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stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/461038/uml-sequence-diagram-user-interaction-with-a-nested-form-component-vs-page-cont | UML Sequence Diagram: User interaction with a nested Form Component vs Page container | I have a Next.js application where a Page (page.tsx) renders a nested Form Component (AddStaff.tsx). When a user fills out the form and clicks 'Submit', who is the direct actor in a Sequence Diagram? Should the User actor point to the Page or directly to the Form Component? My logic is inside the Component, so I assume... | 1 | 1,777,714,154 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/461027/best-practices-for-secure-web-app-admin-console | Best Practices for Secure Web App Admin Console | Query: For a Web app using React/NextJS/Supabase, hosted on Vercel, what design pattern follows architectural and security best practices when designing an admin console? The console must serve as a portal for user management/database management for a team, be secure, and allow safeguards against the team's least techn... | -1 | 1,777,714,155 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/461018/uml-use-case-diagram-should-different-external-apis-be-modeled-as-separate-acto | UML Use Case Diagram: Should different external APIs be modeled as separate actors? | I’m modeling a use case diagram for a real estate search application. In my system, I use two different external services for geolocation features: OpenStreetMap (used in the frontend to display maps) Geoapify (used in the backend for geocoding and location-related queries) Both services are related to maps/geolocation... | 2 | 1,777,714,156 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/461011/ideas-on-how-to-implement-a-simple-and-performant-conveyor-belt-system-for-a-2d | Ideas on how to implement a simple and performant conveyor belt system for a 2D automation game? | Im trying to make a simple 2d automation/factory game, and was wondering on how to design my conveyor belt system. I want it to be simple as possible. My current idea is to organize every connected belt tile into a segment class. Each segment object has a container field where it is an array of unique postive integer I... | 2 | 1,777,714,156 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/461009/architectural-patterns-for-multiplexing-multi-protocol-tcp-and-routing-connectio | Architectural patterns for multiplexing multi-protocol TCP and routing connectionless UDP behind a strict single-IP NAT | Context and Problem Statement I am designing a routing architecture for a bare-metal edge host residing behind a restrictive NAT router (a single public IPv4 address). This scenario is common in restrictive edge-computing deployments or self-hosted environments where IP addresses are strictly limited, yet diverse multi... | 3 | 1,777,714,157 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/461002/how-to-catch-up-with-a-fast-evolving-codebase-with-ai-first-software-development | How to catch up with a fast evolving codebase with AI First Software development? | After a couple of months using AI tools for programming, and improving how to do it, I started feeling a bit left behind in my codebase. Hence came back to Stackoverflow :) Like I manage to do a half a days work in say an hour, the functionality works, but I lost track of what was happening in the codebase. First thing... | 0 | 1,777,714,157 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460928/what-are-the-key-architectural-differences-between-microservices-and-modular-mon | What are the key architectural differences between microservices and modular monoliths, and when should each be used? | What is the difference in design (architecture) between microservices and modular monoliths? | 10 | 1,777,714,158 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460862/how-messengers-like-telegram-handles-big-chats | How Messengers like Telegram handles big chats | I would like to ask a genuine question about how real-world apps like Telegram can handle big chats (they have 200k users per chat limit). Why am I asking? Components MessageApi - for simplicity, stateless replicated API that receives the message for chat_id, and distributes it to the end user GatewayNode - stateful we... | 1 | 1,777,714,159 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460852/proper-way-to-handle-n-and-string-termination-in-a-c-multi-threaded-tcp-server | Proper way to handle \n and string termination in a C multi-threaded TCP server using recv | I am developing a multi-threaded TCP server in C for a simple tris game. I am using pthread to handle multiple clients. When a client sends a command like "CREATE" or "JOIN", I use recv() to read the data into a buffer and then compare it using strcmp(). Who should be responsible for stripping the \... | 0 | 1,777,714,160 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460826/user-input-validation-which-app-layer-should-do-it | User input validation: which app layer should do it? | Which application layer(s) should be responsible for user input validation? I think there are two schools of thought: The frontend should make no assumptions as to what constitutes valid data, the backend knows better. Unless your server is located on the Moon, there's no cost worth thinking of. There are things that d... | 0 | 1,777,714,161 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460732/why-are-modern-ai-systems-like-gemini-or-claude-code-still-using-uuidv4-instea | Why are modern AI systems (like Gemini or Claude Code) still using UUIDv4 instead of the more index-friendly UUIDv7 for chat messages? | Given that these AI tools often handle massive streams of messages and require low-latency retrieval for long context windows, why isn't UUIDv7 the "default" choice in their public APIs? Is there a specific trade-off in distributed AI systems that makes the randomness of UUIDv4 safer or more desirable? Edit: ... | 0 | 1,777,714,162 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460678/architecture-for-shared-ui-components-in-a-large-frontend-monorepo | Architecture for shared UI components in a large frontend monorepo | I’m working on a very large frontend project organized as a single monorepository . We have a components/ directory that contains 30+ shared UI components . These components are used across a large number of features, and many independent teams work on different features in parallel. The core problem: Any change to a s... | 2 | 1,777,714,162 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460634/does-modern-isolation-techniques-help-reduce-contention-for-highly-contended-cou | Does modern isolation techniques help reduce contention for highly contended counter updates? | We maintain counters in a relational database where each incoming request increments or decrements a counter, subject to a maximum limit. Throughput is 300 requests per second, and many (or all) requests may target the same counter. For correctness, each request currently performs the following synchronously in a singl... | 0 | 1,777,714,163 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460632/data-modelling-for-multi-dimensional-data | Data modelling for multi-dimensional data | Entities - Offer entity - is discount, start and endTime. id - offer_id discount - 50 startTime - 1731921333 endTime - 17391888313 Payment method - A bunch of prepaid payment options for purchase, e.g. - **Card** - It has 4 dimension in it. bank - citi network - visa/mastercard type - credit/debit bin - 131324 (first 6... | 3 | 1,777,714,165 |
