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SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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Nicholas CarrollJul 21, 2026@MartyReally interesting tool. Love that they can ingest my data and tell me what they're seeing as opportunities first, then I can narrow down what I want to be checking on daily. -
Open
We built Continua because every "chat with PDF" tool we tried failed the same way: retrieval grabs a few chunks, answers confidently, and misses the qualifier on page 1,847. In high-stakes documents that's not an inconvenience — it's a lost case, a bad acquisition, a rejected claim. So we went the opposite direction: no RAG at all. Continua reads 100% of every page (up to 1B tokens in one task), returns a report where every claim cites its exact page, and — the part we're proudest of — flags where your documents contradict each other. Every finding is inspectable and tagged: cited, conflicted, duplicated, or unused. Where it shines today: medical chronologies, acquisition diligence, RFP compliance, insurance claim rebuttals. Where it's still rough: reports take minutes (we read everything — that's the cost), no API yet, English-optimized. We're in public beta and genuinely want hard feedback — bring your nastiest document pile and tell us where it breaks. I'll answer every comment here. -

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Really interesting approach with SquareGen. Quick observation: the product is framed as LLM credit scoring, but lenders don’t buy models — they buy lower default rates. If a lender with a $100M book drops defaults by even 1%, that’s ~$1M saved annually. Positioning around credit loss reduction could massively change the commercial narrative. Happy to share a few thoughts.
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SureThing.io - "OpenClaw" for BeginnersTask automation
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A fantastic tool for IPhone 16 Pro and other mobile phones. They just released the full suite of Dolphin 🐬 3.0 models and I am impressed by the variety and functionality. Slowed the bigger you get in the parameter count but worth it for something able to be run in your pocket with no cloud calls. Cheap too! Good product.
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this job market is terrible and this app was the confidence I needed
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Retain the power of language models without sacrificing your data privacy with Dot.OpenAll great things are simple to use! Safe and useful app. -
OpenExcellent AI therapy service! Accessible, intuitive, and supportive, it's a great tool for anyone looking to improve their mental health. Highly recommend - 5 stars!
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Ethically find domain emails, keeping methods confidential.Open

