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Tech Edge: A Living Playbook for America's Technology Long Game

https://csis-website-prod.s3.amazonaws.com/s3fs-public/2026-01/260120_EST_Tech_Edge_0.pdf?Version...
1•hunglee2•46s ago•0 comments

Golden Cross vs. Death Cross: Crypto Trading Guide

https://chartscout.io/golden-cross-vs-death-cross-crypto-trading-guide
1•chartscout•3m ago•0 comments

Hoot: Scheme on WebAssembly

https://www.spritely.institute/hoot/
2•AlexeyBrin•6m ago•0 comments

What the longevity experts don't tell you

https://machielreyneke.com/blog/longevity-lessons/
1•machielrey•7m ago•0 comments

Monzo wrongly denied refunds to fraud and scam victims

https://www.theguardian.com/money/2026/feb/07/monzo-natwest-hsbc-refunds-fraud-scam-fos-ombudsman
2•tablets•12m ago•0 comments

They were drawn to Korea with dreams of K-pop stardom – but then let down

https://www.bbc.com/news/articles/cvgnq9rwyqno
2•breve•14m ago•0 comments

Show HN: AI-Powered Merchant Intelligence

https://nodee.co
1•jjkirsch•16m ago•0 comments

Bash parallel tasks and error handling

https://github.com/themattrix/bash-concurrent
2•pastage•16m ago•0 comments

Let's compile Quake like it's 1997

https://fabiensanglard.net/compile_like_1997/index.html
2•billiob•17m ago•0 comments

Reverse Engineering Medium.com's Editor: How Copy, Paste, and Images Work

https://app.writtte.com/read/gP0H6W5
2•birdculture•23m ago•0 comments

Go 1.22, SQLite, and Next.js: The "Boring" Back End

https://mohammedeabdelaziz.github.io/articles/go-next-pt-2
1•mohammede•28m ago•0 comments

Laibach the Whistleblowers [video]

https://www.youtube.com/watch?v=c6Mx2mxpaCY
1•KnuthIsGod•30m ago•1 comments

Slop News - HN front page right now as AI slop

https://slop-news.pages.dev/slop-news
1•keepamovin•34m ago•1 comments

Economists vs. Technologists on AI

https://ideasindevelopment.substack.com/p/economists-vs-technologists-on-ai
1•econlmics•36m ago•0 comments

Life at the Edge

https://asadk.com/p/edge
3•tosh•42m ago•0 comments

RISC-V Vector Primer

https://github.com/simplex-micro/riscv-vector-primer/blob/main/index.md
4•oxxoxoxooo•46m ago•1 comments

Show HN: Invoxo – Invoicing with automatic EU VAT for cross-border services

2•InvoxoEU•46m ago•0 comments

A Tale of Two Standards, POSIX and Win32 (2005)

https://www.samba.org/samba/news/articles/low_point/tale_two_stds_os2.html
3•goranmoomin•50m ago•0 comments

Ask HN: Is the Downfall of SaaS Started?

3•throwaw12•51m ago•0 comments

Flirt: The Native Backend

https://blog.buenzli.dev/flirt-native-backend/
2•senekor•53m ago•0 comments

OpenAI's Latest Platform Targets Enterprise Customers

https://aibusiness.com/agentic-ai/openai-s-latest-platform-targets-enterprise-customers
1•myk-e•55m ago•0 comments

Goldman Sachs taps Anthropic's Claude to automate accounting, compliance roles

https://www.cnbc.com/2026/02/06/anthropic-goldman-sachs-ai-model-accounting.html
3•myk-e•58m ago•5 comments

Ai.com bought by Crypto.com founder for $70M in biggest-ever website name deal

https://www.ft.com/content/83488628-8dfd-4060-a7b0-71b1bb012785
1•1vuio0pswjnm7•59m ago•1 comments

Big Tech's AI Push Is Costing More Than the Moon Landing

https://www.wsj.com/tech/ai/ai-spending-tech-companies-compared-02b90046
5•1vuio0pswjnm7•1h ago•0 comments

The AI boom is causing shortages everywhere else

https://www.washingtonpost.com/technology/2026/02/07/ai-spending-economy-shortages/
3•1vuio0pswjnm7•1h ago•0 comments

Suno, AI Music, and the Bad Future [video]

https://www.youtube.com/watch?v=U8dcFhF0Dlk
1•askl•1h ago•2 comments

Ask HN: How are researchers using AlphaFold in 2026?