stackexchange/softwareengineering/architecture | https://softwareengineering.stackexchange.com/questions/460626/handling-high-throughput-counter-updates-without-contention | Handling high-throughput counter updates without contention | We have a system that maintains multiple counters. Each incoming request performs an increment or decrement (delta) on one or more counters. Incoming throughput : ~500 requests per second For correctness/history, on every request we - 1. For correctness and auditing, every request first writes a log record representing... | 2 | 1,777,714,165 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79934574/spark-structured-streaming-from-many-s3-buckets-with-different-customer-credenti | Spark Structured Streaming from many S3 buckets with different customer credentials and schemas | have a Spark-on-Kubernetes ingestion use case and I’m trying to understand the right design for Spark Structured Streaming. We have around 500 customers. Each customer has their own S3 bucket and their own credentials. Inside each customer bucket, the data is already organized by 3 different entities, for example: s3:/... | 0 | 1,777,714,183 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934979/aws-can-i-edit-ns-or-soa-record-of-any-hosted-zone | AWS: Can I edit NS or SOA record of any hosted zone? | AWS Q is great helper however, when I asked (general question about AWS hosted zone), it shuts done. Can I edit NS or SOA record of any HZ ? I can continue conversation with AWS Q, e.g. "Hi Q", and everything seems OK, so it is not Q-related service outage, it is AWS Q being "not wanting" to answer ... | -2 | 1,777,714,183 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79934606/rag-pipeline-returns-correct-answers-but-wrong-page-citations-and-occasional-hal | RAG pipeline returns correct answers but wrong page citations and occasional hallucinations (LangGraph + cross-encoder) | I built a RAG pipeline using LangGraph with the following flow: rewrite → hybrid retrieve → cross-encoder rerank → parent expansion → grounded generation The system enforces strict grounding (returns a fallback message if no relevant context is found) and requires inline citations like: [file.pdf, p. 123] Problem Even ... | 0 | 1,777,714,183 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934977/who-verifies-your-ai-agent-still-knows-what-you-want | Who Verifies Your AI Agent Still Knows What You Want? | Every major technology company is now racing to solve what they openly admit is the defining governance challenge of 2026: How do you trust an AI agent that acts on your behalf, at machine speed, without you in the loop? The industry has named parts of this problem — prompt injection, zero-trust for agents, identity ve... | 0 | 1,777,714,183 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79930414/kubernetes-longhorn-new-worker-node-joined-but-workloads-not-scheduled-only | Kubernetes + Longhorn: New worker node joined but workloads not scheduled (only system pods running) | I have a Kubernetes cluster using Longhorn for storage. I recently joined a new worker node to the cluster, and all prerequisites for Longhorn appear to be satisfied on that node. However, I’m facing an issue where application pods are not being scheduled to the new worker node , even after restarting deployments. What... | -3 | 1,777,714,183 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79933721/microsoft-graphrag-having-problems-reading-json | Microsoft GraphRAG having problems reading JSON | python -m graphrag index --root runs/Test01/2004.Smith.1 --verbose /home/charles/.local/lib/python3.10/site-packages/litellm/litellm_core_utils/logging_worker.py:75: RuntimeWarning: coroutine 'Logging.async_success_handler' was never awaited self._queue = None RuntimeWarning: Enable tracemalloc to get the object alloca... | -4 | 1,777,714,183 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79930092/spring-grpc-multiple-channels-in-kubernetes | Spring gRPC multiple channels in Kubernetes | I am looking for best practices on how to implement horizontal architecture with the latest Spring gRPC [1] in Kubernetes. In my Kubernetes cluster, I have one main service, which connects to multiple so-called worker services via gRPC and a load-balancer. However, when executing a simple for-loop to send requests to t... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934606/rag-pipeline-returns-correct-answers-but-wrong-page-citations-and-occasional-hal | RAG pipeline returns correct answers but wrong page citations and occasional hallucinations (LangGraph + cross-encoder) | I built a RAG pipeline using LangGraph with the following flow: rewrite → hybrid retrieve → cross-encoder rerank → parent expansion → grounded generation The system enforces strict grounding (returns a fallback message if no relevant context is found) and requires inline citations like: [file.pdf, p. 123] Problem Even ... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79929771/how-to-evaluate-a-self-evaluating-rag-system-using-deepeval-ragas-with-a-golde | How to Evaluate a Self-Evaluating RAG System using DeepEval / RAGAS with a Golden Dataset? | I've built a Self-Evaluating RAG System using LangChain, ChromaDB, BM25 hybrid retrieval, query rewriting, and cross-encoder reranking, with LLaMA 3.3 70B via Groq as the LLM. I'm trying to evaluate it using DeepEval with a golden dataset (QA pairs generated from my documents). Here's my current setup: Stack : RAG: Lan... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934236/suggentions-on-open-model-to-implement-llm-text-watermarking | Suggentions on open-model to implement LLM text watermarking | As a part of my research problem, I want to fully access a model to implement LLM text watermarking (I need open-weight model to modify hidden states). After researching a bit, I found Qwen2.5-0.5B model that satisfies my requirements. I would like to know: if this model is overall good in language reasoning is 0.5B mo... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79929639/aks-deployment-consistently-fail-due-to-readiness-probe-status-code-500 | AKS deployment consistently fail due to readiness probe status code 500 | While we are doing the recent deployment testing on one of our .NET code implementation over a web application, we found that the readiness probe consistently starts to fail with code 500. Here is the definition of our readiness probe. readinessProbe: httpGet: path: /page/ping.aspx port: 443 scheme: HTTPS initialDelayS... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79923286/openai-rag-langchain-tool-calling-is-not-working-compatible-with-withstructuredo | OpenAI RAG LangChain tool calling is not working/compatible with withStructuredOutput()? | I have a OpenAI model with Retrieval-Augmented Generation (RAG) : import {OpenAIEmbeddingFunction} from "@chroma-core/openai"; import chromaClient from "../config/chromadb"; import {tool} from "@langchain/core/tools"; import {Chroma} from "@langchain/community/vectorstores/chroma"... | 1 | 1,777,714,184 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934107/why-does-openai-responses-api-with-web-search-return-different-results-than-ch | Why does OpenAI Responses API (with web_search) return different results than ChatGPT for the same query? | I'm trying to replicate ChatGPT behavior using the OpenAI Responses API, but I'm getting significantly different answers for the same query. I’m using the web_search tool with 5.2-chat-latest-modal and a system prompt to simulate ChatGPT behavior. Before adding the system prompt and location, the responses were very di... | -1 | 1,777,714,184 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79924925/docker-project-a-to-z-process-step-by-step | Docker Project: A to Z process step by step | Would you recommend any free complete project has been created using docker which I can practice to learn in detail? I looked various sources but found limited resources like half or magnetic part of the project. There are several paid courses in udemy, in coursera or in personal training website but I am looking for a... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79912564/built-a-continued-pretraining-fine-tuning-pipeline-for-a-veterinary-drug-llm-o | Built a Continued Pretraining + Fine-Tuning pipeline for a Veterinary Drug LLM on BioGPT-Large — Looking for feedback on my approach | I've been working on adapting Microsoft's BioGPT-Large for veterinary pharmacology using Plumb's Veterinary Drug Handbook (2023) as my domain corpus. After going through a lot of trial and error, I want to share my pipeline and get feedback from people who have done similar work. --- My Setup: - Base model: microsoft/B... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79933687/extract-game-names-and-translate-them-to-english-from-google-sheet | Extract game names and translate them to english from google sheet | Here's example of my dataset I am working on a dataset (Excel / Google Sheets) where each row contains free-text answers about video games. The problem is that the data is very noisy : Some rows contain multiple games separated by different symbols ( - , / , text, etc.) Some rows contain no games at all (e.g., "لا... | 1 | 1,777,714,184 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79919400/handling-unexpected-disconnects-in-dlms | Handling Unexpected Disconnects in DLMS | I am using the Gurux DLMS pyton client inside a Kubernetes pod to connect to a DLMS meter using HLS SHA256 authentication. The client is able to successfully establish a connection and read data from the meter under normal conditions. However, I am facing an issue after the Kubernetes pod restarts: Once the pod restart... | 1 | 1,777,714,184 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79912299/implementing-deterministic-entity-resolution-in-a-multi-agent-rag-for-investigat | Implementing Deterministic Entity Resolution in a Multi-Agent RAG for Investigative Archiving | Body: I am architecting a Forensic Data Audit system (Multi-Agent RAG) to analyze fragmented, large-scale archives. A critical bottleneck is maintaining Entity Resolution (ER) across millions of unstructured tokens. The Challenge: In investigative archives, entities often appear under aliases, abbreviations, or misspel... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79916733/how-do-you-handle-billing-and-metering-in-a-knative-based-serverless-platform | How do you handle billing and metering in a Knative-based serverless platform? | I’m building a FaaS platform on top of Knative and need to implement billing. Since Knative doesn’t provide built-in metering, what’s the best way to collect accurate metrics such as request count, per-request execution time, and CPU/memory usage? There seem to be many ways to measure these metrics in the existing infr... | 1 | 1,777,714,184 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79931698/preparing-context-and-rules-files-for-parent-and-context-and-rules-files-for-ch | Preparing context and rules files for parent, and context and rules files for children of a multi-repositories & multi-programming languages project | Context I'm creating a multi-repository and multi-programming language project. Named beaufort in my Gitlab, it has sub modules projects (having wind names). Each one dedicated to a different language. Soon, I will form in each an hexagonal architecture, and make these modules work together by the mean of a message que... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79911582/how-to-perform-asynchronous-llm-inference-on-kafka-streams-using-apache-spark-a | How to perform asynchronous LLM inference on Kafka streams using Apache Spark, and handle high-throughput RAG ingestion? | I’m working on a streaming pipeline where data is coming from a Kafka topic, and I want to integrate LLM-based processing and RAG ingestion. I’m running into architectural challenges around latency and throughput. Use Case 1: LLM Inference on Kafka Payloads I have a Kafka topic with streaming events. For each message, ... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79911387/getting-a-list-of-events-for-a-pod-as-it-starts | Getting a list of events for a pod as it starts | I have a TypeScript front-end which uses a Python 3.11 back-end to launch Docker images into a Kubernetes cluster (using kubernetes 29.3.0). As part of that process, it calls an API to get the status of the image as it starts, so it can redirect the user to their service once it's up. Currently the code has a fairly na... | 2 | 1,777,714,184 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79930910/content-filter-bypassing-for-genuine-content | Content Filter Bypassing for Genuine Content | I am processing customer feedback through Azure OpenAI, but it triggers content filtering of various types, like sexual or racial bias. I still want to process the content (maybe rewording it to use a neutral tone rather than stronger language) without switching off content filters. Is there any tool available that can... | 0 | 1,777,714,184 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79905879/an-ai-assistant-chatbot-based-on-rag-for-university | An AI Assistant Chatbot based on RAG for University? | so one of the biggest hurdles I currently face is navigating through my University website to find the relevant data like fee structure for my course(which is updated bi annually) and other information like scholarships, timetables, LMS logins etc and honestly the website is just a mess overall, I'm planning on making ... | 0 | 1,777,714,185 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79908514/how-can-i-both-fetch-all-kubernetes-objects-as-a-snapshot-and-stream-changes | How can I both fetch all Kubernetes objects as a snapshot and stream changes? | I'm trying to figure out the "right" way to monitor for changes on a Kubernetes API server when I also need to maintain a snapshot of existing objects. I need my code to know when it has received all objects initially, i.e., I need it to have a complete snapshot before completing its initialization and report... | 5 | 1,777,714,185 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79930771/ai-ml-roadmap-for-a-beginner-aiming-for-a-remote-job | AI ML roadmap for a beginner aiming for a remote job | I am just starting out as a cs student. I wanna get into ML domain where I can apply for remote jobs from the country I am living in. How can I get started?, Where can I learn the required technologies? and What can I expect from them? | 0 | 1,777,714,185 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79900654/improve-the-rag-chatbot-result | Improve the RAG chatbot result | I am building a local RAG chatbot using LangChain and ChromaDB (PersistentClient). I’m encountering 'hallucinations' when the similarity search returns documents with a low relevance score. How can I implement a Self-Correction loop in LangChain that: 1. Grades the documents retrieved from ChromaDB. 2. If the relevance... | 4 | 1,777,714,185 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79930598/how-to-use-langchain-agent-with-tools-in-a-python-project | How to use LangChain Agent with tools in a Python project? | I’m trying to build a simple project using LangChain where an agent can decide when to call a tool (e.g., a calculator or API). I understand basic chains, but I’m confused about: When to use a Chain vs an Agent How to properly define and register tools How the agent decides which tool to call Here’s what I’ve tried: fr... | 0 | 1,777,714,185 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79906624/set-daemonset-environment-variable-value-based-on-node-label-value | Set daemonset environment variable value based on node label value | Suppose a node with label grafana-map= and my container requires environment variable key INSTANCE= I expect kind like this... - name: INSTANCE valueFrom: fieldRef: fieldPath: spec.nodeName.grafana-map.value | -1 | 1,777,714,185 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79897835/best-technique-for-retrieving-large-set-of-documents-for-local-llm | Best technique for retrieving large set of documents for local LLM | I need some help. I'm really struggling with RAG or some other things to scrape large documents to local llm (I'm using llama-server for running gpt-oss 20b). My question is: how to implement such thing to llama-server to be like interactive chatGPT experience with just retrieving needed information from bunch of docum... | 2 | 1,777,714,185 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79928881/in-dspy-how-do-i-efficiently-provide-background-information | In DSPy, how do I efficiently provide background information? | I intend to process a lot of straightforward question->answer cases with DSPy (specifically, I expect to use ReAct but I can use additional modules if needed). However, I have a chunk of background information that's necessary to parse the questions. If I did things the old-fashioned way I'd just put it early in the... | 0 | 1,777,714,185 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79900963/how-to-restrict-pin-a-kafka-topic-to-a-specific-group-of-brokers-using-strimzi | How to restrict/pin a Kafka topic to a specific group of brokers (using Strimzi as a control plane) | I am running a Kafka cluster on Kubernetes using the Strimzi Operator . To prevent large context switching when scaling this cluster to 1000s of topics I am utilizing KafkaNodePools to group my brokers. For example, I have: tenant-a-pool (Brokers 0, 1, 2) general-pool (Brokers 3, 4) My Goal: When I automatically create... | 0 | 1,777,714,185 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79896070/agentic-rag-tool-calling-issue-groq-langchain-agent-fails-with-tool-use-faile | Agentic RAG tool_calling issue: Groq + LangChain agent fails with tool_use_failed when calling custom tool (Llama 3.3) | I'm building a Streamlit app using LangChain (latest), LangGraph, and Groq with the model: llama-3.3-70b-versatile I'm using the modern create_agent() API (LangGraph-backed). The agent has two tools: search_pdf (custom tool using a Chroma retriever) web_search (DuckDuckGo tool) The agent correctly chooses the appropria... | 1 | 1,777,714,185 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79926749/connecting-to-databricks-api-hosted-llm-in-model-serving-via-pat | Connecting to Databricks API (hosted LLM in model-serving) via PAT | I'm running code in my local IDE that connects to Databricks's API to pas text into an LLM that is hosted on Databricks. I'm using Personal Access Tokens to get up and running quickly. I'm able to get it working when I add "all scopes" to the PAT, but that is WAAY too much access, and I want to give it just t... | 0 | 1,777,714,185 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79895720/retrieving-information-about-terminated-containers-in-a-kubernetes-cluster | Retrieving information about terminated containers in a Kubernetes cluster | If containers have already been terminated but are still listed by name in another log system without further information, are there still ways to retrieve complete information from the Kubernetes cluster? If so, how? | 0 | 1,777,714,185 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79891066/cuda-error-cublas-status-invalid-value-in-cublasgemmex-with-pytorch-fp16-fal | CUDA error: CUBLAS_STATUS_INVALID_VALUE in cublasGemmEx() with PyTorch, fp16=False | I am using an RTX 3060 (12GB VRAM) and implementing a RAG pipeline with the BGE-M3 embedding model . Initially, I installed PyTorch with the CUDA 12.8 wheel (my NVIDIA driver supports CUDA 12.9 ). However, I encountered the following error: Error CUDA error: CUBLAS_STATUS_INVALID_VALUE when calling cublasGemmEx( handle... | 6 | 1,777,714,185 