Sangmin Lee

Most sites have JSON-LD. Almost none treat it as a system. Multiple scripts. Duplicated entities. No shared graph. Looks fine to humans. Breaks machine reasoning. This is why AI answers drift. Code is here for anyone curious: github.com/ranklabsai/ran…

@Samaytwt But it’s true but can’t vibe code as in your app is going to be brittle

Unpopular opinion: If you can't code, you can't vibe code.

@Mishi_2210 2

@trikcode Lol at least 5 years experience is getting hired. Wait til you reach 10+ it takes 6 to 12+ months to get hired. Even with FAANG and other notable companies in your resume. I got buddies going on 13+ months back in school for nursing.

TODAY a job posting required: • 5 years experience • Master’s degree • Fluent in 3 languages • Expert in AI tools Salary: $45,000 The audacity in 2026 is unmatched 🤡

@0xleegenz Made $24k last month. $16,800 post taxes - $0 rent - $2000 property tax (NJ) - $2000 cars & insurance - $300 fuel - $600 utilities - $2600 groceries - $800 health insurance - $80 subscriptions - $3280 kids’ tuition - $800 family outings - $4200 wife’s spending $140 saving💀

People think $15k/month is enough After tax $10,500 - $2000 rent - $3000 cars - $800 fuel - $200 utilities - $1000 food - $300 random stuff - $1000 travel expenses - $1000 shopping - $500 health - $200 gym Total: $10,000 You're left to survive with $500

@Screwdriverx2 @0xleegenz Where do you live while you don’t pay rent? Out on the streets? What if you don’t got family to take you in?

@hugh_reksh20038 @0xleegenz What state do you live in to pay $200 in groceries to last you 1 month? Are you just surviving on beans and rice? WTF your medical bill will be 1000x+

@itx_kenniah Damn some people shouldn’t make videos with AI

Your breath won’t stay fresh… And this is the real reason why...

@vibeonX69 @shareaieasy It has its benefits but I wouldn’t say it’s the best

@shareaieasy Mac is best among all, once you use it you never switch back to windows

Which OS are using? -Mac -Windows -Linux

@vibeonX69 I use all three

@0xgisselle 1BTC

would you rather 1 btc or a beach date with me? 🤔

@manojdotdev Time

What's stopping you from coding like this ?

@emanueledpt Well what’s the bug?

I’ve been having a bug since 9pm it’s now 3:40am Claude credits are done Codex can’t fully solve it Gemini is even worse I’m fucked

Well I grew up in a family involved in the food industry. Running a restaurant is definitely not easy especially dealing with variety of people. But let me tell you that tipping system is broken. Restaurant owners are taking advantage of it. If you’re a restaurant owner and paying your employees the restaurant version of minimum wage and disagree with my statement then you’re a hypocrite. Restaurants can afford to pay $15 an hour with proper management. If you’re not getting enough customers to be able to afford that then you don’t know how to run a restaurant business and that includes picking the wrong location or serving food that doesn’t meet the standard of the neighborhood. Those who believe customers should tip 15%+ than you should tip teachers, real estate agents, lawyers, and software engineers. Surprisingly software engineers are being underpaid despite their $100k+ salary. The amount of work they put in and mental load they deal with is far beyond waiting tables at a restaurant. If my comment triggers any kind of uncomfortable emotion then it’s because your opinion is irrational.

We went to a dinner as a group and had a $500 bill. We tipped $40. We were happy we can be able to give our server something, but her reaction was the opposite. She told us she assumed we're going to give her at least $120. When we asked for the manager, she said she was just joking, but she wasn't smiling at all. Idk, but is $40 tip enough for $500 bill? I just feel like expecting $120 is not realistic. ~Lea Robertson

@dev_maims It’s not easy to find the right group

The urge to get a group like this and make cool shits together.

@VectorGapAI It would be funny if you can get AthenaHQ as your client. Look at their technical on their landing page and tell me they don’t look fishy. I mean exGoogle who worked on one if their AI products, been around over 1 year, got millions in funding, and zero AI optimization…

82% of YC startups are invisible in organic search. But the real question nobody asks: how many show up when you ask ChatGPT or Perplexity for recommendations? Traditional SEO metrics miss the AI discovery layer entirely. Are you tracking your AI visibility? #GEO #AISearch

100%. Retrieval vs parametric is the fault line most playbooks ignore. On the schema graph question: yes, entity resolution is the core, but with a specific goal. We are trying to create a consistent baseline a model can reason over without conflicting signals. Most sites technically have schema, but in practice it is fragmented, duplicated, and injected by multiple tools. From a model’s perspective that means multiple near-identical entities and probabilistic guessing. Collapsing that into a coherent graph gives both RAG systems and parametric models the same starting point. Less contradiction, less ambiguity. The reason we care is simple: without a stable baseline, you cannot produce reliable signals, and without reliable signals, businesses cannot trust downstream metrics that tie back to revenue. Optimization tactics change. A consistent baseline is what makes measurement and attribution possible at all.

this is the right question and honestly most GEO vendors cant answer it the retrieval vs generation distinction alone invalidates half the "optimization" playbooks out there. what works for RAG-based systems (Perplexity) is completely different from parametric knowledge (ChatGPT without search) we built our system around testing actual model responses across 5 LLMs with varying prompts -- because the grounding mechanisms are different per model. not a strategy deck, measurable signals curious about your schema graph approach -- is ranklabs trying to solve the entity resolution piece specifically?

Serious question for AEO / GEO specialists. How can anyone claim to provide a complete AI visibility solution without a deep, working understanding of how AI systems actually reason? Not prompts. Not content playbooks. Not “LLMs like FAQs.” I mean: • retrieval vs generation • entity resolution • grounding • schema graphs • ambiguity + conflict resolution • why hallucinations happen Real enterprise solutions eventually expose technical surfaces: SDKs. Specs. Tooling. System models. So why does AEO/GEO stop at strategy decks? If it’s proprietary, where’s the technical framework? If it’s not technical, why is it sold as an AI solution? Opinions don’t scale in AI. Systems do.

@thesohom2 Thank you but they have rescheduled...

@smleedev congrats man great to see you land that enterprise brand pilot

Today was one of those days. An enterprise brand reached out to talk about a pilot. Exciting and terrifying at the same time. After weeks of silence and uncertainty, this felt big. Nothing is guaranteed yet, but days like today make the grind feel worth it. Grateful to Jesus. Grateful for my family. They are part of why I keep showing up, even on the hardest days. You don’t lose until you quit.

@Wisdom_HQ @allandoodle1 Is it the customer’s problem that the owners are exploiting laws set by idiots? Why don’t we tip for everything we buy? Exactly the employer should be more ethical about their employees wage. Tipping shouldn’t be forced with any kind of reasoning. It’s a natural response.

@allandoodle1 Makes sense (there are some countries where it's considered impolite to tip). But servers earn minimum wages, don't you think it's a good culture to have?

Be HONEST