1•jocho12•1h ago•0 comments

Running the "Reflections on Trusting Trust" Compiler

https://spawn-queue.acm.org/doi/10.1145/3786614
1•devooops•1h ago•0 comments

Watermark API – $0.01/image, 10x cheaper than Cloudinary

https://api-production-caa8.up.railway.app/docs
2•lembergs•1h ago•1 comments

Now send your marketing campaigns directly from ChatGPT

https://www.mail-o-mail.com/
1•avallark•1h ago•1 comments
Open in hackernews

The Parallel Search API

https://parallel.ai/blog/introducing-parallel-search
123•lukaslevert•3mo ago

Comments

BinaryIgor•3mo ago
Interesting, but I'm not totally convinced that searching for LLMs is different than for us (humans). In the end, we both want to get information that's relevant to our query (intent). Besides, I wonder whether there will be able to convince big players like OpenAI to use them, instead of Google Search with its proven record :)
namegulf•3mo ago
You're right, at the end the final end user is human.

The major difference is the how the data is structured for consumption.

paragagrawal•3mo ago
Does this help? https://x.com/paraga/status/1986480529701806324
nahnahno•3mo ago
The fact that GPT-4.1 was the judge does not convince of the validity of the bench.
tacoooooooo•3mo ago
it's an odd choice. I'd be curious why they picked that. it's not the cheapest, most expensive, best, or worst.

It does have a relatively large context window, and ime is very good at format adherence

lukaslevert•3mo ago
You may be looking at our first benchmarks on the homepage— the latest ones for the Search API were conducted against GPT-5: https://parallel.ai/blog/introducing-parallel-search
ripped_britches•3mo ago
It’s probably just that they started before gpt 5 was released. It’s a good judge.
hartator•3mo ago
Congrats on the launch!
aabhay•3mo ago
The latency of 5s for the basic tier search request is very confusing to me. Is that 5s per request or 5s per 1k requests? If it is indeed 5s per request that seems like a deal breaker
pegasus•3mo ago
This is a search agent available in the cloud. The site mentions that they doesn't optimize for being "done in milliseconds and as cheaply as possible", and that they do a lot more work like extracting relevant paragraphs and "Single-call resolution for complex queries that normally require multiple search hops" and more. Geared to be consumed by other agents, hence the latency may be tolerable. They have the advantage of running the agent code close to the index so less expensive searches. Basically, this is something in between a simple google search and a "deep research" or at least "thinking" LLM call.
paragagrawal•3mo ago
In agentic use cases, we save on end-to-end latency by spending more time and compute on individual searches. This happens because agents do fewer searches, use fewer tokens, and end up using fewer thinking tokens when using the Parallel Search API.
petralithic•3mo ago
How would the product work if for example I just wanted to get basic information from various websites, such as "how many calories are in a McDonald's hamburger?" I'm creating a product that tracks calories via natural language and I'd want a structured JSON back of calories, grams of fat, protein, carbs etc. What API would I use for that, the Chat API one?
lightningflash•3mo ago
Yes, the chat api is great for this: https://docs.parallel.ai/chat-api/chat-quickstart.
bfeynman•3mo ago
the need for more web search indices is indeed dire given landscape with agents and providers turning into walled gardens means that independent ones are definitely going to be needed, but just seems insurmountable when building actual index is so costly. Maybe just purely pareto efficient of serving 80% of requests or something is good enough.
paragagrawal•3mo ago
not insurmountable
apsurd•3mo ago
Human | AI toggle is cool.

Obligatory: information-dense format is valuable for humans too! But the entire Internet is propped up by ads so seems we can't have nice things.

NetOpWibby•3mo ago
I was pleasantly surprised by this toggle too, very neat.
riskable•3mo ago
I've been saying for quite some time now that AI is going to kill the traditional (free) search engine. This is just another nail in the coffin.

When an AI searches google.com for you, the ads never get shown to the user. Search engines like kagi.com are the future. You'll give the AI your Kagi API key and that'll be it. You won't even need cloud-based AI for that kind of thing! Tiny, local models trained for performing searches on behalf of the user will do it instead.

Soon your OS will regularly pull down AI model updates just like it pulls down software updates today. Every-day users will have dozens of models that are specialized for all sorts of tasks—like searching the Internet. They won't even know what they're for or what they do. Just like your average Linux user doesn't know what the `polkit` or `avahi-daemon` services do.