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79924929/how-to-reduce-background-noise-when-using-voice-ai-apis | How to reduce background noise when using voice AI APIs? | I am using a voice-based Generative AI agent, and in real-world scenarios with significant background noise, How can I reduce background noise to improve input clarity and generate more accurate responses? What are the best practices to reduce background noise in such cases? Are there recommended audio preprocessing te... | 0 | 1,777,714,185 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79888162/best-way-to-deploy-an-perl-mojolicious-web-app-to-an-containerized-production-en | Best way to deploy an Perl Mojolicious web app to an containerized production environment | Which the best way for deploying an Perl Mojolicious web app to an containerized production environment like Docker or Kubernets: # one process per pod /script/my_app daemon or starting an more powerful multiple ones: # myapp.conf { hypnotoad => { listen => ['https://*:443?cert=/etc/server.crt&key=/etc/server... | 2 | 1,777,714,185 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79877468/langchain-js-createhistoryawareretriever-with-ollama-embeddings-throws-invalid-i | LangChain.js createHistoryAwareRetriever with Ollama embeddings throws invalid input type error | What I am Working on I’m building a conversational RAG pipeline using LangChain JS with Ollama (local models). If I use a normal retriever created from a vector store, everything works fine and answers are returned correctly. What I want to achieve I want the retriever to rephrase the user query using chat history so t... | 0 | 1,777,714,185 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79884921/are-kubernetes-kernel-dependent-features-fully-supported-on-rocky-linux-9-s-5-14 | Are Kubernetes kernel-dependent features fully supported on Rocky Linux 9’s 5.14 kernel? | I’m studying Kubernetes node OS requirements and comparing Rocky Linux 9 and Ubuntu 24.04. According to Kubernetes kernel requirements https://kubernetes.io/docs/reference/node/kernel-version-requirements/ several newer features rely on kernel versions newer than those typically shipped in RHEL-based distributions (cgr... | 0 | 1,777,714,186 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79923862/programmer-owns-the-architecture-ai-implements-crate-level-modules-in-rust-ho | Programmer owns the architecture, AI implements crate-level modules in Rust — how does this compare to other languages? | After working on several Rust projects with AI assistance, I want to share a division of responsibility that has worked well in practice, and ask whether others have found the same — or a better approach in other languages. The core model: The programmer owns the world-view of the project — module boundaries, crate str... | 0 | 1,777,714,186 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79870253/agentic-rag-flow-fails-at-chroma-retrieval | Agentic RAG flow fails at chroma retrieval | import os, asyncio, json from dotenv import load_dotenv from autogen_agentchat.agents import AssistantAgent from autogen_agentchat.teams import DiGraphBuilder, GraphFlow from chromadb import PersistentClient from chromadb.utils import embedding_functions from autogen_ext.models.openai import AzureOpenAIChatCompletionCl... | 0 | 1,777,714,186 |
stackexchange/stackoverflow/kubernetes | https://stackoverflow.com/questions/79883741/why-does-kubernetes-tcp-readiness-probe-initially-return-connection-refused-fo | Why does Kubernetes TCP readiness probe initially return “connection refused” for Kafka broker? | couldn’t find a clear answer so I’ll try my luck here I’m using a Kubernetes readinessProbe with a tcpSocket on port 9092 for a Kafka broker. At the very beginning, I see a couple of connection refused errors, but after a few seconds it works fine. My questions are: 1. Why does this happen if the port should be “open” ... | 0 | 1,777,714,186 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79922304/standard-for-embedding-components-within-llm-response-markdown | Standard for Embedding Components Within LLM Response Markdown? | Is there a standard or recommended way to indicate within an LLM markdown response that specific sections should be rendered as application components (graphs, tables, etc) rather than as plain markdown? For example, an assistant response could include a fenced code block that the application would render as a graph co... | 0 | 1,777,714,186 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79850215/is-there-a-way-in-mcp-to-stream-a-llm-response-chunk-by-chunk-back-to-the-client | Is there a way in MCP to stream a LLM response chunk by chunk back to the client? | I'm using FastMCP in python to implement a MCP server . Currently I run into a problem when it comes to streaming of the generated tokens from the LLM . I don't want to wait for the completed response and return the whole text, I rather want to stream chunk by chunk to improve the response time for the user. This seems... | 4 | 1,777,714,186 |
github-issues | https://github.com/MemPalace/mempalace/issues/27 | Multiple issues between README claims and codebase | I've been doing reviews of agentic memory systems and figured I'd flag this since no other system in my survey has had this pattern before where the README claims do not match what's in the code to such a degree.
| README claim | What the code actually does | Severity |
|---|---|---|
| **"Contradiction detection"** — ... | 332 | 1,777,714,225 |
github-issues | https://github.com/anthropics/claude-code/issues/46917 | CC v2.1.100+ inflates cache_creation by ~20K tokens vs v2.1.98 — same payload, server-side | ## Summary
Claude Code versions 2.1.100 and 2.1.101 consume ~20,000 more `cache_creation_input_tokens` per request than v2.1.98, despite sending **fewer bytes** in the request payload. The inflation is server-side and version-specific (likely User-Agent routing).
This is not a billing-only issue — these tokens enter ... | 211 | 1,777,714,226 |
github-issues | https://github.com/anthropics/claude-code/issues/45756 | [BUG] Pro Max 5x Quota Exhausted in 1.5 Hours Despite Moderate Usage | ### Preflight Checklist
- [x] I have searched [existing issues](https://github.com/anthropics/claude-code/issues?q=is%3Aissue%20state%3Aopen%20label%3Abug) and this hasn't been reported yet
- [x] This is a single bug report (please file separate reports for different bugs)
- [x] I am using the latest version of Claude... | 157 | 1,777,714,227 |
github-issues | https://github.com/microsoft/TypeScript/issues/14833 | TypeScripts Type System is Turing Complete | This is not really a bug report and I certainly don't want TypeScripts type system being restricted due to this issue. However, I noticed that the type system in its current form (version 2.2) is turing complete.
