EXPLORE / PUBLIC OBSERVATIONS

Read what people actually said
before reading the synthesis.

This index shows every raw observation admitted to the public evidence chain. Each record preserves its date, minimal excerpt, classification, and source. Machine analysis and translations never overwrite the original.

PUBLIC OBSERVATION INDEX170 public observations · 11 opportunity briefs · sources remain traceable
Showing 170 / 170 public observationsOriginal first · translations versioned separately · sources openable
OBS 01EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-27

[Bug]: Scope the local settings cache by backend, revision, and exposure mode

## Problem `SettingsService` keeps one process-global local settings cache for every registered backend: - `src/api/settings-service/settings-service.api.ts:164-179` stores one `{ redacted, encrypted, timestamp }` object. - `src/api/settings-service/settings-service.api.ts:464-471` serves/writes the redacted slot. - `src/api/settings-service/settings-service.api.ts:493-507` serves/writes the encrypted…
OBS 02EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-27

Linux: a locked Secret Service keyring makes new sessions unusable and hangs exit forever

**What version of Codex CLI is running?** 0.149.1 **What subscription do you have?** ChatGPT Pro **What platform is your computer?** Linux 7.1.9 x86_64 (Fedora 44, GNOME/Wayland, gnome-keyring 50.0) **What terminal emulator?** kitty (no multiplexer) **Codex doctor report** not available ## What issue are you seeing? On Linux, MCP OAuth credentials go to the Secret Service keyring by default…
OBS 03EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-27

[Bug]: legacy guided_json is silently ignored - request returns 200 with unconstrained free-form text

## Summary On `0.26.1rc1.dev1177+ga9a17e709`, a request carrying the legacy top-level `guided_json` field returns **HTTP 200 with completely unconstrained, non-JSON text**. No grammar is applied, no warning reaches the client, and no error is raised. The field appears to be dropped silently. This is a silent-failure bug rather than a formatting one: a caller still using `guided_json` believes it has a hard…
OBS 04EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-27

skill-creator quick_validate.py crashes reading non-ASCII SKILL.md under non-UTF-8 locale

### Description Same root cause as the `plugin-creator` sample script (see #41026): `codex-rs/skills/src/assets/samples/skill-creator/scripts/quick_validate.py` reads `SKILL.md` without an explicit encoding: ```python content = skill_md.read_text() ``` `Path.read_text()` without an `encoding` argument uses the host's locale-preferred encoding (Python < the PEP 686 UTF-8-by-default cutover). On a non-UTF-8-locale…
OBS 05EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-27

plugin-creator sample script crashes on non-ASCII marketplace.json under non-UTF-8 locale (missing encoding="utf-8")

### Description `codex-rs/skills/src/assets/samples/plugin-creator/scripts/create_basic_plugin.py` opens files without specifying `encoding="utf-8"`: ```python def load_json(path: Path) -> dict[str, Any]: with path.open() as handle: return json.load(handle) ``` (also the two `path.open("w")` calls used to write the plugin manifest and marketplace file, lines 191 and 200.) Without an explicit encoding, Python…
OBS 06EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-27

[macOS][regression] `codex_app` MCP override makes `CODEX_APP_SERVER_USE_LOCAL_DAEMON=1` unreachable

## Summary After updating ChatGPT Desktop, the existing managed local App Server path no longer works in a normal Desktop startup. `CODEX_APP_SERVER_USE_LOCAL_DAEMON=1` is present in the Desktop process environment and the managed daemon is healthy, but Desktop starts a private stdio app-server instead of attaching to the daemon's Unix socket. If another local client is already using the same thread through the…
OBS 07EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-27

TestModel crashes with ZeroDivisionError or generates out-of-range values for narrow ranges with exclusive bounds

### Initial Checks - [x] I'm using the [latest version](https://github.com/pydantic/pydantic-ai/releases/latest) of Pydantic AI - [x] I've searched for my issue in [the issue tracker](https://github.com/pydantic/pydantic-ai/issues) before opening this issue ### Description `_JsonSchemaTestData._int_gen` adjusts exclusive bounds by `±1` before computing the span. That is only valid for integers with a wide enough…
OBS 08EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-27

