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Samee Zahid • Optimism is, in the first instance, a way of explaining failure, not prophesying success — 18 websites ranked by shared content topics, category and on-page relevance.

Each result shows its full tech stack, contacts and AI-policy — not just a name · Browse all sites in Artificial Intelligence →

Domain	Match	Title	Country/Lang	Category	AI files	Contact	AI-protection
hightech.ink ↗	64 match 2 shared topics	Hayk Marikyan — engineering in the AI era · HighTech	en	artificial-intelligence	robots llmsaihumans	emailphone	partial · 8
datasciencespace.com ↗	64 match 2 shared topics	DataScienceSpace \| Data Science, AI & Machine Learning Blog	en	artificial-intelligence WordPress	robotsllmsaihumans	emailphone	none
ifdmk.dev ↗	63 match 2 shared topics	ifdmk.dev — Field notes on language-model failure modes	en	artificial-intelligence	robots llmsaihumans	emailphone	none
forgeai.biz ↗	63 match 2 shared topics	Forge AI — The AI that gives you the file, not just the answer.	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
ifandwhen.org ↗	63 match 2 shared topics	If and When \| Writing from inside the machine.	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
imaginingthedigitalfuture.org ↗	63 match 2 shared topics	Homepage - Imagining the Digital Future Center	en	technology-and-computing WordPress	robotsllmsaihumans	emailphone	none
failbench.com ↗	63 match 2 shared topics	FailBench \| Failure Mode Benchmark	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
instant.ai ↗	63 match 2 shared topics	Instant	en	technology-and-computing	robotsllmsaihumans	emailphone	none
dorianbrown.dev ↗	63 match 2 shared topics	Dorian Brown – Finding signal and escaping the noise	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
hellogumbo.com ↗	63 match 2 shared topics	Gumbo - Building the Future of Work	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
humankindjournal.org ↗	63 match 2 shared topics	All the most interesting from the IT field on the humankindjournal	en	technology-and-computing WordPress	robotsllmsaihumans	emailphone	none
inspectagents.com ↗	63 match 2 shared topics	AI Agent Testing & Safety Platform - Prevent Chatbot Failures	en	artificial-intelligence	robots llmsaihumans	emailphone	none
improveprompt.ai ↗	63 match 2 shared topics	Free AI Prompt Optimizer & Learn Prompt Engineering \| ImprovePrompt	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
viraviotech.com ↗	63 match 2 shared topics	ViravioTech – Exploring the Future of AI & Technology	en	technology-and-computing WordPress WooCommerce	robots llmsaihumans	emailphone	none
remainingtokens.com ↗	63 match 2 shared topics	Remaining Tokens · Showcase tiny projects built with leftover AI tokens	en	artificial-intelligence	robotsllmsaihumans	emailphone	partial · 8
bloodinthemachine.com ↗	63 match 2 shared topics	Blood in the Machine \| Brian Merchant \| Substack	en	technology-and-computing	robotsllmsaihumans	emailphone	none
hydrogenpr.dev ↗	63 match 2 shared topics	Hydrogen - Context first PR reviews	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
instantpurge.com ↗	63 match 2 shared topics	Instant Purge: invalidating cached content in under 150ms	en	artificial-intelligence	robotsllmsaihumans	emailphone	none

How the match score works

Each match is a 0–100 similarity score — the higher it is, the more two sites resemble one another. It’s computed automatically from our own crawl data (never from what a site says about itself) by combining several independent signals, so a high score means several of them point the same way:

shared topics how many of the same fine‑grained content topics (IAB sub‑categories) both sites cover — the main signal.
same category whether they sit in the same business / industry category.
content & title how closely their titles and page descriptions line up in wording and meaning.

No single signal decides the result — they’re blended together. Treat the score as a way to rank candidates rather than an absolute percentage; the chips on each result show which signals contributed.