 5.5.
lejalv 14 hours ago|||
Cost-adjusted,it might be ahead.

It's key to name the boundary conditions. Unlimited cost is a very HN assumption.

TomGarden 14 hours ago||
Max Subscription seems to be the HN assumption most of the time
eru 14 hours ago||||
Really depends on your use case.

You are right that there's plenty of use cases where Opus 5.5 is better.

gvfsa 14 hours ago||
If it depends on your use case then it’s not neck and neck…
eru 9 hours ago||
Why? I'm pretty sure I can find use cases for which DeepSeek is better.
Rodmine 11 hours ago|||
True, it isn't neck-and-neck. It's neck and balls. Deepseek's balls and Opus 5.5's neck. Whatever you can build with Opus 5.5, I can build in the same time, 1/500th the price with Deepseek Flash 4.1.
vrganj 15 hours ago|||
Or at a really good time, depending on who you ask.

Not everyone wants Anthropic to succeed.

jimbob45 14 hours ago||
If Anthropic or OpenAI fails, the other wins the US market, no? I’m oversimplifying but…that’s a pretty realistic possibility in the face of people thinking sinking one US AI company would hurt the greater US venture into AI.
cheema33 14 hours ago|||
> If Anthropic or OpenAI fails, the other wins the US market, no?

I am of the opinion that they both either succeed or they both fail. They are both losing money hand over fist and their model quality is pretty close to each other. There is not a whole lot that sets them apart.

nkmnz 14 hours ago|||
I agree on the analysis, but not on the conclusion. What makes you think that the conditions you describe are stable grounds for a duopoly where both could be successful at the same time?
tannertech 13 hours ago|||
If one fails the bubble pops so you're right.
vrganj 14 hours ago||||
What if both fail?
tourmalinetaco 14 hours ago||
If they did then Google would take over, and others would form from their competent engineers. Also, they don’t need to be profitable to succeed, they merely need to hype investors enough to ensure that their losses matter less than their growth projections.
tyrabound 10 hours ago|||
I wonder if Google won’t end up the last man standing in the end in the west, after Anthropic that they have a major investment and partnership with, and OpenAI crumble under their large financial burdens; while Google has a far deeper actual cash pockets, more diversified, broader and deeper bench in all related matters on top of the massive name recognition and… even if a bit brittle… a “community” of users through Gmail, Google.com, Google workspaces, etc. not to mention the TPU space and their quantum breakthrough.
vrganj 14 hours ago|||
What if all of them fail because the capitalist model of centralization followed by rent-seeking gets foiled by an open alternative?

That is explicitly the Chinese strategy.

Now, what if the largest capitalist economy went all-in on an AI that might no longer be sufficiently monetizable?

porridgeraisin 14 hours ago||
> explicitly the Chinese strategy

Oh come on, this post sounds like one of those twitter bots. No one seriously expected them to just give away billions in R&D for free, and they arent. The chinese model companies are actively moving away from the open source setup. Even state export controls.

vrganj 12 hours ago||
Let me quote the big guy himself:

> First, we should adhere to the principle of openness and win-win and boost innovation-driven development. As a new engine of world economic growth and an accelerator for the shift of growth drivers, AI is moving from the digital world into the physical world. We should seize this rare, historic opportunity to encourage open source, openness, collaboration and sharing. We should facilitate technological innovation, industrial development and scenario-based application of AI. We should make coordinated advances in the transformation and upgrade of traditional industries, the cultivation and growth of emerging industries and forward-looking planning for future industries, so that all sectors and businesses can benefit from AI

-- Keynote speech by Chinese President Xi Jinping at opening ceremony of 2026 World AI Conference

http://english.scio.gov.cn/topnews/2026-07/18/content_118605...

As a socialist myself, the above comment looks like a prime example of what Mark Fisher would call capitalist realism, the ideological belief that there is no alternative. The fact that somebody would think past quarterly earnings appears unthinkable to the committed ideologue.

They wouldn't give away R&D for free, they would give it away to destroy the capitalist mode of production, as outlined above. If that isn't a worthy goal from China's perspective, then I don't know what would be.

China isn't the US. They don't share the same ideology, strategy or conclusions.

As for the export controls, they explicitly exempt already-open models and set up an automated streamlined process for future ones.

porridgeraisin 4 hours ago||
> As for the export controls, they explicitly exempt already-open models

Well... obviously. What the fuck is the point of export controlling an already open model.

> for future ones

Nope. >2T models (i.e todays frontier) is explicitly not allowed.

Also see: https://www.reuters.com/world/asia-pacific/china-proposes-ad...

