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Queueing Theory v2: DORA metrics, queue-of-queues, chi-alpha-beta-sigma notation

https://github.com/joelparkerhenderson/queueing-theory
1•jph•9m ago•0 comments

Show HN: Hibana – choreography-first protocol safety for Rust

https://hibanaworks.dev/
2•o8vm•11m ago•0 comments

Haniri: A live autonomous world where AI agents survive or collapse

https://www.haniri.com
1•donangrey•11m ago•1 comments

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•24m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•27m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
1•helloplanets•30m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•38m ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•39m ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•41m ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•41m ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
1•basilikum•44m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•44m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•49m ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
3•throwaw12•50m ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•50m ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•51m ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•53m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•57m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•59m ago•1 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
2•mgh2•1h ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•1h ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•1h ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•1h ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
2•lifeisstillgood•1h ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•1h ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•1h ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•1h ago•1 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•1h ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•1h ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•1h ago•0 comments
Open in hackernews

I spent $1000 on Google Ads and here's what I learnt

6•smallbusiness•2mo ago
I have a small business (service) and I ran multiple ad campaigns on Google. $1000 might not be a lot when compared to agencies or billion dollar companies but it is a very big amount for me since I am still in early stages.

During my campaigns I also spent time with Google Ad Strategists to go through my campaigns. It just seems like a fancy title for 'Sales people', and I felt that their suggestions are to make users spend more.

Here is what I learned -

Display Ads - Almost all clicks from Display Ads were invalid and it appears they come from Kids clicking on Apps/Games on phones/tablets. I generated 0 sales from these campaigns despite doing many optimizations. I did let the ad specialist know however I felt they are trained not to acknowledge this.

Performance Max campaigns - Didn't give a positive Return on Investment - It felt the campaign was optimized for me to spend more than give actual return. Part of the reason being it's running Display Ads and overbidding on many of the keywords. The campaign barely generated any sales and most of them were because the campaign ended up spending for ranking for my own brand name. Performance Max was bidding 30x-50x for my keywords so when I moved those keywords to a search campaign, I was paying only few cents.

Search Campaigns - For small business they just seem too expensive to run besides ranking for my own brand name.

Most of the suggestions by Ad Specialists during my conversation included - Increasing the budget, increasing cost per click. If my campaigns were not doing well, I am not sure how those would have helped me (considering the cost was already high enough)

No suggestions by the specialists were made on how to reduce invalid clicks for the campaigns.

No replies were received when I reported poor sales performance.

I feel like the strategists are just trained to churn through as many advertisers as possible, advise them to spend "more" for the system to learn but not focus on actual results.

Comments

smallbusiness•2mo ago
In regards to Display Ads, I am hoping the Regulators step in - I am concerned that Google is running something similar to a Click Farm where almost all clicks are Invalid and they are aware but benefiting massively from it.
joegibbs•2mo ago
I never ever listen to any of the stuff the people there tell you, and I never listen to any of the advice that shows up on the ads UI (suggested bid, things you can supposedly do to increase performance). I think it's all a bit of a scam to get you to pay more. What does work, I think, is to change up your targeting to get the right audience as precisely as possible, and to make the ad content work as well as possible with that audience.
Sabr0•2mo ago
Thanks a lot for the feedback!
KomoD•1mo ago
> I felt that their suggestions are to make users spend more.

Duh? That's their job.