Also as a good default side effect it attaches the uploaded PDF to the transaction in one's account, though you can either have it not do that or just get that behavior without the parsing.
CODE
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UI Design for Bank Instructions with Highlighted PDF Verification
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… on the left the UI for giving the bank instructions and on the right a browserified PDF, zoomed at wherever it found the information it prefilled, with that information highlighted. This facilitates you checking that e.g. account numbers match expectations.
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PhD Timeline: From Papers to Autonomous Claude Agents
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timeline of my phd
– year 1: – year 2: write paper on embedding inversion
– year 3: brick conda environment. spend all year fixing
– year 4: spin up 100 separate claude codes with custom prompts for different research problems
– year 5 (soon): check in on my claudes. profit -
Opus Model Enables Developers to Work More Hands-Off
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Both are pretty popular but I've been getting the sentiment that Opus is the first model many devs feel like they can truly go hands off to some degree
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Building Unified Login Systems for Multiple Founder Applications
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as one example, I have multiple founder facing apps and thought a unified login would be nice but hard to build that out with events who gave access to one repo. I could easily describe the login to new projects but not exactly ideal
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State Space Models vs Transformers: Mechanistic Evaluation of Recall
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new paper! 🫡 why are state space models (SSMs) worse than Transformers at recall over their context? this is a question about the mechanisms underlying model behaviour: therefore, we propose using mechanistic evaluations to answer it!
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Google Advances Gemini API and AI Studio Developer Features
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We are working on: – Deep research in the Gemini API – Making AI Studio more dev centric – Making Gemini app have some of the AI Studio features And more : )
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React Full Mobile Support Android iOS Frame Adjustment
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yeah react to start with full support for mobile, you can literally ask for an android app or iOS app and the system will know, it will even adjust the frame for you!
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Multi-turn edits for Tasks feature request
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Any plans to bring multi-turn edits to Tasks as well?
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Complex Agents: Factory Uses LangSmith for Evals and Observability
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As you get more complex agents, evals + observability become increasingly important. What does factory use for that? Langsmith of course: https://t.co/IuI4b0uIVg https://t.co/40eDttAjyb
— LangChain (@LangChain) 28 mai 2025As you get more complex agents, evals + observability become increasingly important. What does factory use for that? Langsmith of course: https://
blog.langchain.dev/customers-fact
ory/
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