> China isn't the US. They don't share the same ideology, strategy or conclusions.

Money and power know no ideology. They do pretty much the exact same things as the US as well (from a 3rd country's POV). They expand territory, they capture industries, etc, etc, etc,.

> Keynote speech by Chinese President Xi Jinping

Do you take the same literal interpretations of other politicians' speeches? Surely you know thats politicking, the same way every G2/G7 leader says they want a collaborative world blah blah but it's naive to not know that it is cutthroat competition in reality.

> they would give it away to destroy the capitalist mode of production

Well, I won't take that dream away from you, but you're gonna be disappointed in this particular case, in our lifetime, with this particular country, atleast :)

Hamuko 14 hours ago||||
No? Why would either of one of those have to win? Even if you limit yourself to US companies only, Google and Meta still exist.
dgellow 9 hours ago|||
The others, plural, meaning Gemini, Muse, and all the open weight models hosted by a competitive landscape of US providers. There is plenty of American players in the space outside of OpenAI and Anthropic if that’s the only thing you care about.

If Anthropic and OpenAI economics are as bad as they seem to be they deserve to fail, others will take over the remaining market. It’s not a team sport

sudo_cowsay 15 hours ago|||
i thought open models weren't SOTA. therefore not neck and neck... in your experience, do you think it depends on your type of work?
ra 15 hours ago|||
They're about half a gen behind. Very impressive to get this kind of utility from a flash series model... the impact of RL seems to be behind much of the coding and agentic improvements lately.
blntechie 14 hours ago|||
In my experience, for coding, they are pretty much SOTA. Maybe not for other sciences and problem solving.
meerita 14 hours ago|||
Models are comming every 4-6 months. Anthropic, OpenAI, all of them know this.
brianjking 14 hours ago||
4-6 months? Try between 8-18 days for a foundation lab release.
dudisubekti 14 hours ago|||
> bad time

Regardless of the performance metrics... why bad time?

Deepseek is more like a pet project with huge state backing, and they don't seem to compete with Anthropic in terms of profitability.

throwa356262 12 hours ago||
Deepseek is profitable.

Anthropic is most likely not. Despite bilions of state funding and contracts.

altmanaltman 15 hours ago||
It literally is not though... even DeepSeek doesn't claim that. It's just super cost-effective
codeugo 3 hours ago||
Does anybody use https://www.anysearch.com/ ?
himata4113 7 hours ago||
I wonder if providers do this so they can 'scrape' for 'free' because the customers pay for it? They all seem to have an abstraction around search rather than suggesting the use of native search apis.
thatxliner 1 hour ago||
they had this for a while now under the Anthropic API
killingtime74 59 minutes ago|
The anthropic API was serving the deepseek search API?
shaunpud 10 hours ago||
I "fetched" a website with hyperlinks and it only returned the text, which makes it a bit irrelevant?
hartator 3 hours ago||
How does the quality compare to SerpApi?
fullstackwife 10 hours ago||
I started to think differently about web search for agents, instead of traditional index, I would prefer to have an agentic WALKER that literally walks through pages and finds out whats needed, even if seeded with some initial web search.
jeromechoo 7 hours ago||
Wouldn’t searching an index be faster? Unless you’re really digging through a site for some super deeply nested link?
thenthenthen 8 hours ago|||
I needed to find a word on a wayback archived website. Could not. So I scraped the waybackmachine pages to .md… and found it that way… sorry Archive.org
ctippett 8 hours ago||
I like the idea, but its a surefire way of bloating the context. Although I guess you'd want a subagent to do the search.
gvfsa 14 hours ago||
Can someone explain why fetch costs money. I thought it was your locally-running harness doing it. How can they charge you for that?
BlackRabbit1 14 hours ago||
Most of your local requests will fail (with Python/Curl/whatever) if you are not using a remote-controlled Firefox/Chrome. And even then you will be bitten brutally by captchas, rendering them basically unusable for mass requests. So it's better to outsource your web search to an external service with a stable API.

The existing search machines that offer free APIs for local harnesses are super bad with low quality.

This is worth the invest as LLMs can be guided closer to existing information/code to adapt it.

hobofan 13 hours ago||
> I thought it was your locally-running harness doing it.

That is rarely the case (see sibling comment for reasons). Even open source harnesses will usually guide you to connect a hosted provider for that.

apiclay 11 hours ago|
This is nice. Does search include their LLM data, or does it do real-time search like Perplexity?

We are building our own in-house search API/MCP too, with anti-bot and CAPTCHA workarounds, and we plan to launch Monday morning.

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