My hope: This will (eventually) put pressure on hardware manufacturers to include more VRAM in regular PCs/consumer GPUs.

gethly•3mo ago
> AI is going to kill the traditional (free) search engine

Yes, this has been issue for for many content creators. I predict that because of this, a lot of internet will get behind a paywall. I run one, so I hope the future is bright, but overall this is very bad for the internet because it was never intended to be used this way. Sure, it will be great for users to save unimaginable amount of time searching manually, but if websites lose traffic, well...that is the end of the internet as we know it.

NitpickLawyer•3mo ago
> that is the end of the internet as we know it.

Eh. Some of us remember an internet before the free-with-advertising became the norm. In the 90s and early 2000s people were putting stuff online for free with no desire to monetise that content. And it was way more expensive back then to do so. Today you can host a personal blog for less than a coffee. I for one wouldn't mind going back to people sharing stuff for the fun of it, isntead of the myriad of content that's only there to promote/sell/advertise for this and that.

gethly•3mo ago
I remember. But you forgot one fact - the amount of users online was miniscule compared to what we have today. That is the bane of everything - saturation. You keep diluting a good thing until only a faint memory of it remains.
riskable•3mo ago
Inflation might help the situation; by making microtransactions a more realistic prospect. However, what would really help would be to end Visa, MasterCard, and American Express's monopoly on payments—where they extract at least $0.30 out of every transaction.

I used to work for the credit card industry like 15 years ago (damn, I feel old now). Back then, you know how much a credit card transaction actually cost (them)? $0.00001 (or something like that). That accounts for all the people they had working for them, the infrastructure, the servers, etc. It'd be even less today.

There's no reason for them to exist. The government should just setup a central bank transfer system with unlimited free transactions already. Or even better: Mandate that banks can't charge fees for transactions. Not to consumers or businesses! They already make enough money to more than make up for it (Source: I work for a bank and transaction fees are nothing but pure profit since there's basically zero cost associated with them).

tyre•3mo ago
I agree that they are a cartel tax on the economy, but their costs are higher than that. They are also taking on risk from credit. If your card gets stolen, the thief buys a $3k surfboard, and then you get refunded, they are out the $3k.

They are also paying for the rewards on top of the points given out.

Again, not saying they’re not making a ton of profit. It’s higher than you’ve said, though.

gethly•3mo ago
You are mixing debit and credit cards here. Debit cards have essentially no protection, only credit cards as they are literally loans and lenders invest in protection of their debtors to make them popular.
Xss3•3mo ago
Chances are it could be similarly expensive because cobol devs are more expensive now? Is very old but still scalable infrastructure really much cheaper to run now?
gethly•3mo ago
I absolutely agree. I have designed the platform to use wallets, so I never involve a third party in my business or the business of the content creators and risk being financially deplatformed(famously often done by Stripe and Paypal). I wanted to give users a chance to use payment cards to deposit money into their wallets, as people are used to paying online with cards, but as the platform provides no service in return, this was incompatible with policies of payment processors and card providers. So users have to make a bank transfer. Thankfully European SEPA payments are nowadays wide-spread and can be instant. People have banking apps on their phones, so it is even faster than using a card. But the use of cards for online payments is seeded too deep for modern users to find this comfortable, yet. Anyhow, I think we are slowly moving away from cards and in time they will hopefully become a thing of the past as internet has been around for ages and cards fulfil absolutely no useful function that cannot be supplement by decentralised solution by modern banks.
paragagrawal•3mo ago
I worry about this too. Some thoughts on how we plan to tackle this challenge are here: https://parallel.ai/about
stephantul•3mo ago
I fully agree, except that I think this will still be a very “power user” thing. Perhaps this is also what you mean because you reference Linux. But traditional search will be very important for a very long while, imo
lukaslevert•3mo ago
There are very broad consequences for a world that no longer accesses the web primarily through Google Search. We're building for that too!
purplecats•3mo ago
> I've been saying for quite some time now that AI is going to kill the traditional (free) search engine

if you say it for long enough, i'm sure you will be right!

gm678•3mo ago
Same pricing as Google search APIs, for what it's worth
tcdent•3mo ago
Search accuracy, when used in the context of an agent, is so important because when you are delivered search results which are incorrect, the agent tends to interpret them as fact because they come from a "credible" source. So, this is very much an industry that still has plenty of room for improvement, and I'm excited to see how this product performs.
barapa•3mo ago
I don't really understand this. You can and should tell the llm the source of the search results.
srameshc•3mo ago
I like Parallel and been using it for tests but I am not sure about the terms.