Turing completeness is being achieved by combining mapped types, recursive type definitions, accessing ... | 2,294 | 1,777,714,255 |
github-issues | https://github.com/microsoft/TypeScript/issues/34516 | `static abstract` methods and properties | This is a continuation of #14600 which had two separate features proposed in the same issue (static members in interfaces *and* abstract static class members)
## Search Terms
static abstract method property properties implement concrete
## Suggestion
Currently, this code is illegal:
```ts
abstract class A... | 654 | 1,777,714,256 |
github-issues | https://github.com/python/typing/issues/548 | Higher-Kinded TypeVars | aka type constructors, generic TypeVars
Has there already been discussion about those?
I do a lot of FP that results in impossible situations because of this. Consider an example:
```python
A = TypeVar('A')
B = TypeVar('B')
F = TypeVar('F')
class M(Generic[F[X], A]):
def x(fa: F[A], f: Callable[[A], B... | 541 | 1,777,714,257 |
github-issues | https://github.com/alicevision/AliceVision/issues/439 | [Request] Remove CUDA dependency | I realize this is a lot to just ask without the time and ability to implement and maintain the necessary changes myself. Hence, I’ll spare you the long-winded political speech. The gist of it is: You can’t call something free and open source software when it depends on and endorses proprietary components whose only pur... | 273 | 1,777,714,257 |
github-issues | https://github.com/flutter/flutter/issues/138614 | Preserve WillPopScope as an alternate for PopScope | ### Is there an existing issue for this?
- [X] I have searched the [existing issues](https://github.com/flutter/flutter/issues)
- [X] I have read the [guide to filing a bug](https://flutter.dev/docs/resources/bug-reports)
### Use case
In our case, we want to present confirmation dialogs when the user wants to... | 246 | 1,777,714,258 |
github-issues | https://github.com/2dust/v2rayNG/issues/5457 | [Feature Request] Don't expose socks5 port, protect TUN | In recent days, Russian authorities have directly instructed major Russian IT companies to block users who have VPNs enabled. Various methods are being utilized to detect them, including scanning for open SOCKS5 proxy ports, utun interfaces, and other signatures.
Currently, there is no simple way to bypass these restr... | 218 | 1,777,714,259 |
github-issues | https://github.com/microsoft/TypeScript/issues/9998 | Trade-offs in Control Flow Analysis | Some rough notes from a conversation @ahejlsberg and I had earlier about trade-offs in the control flow analysis work based on running the real-world code (RWC) tests. For obvious reasons I'll be comparing what Flow does with similar examples to compare and contrast possible outcomes.
The primary question is: When a... | 179 | 1,777,714,260 |
github-issues | https://github.com/microsoft/TypeScript/issues/11498 | Annotate immediately-invoked functions for inlining flow control analysis | Per #9998 and its many offshoots, we have problems analyzing code like this
``` ts
let x: string | number = "OK";
mystery(() => {
x = 10;
});
if (x === 10) { // Error, we believe this to be impossible
}
```
The problem is that we don't know if `mystery` invokes its argument "now" or "later" (or possibl... | 176 | 1,777,714,260 |
github-issues | https://github.com/NginxProxyManager/nginx-proxy-manager/issues/1110 | Proxy mail server | <!--
Are you in the right place?
- If you are looking for support on how to get your upstream server forwarding, please consider asking the community on Reddit.
- If you are writing code changes to contribute and need to ask about the internals of the software, Gitter is the best place to ask.
- If you think you ... | 168 | 1,777,714,261 |
github-issues | https://github.com/golang/go/issues/22876 | proposal: spec: read-only types | I propose adding read-only types to Go. Read-only types have two related benefits:
1. The compiler guarantees that values of read-only type cannot be changed, eliminating unintended modifications that can cause subtle bugs.
