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19 projects
API providing token-level citations for LLM output grounded in attention analysis.
apoorvumang · HN
TokenPath – token-level citations for LLM output, read from attention
Independent model readings, explicit disagreement, human decision gates, and verifiable research receipts.
@chatmouthai · X
AI search engine that grounds answers in verbatim quotations from sources.
u/Lise_vine23 · Reddit
I made a free, accuracy based alternative to Perplexity Hey everyone! I’m excited to share an early beta of Ping — a free, accuracy based alternative to Perplexity, Google AI mode, and ChatGPT search Here’s what makes Ping different: Accuracy : To me the problem was the AI search was too inaccurate sometimes I always found myself checking the sources and seeing something completely different, Ai search engines today summarize links. Perplexity states: "When you ask Perplexity a ques
Send your question to a panel of LLMs that peer-review each other and return one synthesized answer.
u/Puzzleheaded-Log-27 · Reddit
Building a multi-model AI deliberation tool taught me something about trust LLM Counsel isn't another wrapper around one model - it sends your question to a panel of frontier LLMs, has them peer-review each other anonymously, and an impartial "chairman" model returns one synthesized answer. Free to start, pay-as-you-go after, credits don't expire. What I've learned so far: people trust a synthesized answer a lot more once they can see that the models actually disagreed and how that disagree
Describe competitors in plain language to get live web-searched side-by-side analysis and dossiers.
@Wagner__kent · X
Good day Gainframe, built CompetitorSearch — describe your competitors, get a live web-searched side-by-side breakdown + full dossier on each. Selling it outright (Mistral+Tavily+Vercel, 156 visits/19 searches/10 users). Happy to walk you through it.
Audit citations and verify authorship to prove the authenticity of your academic work.
@clawncore · X
Access real interview questions from top companies across every industry. Contribute to the community and unlock premium content to land your dream job.
@InterviewChip · X