> The materials displayed or performed or available on or through our website, including, but not limited to, text, graphics, data, articles, photos, images, illustrations and so forth (all of the foregoing, the “Content”) are protected by copyright and/or other intellectual property laws. You promise to abide by all copyright notices, trademark rules, information, and restrictions contained in any Content you access through our website, and you won’t use, copy, reproduce, modify, translate, publish, broadcast, transmit, distribute, perform, upload, display, license, sell, commercialize or otherwise exploit for any purpose any Content not owned by you, (i) without the prior consent of the owner of that Content or (ii) in a way that violates someone else’s (including Parallel's) rights.

pegasus•3mo ago
IANAL but think this is to remind you that fragments of text it returns to you after pulling them from various sites in response to your query are protected by whatever copyright notices might be found on those websites. Seems reasonable to me.
dragonwriter•3mo ago
As it written it makes part of your agreement with Parallels not to use anything provided via the service without the prior consent of the content owner even if it doesn't violate any legal rights to do so. It may merely be poorly written, but I wouldn't rely on that.
ddp26•3mo ago
Hi Parag, congrats on the launch. We'll try this out at FutureSearch.

I agree there is a need for such APIs. Using Google or Bing isn't enough, and Exa and Brave haven't clearly solved this yet.

amnigos•3mo ago
Congrats Parag and team on the launch, I am impressed by the quality and latency of Parallel search APIs.
hamasho•3mo ago

  > Traditional search engines were built for humans. They rank URLs, assuming someone will click through and navigate to a page. The search engine's job ends at the link. The system optimizes for keywords searches, click-through rates, and page layouts designed for browsing - done in milliseconds and as cheaply as possible.
  > ... AI search has to solve a different problem: what tokens should go in an agent's context window to help it complete the task? We’re not ranking URLs for humans to click— we’re optimizing context and tokens for models to reason over.
I also want a search engine which ranks the results based on how it's useful to reason about, not how it can sell potential ads by invoking false rage or insecurities. And it would be better if unrelated information or fancy gimmicks are removed from the website like Reader View.
keeganpoppen•3mo ago
it’s funny because this is literally how Google USED to work. sigh.
davidsainez•3mo ago
Saw this post. clicked on pricing. "Run up to 20,000 requests for free", ok lets try it. sign up for an account. click on playground. try a query -> balance is insufficient. then I clicked on "pricing" tab inside of the dashboard (https://platform.parallel.ai/pricing), no mention of any free requests.

I pay for a lot of tools, but patterns like this leave me with a really bad impression.

nextworddev•3mo ago
+ apps that make it hard to cancel on a self serve basis

I tried cancelling Exa (search) and they had me email the support, which they ignored and required a follow up. Then they had the nerves to ask for feedback.

Havoc•3mo ago
In some jurisdictions this is now illegal. e.g. UK Digital Markets, Competition & Consumers Act 2024

https://sintons.co.uk/sintons_i_p/new-laws-protecting-consum...

kshelat•3mo ago
hi-this is unexpected. new users should receive free credits. we're looking into the bug. happy to help if you can email support@parallel.ai
drewbitt•3mo ago
I did not get it either. Let me know when new users can trial the product.
kanodiaayush•3mo ago
I'm really excited to try out your deep research apis, the benchmark results look really interesting and the pricing is compelling.
FridgeSeal•3mo ago
Oh look, another company choosing to use <extremely generic, non differentiating term> as their company name.

I get that everyone wants to piggyback on the common-ness of words, but it'd be a lot cooler if they _didn't_.

rishabhparikh•3mo ago
Typescript SDK link is broken: https://docs.parallel.ai/resources/typescript-sdk
kshelat•3mo ago
hi -- fixed this. thanks for letting us know.
bakigul•3mo ago
Human and machine choose looks really good
Jotalea•3mo ago
it's pretty interesting how there is a toggle to switch between "human" and "machine" styles for the website, the latter being the same site with the same information, but displayed using a markdown format.
neya•2mo ago
As an aside, because they used the chart legend and the data point the exact same text and icon (just a dot), at first, I thought the accuracy was 0% since I had scrolled half-way through and it took me a good few seconds to see the 47% on the top after scrolling up again. Please always use different illustrations for the legend and the actual datapoint.

https://ibb.co/fVb4MVLF