2. Copying as a defense against modification can be reduced, improving efficiency.
An ad... | 133 | 1,777,714,262 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934979/aws-can-i-edit-ns-or-soa-record-of-any-hosted-zone | AWS: Can I edit NS or SOA record of any hosted zone? | AWS Q is great helper however, when I asked (general question about AWS hosted zone), it shuts done. Can I edit NS or SOA record of any HZ ? I can continue conversation with AWS Q, e.g. "Hi Q", and everything seems OK, so it is not Q-related service outage, it is AWS Q being "not wanting" to answer ... | -2 | 1,777,714,305 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934977/who-verifies-your-ai-agent-still-knows-what-you-want | Who Verifies Your AI Agent Still Knows What You Want? | Every major technology company is now racing to solve what they openly admit is the defining governance challenge of 2026: How do you trust an AI agent that acts on your behalf, at machine speed, without you in the loop? The industry has named parts of this problem — prompt injection, zero-trust for agents, identity ve... | 0 | 1,777,714,305 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934606/rag-pipeline-returns-correct-answers-but-wrong-page-citations-and-occasional-hal | RAG pipeline returns correct answers but wrong page citations and occasional hallucinations (LangGraph + cross-encoder) | I built a RAG pipeline using LangGraph with the following flow: rewrite → hybrid retrieve → cross-encoder rerank → parent expansion → grounded generation The system enforces strict grounding (returns a fallback message if no relevant context is found) and requires inline citations like: [file.pdf, p. 123] Problem Even ... | 0 | 1,777,714,305 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934236/suggentions-on-open-model-to-implement-llm-text-watermarking | Suggentions on open-model to implement LLM text watermarking | As a part of my research problem, I want to fully access a model to implement LLM text watermarking (I need open-weight model to modify hidden states). After researching a bit, I found Qwen2.5-0.5B model that satisfies my requirements. I would like to know: if this model is overall good in language reasoning is 0.5B mo... | 0 | 1,777,714,305 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79934107/why-does-openai-responses-api-with-web-search-return-different-results-than-ch | Why does OpenAI Responses API (with web_search) return different results than ChatGPT for the same query? | I'm trying to replicate ChatGPT behavior using the OpenAI Responses API, but I'm getting significantly different answers for the same query. I’m using the web_search tool with 5.2-chat-latest-modal and a system prompt to simulate ChatGPT behavior. Before adding the system prompt and location, the responses were very di... | -1 | 1,777,714,305 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79933687/extract-game-names-and-translate-them-to-english-from-google-sheet | Extract game names and translate them to english from google sheet | Here's example of my dataset I am working on a dataset (Excel / Google Sheets) where each row contains free-text answers about video games. The problem is that the data is very noisy : Some rows contain multiple games separated by different symbols ( - , / , text, etc.) Some rows contain no games at all (e.g., "لا... | 1 | 1,777,714,306 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79931698/preparing-context-and-rules-files-for-parent-and-context-and-rules-files-for-ch | Preparing context and rules files for parent, and context and rules files for children of a multi-repositories & multi-programming languages project | Context I'm creating a multi-repository and multi-programming language project. Named beaufort in my Gitlab, it has sub modules projects (having wind names). Each one dedicated to a different language. Soon, I will form in each an hexagonal architecture, and make these modules work together by the mean of a message que... | 0 | 1,777,714,306 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79930910/content-filter-bypassing-for-genuine-content | Content Filter Bypassing for Genuine Content | I am processing customer feedback through Azure OpenAI, but it triggers content filtering of various types, like sexual or racial bias. I still want to process the content (maybe rewording it to use a neutral tone rather than stronger language) without switching off content filters. Is there any tool available that can... | 0 | 1,777,714,306 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79930771/ai-ml-roadmap-for-a-beginner-aiming-for-a-remote-job | AI ML roadmap for a beginner aiming for a remote job | I am just starting out as a cs student. I wanna get into ML domain where I can apply for remote jobs from the country I am living in. How can I get started?, Where can I learn the required technologies? and What can I expect from them? | 0 | 1,777,714,306 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79930598/how-to-use-langchain-agent-with-tools-in-a-python-project | How to use LangChain Agent with tools in a Python project? | I’m trying to build a simple project using LangChain where an agent can decide when to call a tool (e.g., a calculator or API). I understand basic chains, but I’m confused about: When to use a Chain vs an Agent How to properly define and register tools How the agent decides which tool to call Here’s what I’ve tried: fr... | 0 | 1,777,714,306 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79928881/in-dspy-how-do-i-efficiently-provide-background-information | In DSPy, how do I efficiently provide background information? | I intend to process a lot of straightforward question->answer cases with DSPy (specifically, I expect to use ReAct but I can use additional modules if needed). However, I have a chunk of background information that's necessary to parse the questions. If I did things the old-fashioned way I'd just put it early in the... | 0 | 1,777,714,306 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79926749/connecting-to-databricks-api-hosted-llm-in-model-serving-via-pat | Connecting to Databricks API (hosted LLM in model-serving) via PAT | I'm running code in my local IDE that connects to Databricks's API to pas text into an LLM that is hosted on Databricks. I'm using Personal Access Tokens to get up and running quickly. I'm able to get it working when I add "all scopes" to the PAT, but that is WAAY too much access, and I want to give it just t... | 0 | 1,777,714,307 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79924929/how-to-reduce-background-noise-when-using-voice-ai-apis | How to reduce background noise when using voice AI APIs? | I am using a voice-based Generative AI agent, and in real-world scenarios with significant background noise, How can I reduce background noise to improve input clarity and generate more accurate responses? What are the best practices to reduce background noise in such cases? Are there recommended audio preprocessing te... | 0 | 1,777,714,307 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79923862/programmer-owns-the-architecture-ai-implements-crate-level-modules-in-rust-ho | Programmer owns the architecture, AI implements crate-level modules in Rust — how does this compare to other languages? | After working on several Rust projects with AI assistance, I want to share a division of responsibility that has worked well in practice, and ask whether others have found the same — or a better approach in other languages. The core model: The programmer owns the world-view of the project — module boundaries, crate str... | 0 | 1,777,714,307 |
stackexchange/stackoverflow/llm | https://stackoverflow.com/questions/79922304/standard-for-embedding-components-within-llm-response-markdown | Standard for Embedding Components Within LLM Response Markdown? | Is there a standard or recommended way to indicate within an LLM markdown response that specific sections should be rendered as application components (graphs, tables, etc) rather than as plain markdown? For example, an assistant response could include a fenced code block that the application would render as a graph co... | 0 | 1,777,714,307 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79934606/rag-pipeline-returns-correct-answers-but-wrong-page-citations-and-occasional-hal | RAG pipeline returns correct answers but wrong page citations and occasional hallucinations (LangGraph + cross-encoder) | I built a RAG pipeline using LangGraph with the following flow: rewrite → hybrid retrieve → cross-encoder rerank → parent expansion → grounded generation The system enforces strict grounding (returns a fallback message if no relevant context is found) and requires inline citations like: [file.pdf, p. 123] Problem Even ... | 0 | 1,777,714,329 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79933721/microsoft-graphrag-having-problems-reading-json | Microsoft GraphRAG having problems reading JSON | python -m graphrag index --root runs/Test01/2004.Smith.1 --verbose /home/charles/.local/lib/python3.10/site-packages/litellm/litellm_core_utils/logging_worker.py:75: RuntimeWarning: coroutine 'Logging.async_success_handler' was never awaited self._queue = None RuntimeWarning: Enable tracemalloc to get the object alloca... | -4 | 1,777,714,329 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79929771/how-to-evaluate-a-self-evaluating-rag-system-using-deepeval-ragas-with-a-golde | How to Evaluate a Self-Evaluating RAG System using DeepEval / RAGAS with a Golden Dataset? | I've built a Self-Evaluating RAG System using LangChain, ChromaDB, BM25 hybrid retrieval, query rewriting, and cross-encoder reranking, with LLaMA 3.3 70B via Groq as the LLM. I'm trying to evaluate it using DeepEval with a golden dataset (QA pairs generated from my documents). Here's my current setup: Stack : RAG: Lan... | 0 | 1,777,714,329 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79923286/openai-rag-langchain-tool-calling-is-not-working-compatible-with-withstructuredo | OpenAI RAG LangChain tool calling is not working/compatible with withStructuredOutput()? | I have a OpenAI model with Retrieval-Augmented Generation (RAG) : import {OpenAIEmbeddingFunction} from "@chroma-core/openai"; import chromaClient from "../config/chromadb"; import {tool} from "@langchain/core/tools"; import {Chroma} from "@langchain/community/vectorstores/chroma"... | 1 | 1,777,714,329 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79912564/built-a-continued-pretraining-fine-tuning-pipeline-for-a-veterinary-drug-llm-o | Built a Continued Pretraining + Fine-Tuning pipeline for a Veterinary Drug LLM on BioGPT-Large — Looking for feedback on my approach | I've been working on adapting Microsoft's BioGPT-Large for veterinary pharmacology using Plumb's Veterinary Drug Handbook (2023) as my domain corpus. After going through a lot of trial and error, I want to share my pipeline and get feedback from people who have done similar work. --- My Setup: - Base model: microsoft/B... | 0 | 1,777,714,330 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79912299/implementing-deterministic-entity-resolution-in-a-multi-agent-rag-for-investigat | Implementing Deterministic Entity Resolution in a Multi-Agent RAG for Investigative Archiving | Body: I am architecting a Forensic Data Audit system (Multi-Agent RAG) to analyze fragmented, large-scale archives. A critical bottleneck is maintaining Entity Resolution (ER) across millions of unstructured tokens. The Challenge: In investigative archives, entities often appear under aliases, abbreviations, or misspel... | 0 | 1,777,714,330 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79911582/how-to-perform-asynchronous-llm-inference-on-kafka-streams-using-apache-spark-a | How to perform asynchronous LLM inference on Kafka streams using Apache Spark, and handle high-throughput RAG ingestion? | I’m working on a streaming pipeline where data is coming from a Kafka topic, and I want to integrate LLM-based processing and RAG ingestion. I’m running into architectural challenges around latency and throughput. Use Case 1: LLM Inference on Kafka Payloads I have a Kafka topic with streaming events. For each message, ... | 0 | 1,777,714,330 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79905879/an-ai-assistant-chatbot-based-on-rag-for-university | An AI Assistant Chatbot based on RAG for University? | so one of the biggest hurdles I currently face is navigating through my University website to find the relevant data like fee structure for my course(which is updated bi annually) and other information like scholarships, timetables, LMS logins etc and honestly the website is just a mess overall, I'm planning on making ... | 0 | 1,777,714,330 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79900654/improve-the-rag-chatbot-result | Improve the RAG chatbot result | I am building a local RAG chatbot using LangChain and ChromaDB (PersistentClient). I’m encountering 'hallucinations' when the similarity search returns documents with a low relevance score. How can I implement a Self-Correction loop in LangChain that: 1. Grades the documents retrieved from ChromaDB. 2. If the relevance... | 4 | 1,777,714,330 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79897835/best-technique-for-retrieving-large-set-of-documents-for-local-llm | Best technique for retrieving large set of documents for local LLM | I need some help. I'm really struggling with RAG or some other things to scrape large documents to local llm (I'm using llama-server for running gpt-oss 20b). My question is: how to implement such thing to llama-server to be like interactive chatGPT experience with just retrieving needed information from bunch of docum... | 2 | 1,777,714,330 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79896070/agentic-rag-tool-calling-issue-groq-langchain-agent-fails-with-tool-use-faile | Agentic RAG tool_calling issue: Groq + LangChain agent fails with tool_use_failed when calling custom tool (Llama 3.3) | I'm building a Streamlit app using LangChain (latest), LangGraph, and Groq with the model: llama-3.3-70b-versatile I'm using the modern create_agent() API (LangGraph-backed). The agent has two tools: search_pdf (custom tool using a Chroma retriever) web_search (DuckDuckGo tool) The agent correctly chooses the appropria... | 1 | 1,777,714,331 |
stackexchange/stackoverflow/rag | https://stackoverflow.com/questions/79891066/cuda-error-cublas-status-invalid-value-in-cublasgemmex-with-pytorch-fp16-fal | CUDA error: CUBLAS_STATUS_INVALID_VALUE in cublasGemmEx() with PyTorch, fp16=False | I am using an RTX 3060 (12GB VRAM) and implementing a RAG pipeline with the BGE-M3 embedding model . Initially, I installed PyTorch with the CUDA 12.8 wheel (my NVIDIA driver supports CUDA 12.9 ). However, I encountered the following error: Error CUDA error: CUBLAS_STATUS_INVALID_VALUE when calling cublasGemmEx( handle... | 6 | 1,777,714,331 |
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