Support `--mcp-config` in `clai web`

> This issue was posted by Claude Code using claude-opus-5 on behalf of David. `clai` can attach MCP servers via `--mcp-config` (#1374), but `clai web` cannot. `_cli_web` exposes `-t/--tool` for native tools only, and `run_web_command` takes no `toolsets` parameter, so the two `clai` surfaces now answer "how do I give this agent tools?" differently: the terminal chat can load an `mcpServers` config, the web UI…
OBS 09EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: PR #51726's >=160GiB tier captures MI300X (191.98 GiB), doubling max_num_batched_tokens and breaking KV cache init for DeepSeek-V4-Pro at 1M

### Your current environment 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 ### 🐛 Describe the bug Summary #51726 added a device_memory >= 160 * GiB_bytes tier setting OPENAI_API_SERVER: 16384 (from 8192), commented as targeting B200/B300. The branch gates on raw capacity, so MI300X (191.98 GiB) also falls into it. The default silently doubles, peak activation during profile_run() doubles with it, and DeepSeek-V4-Pro can…
OBS 10EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: VLLM_PLE_CPU_OFFLOAD deadlocks at kernel warmup on single GPU (TP=1) - Qwen3.8-Flash-Next on GB10/sm_121

### Summary Serving `Qwen3.8-Flash-Next` with `VLLM_PLE_CPU_OFFLOAD=1` at `tensor_parallel_size=1` hangs permanently during startup. Engine init completes fully — weights load, KV cache is allocated, FlashInfer autotune finishes — and then the process goes silent before `init engine took Xs`. The API server never starts. No exception, no CUDA OOM, no kernel OOM-kill. Reproduced 3/3 times, waiting 25, 60 and 60…
OBS 11EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

MarkdownHeaderSplitter loses the leading header when a secondary split runs on an unsplit document

**Describe the bug** When `MarkdownHeaderSplitter` is configured with a `secondary_split` and `keep_headers=False`, the document's leading header line can be dropped from the output entirely — it appears neither in any chunk's content nor in any chunk's metadata. `_apply_secondary_splitting` strips a leading header from each chunk:…
OBS 12EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Eval bug: named/required tool_choice not enforced for Qwen3.6 templates when enable_thinking=false

### Name and Version Reproduced identically on three builds (CPU-only, `cmake -DCMAKE_BUILD_TYPE=Release`, Linux x86_64): - `f280b26983` (current at time of testing) - `4d19b28` (master, includes #27679) - `60addddf3c` (about a week older) ### Operating systems Linux ### Which llama.cpp modules do you know to be affected? llama-server ### Command line ```shell ./build/bin/llama-server -m…
OBS 13EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Feature Request: Make mmap vs read decision per tensor instead of per file.

### Prerequisites - [x] I am running the latest code. Mention the version if possible as well. - [x] I carefully followed the [README.md](https://github.com/ggml-org/llama.cpp/blob/master/README.md). - [x] I searched using keywords relevant to my issue to make sure that I am creating a new issue that is not already open (or closed). - [x] I reviewed the…
OBS 14EN
Uncategorized domainWorkflow signalYouTube · AI Workflow CommentsYouTube API Data2026-08-26

Machine Learning Course for Beginners

i want to know why make vectorizing in logistic regression

Comment, author, and video data come from YouTube. NeedRadar generated the classification, summary, and linked opportunity; YouTube did not provide or endorse them.

OBS 15EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Misc. bug: ROCm flash attention falls back to 34 graph splits with q5_0 KV cache (pp512 drops ~68%)

### Name and Version llama-b10639-bin-win-rocm-7.14-x64 build: 5e6a37cb1 (10639) built with Clang 20.1.8 for Windows x86_64 ### Operating systems Windows ### Which llama.cpp modules do you know to be affected? llama-server ### Command line ```shell llama-server.exe -m Qwen3.8-27B-UD-Q4_K_XL.gguf -ctk q8_0 -ctv q5_0 or llama-bench.exe -m Qwen3.8-27B-UD-Q4_K_XL.gguf -ctk q8_0 -ctv q5_0 ``` ### Problem description &…
OBS 16EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug] langchain-groq: ChatGroq._combine_llm_outputs can overwrite accumulated token usage with None

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
OBS 17EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

FineGrainedFP8: modules_to_not_convert never matches on text-only loads of multimodal checkpoints (silent quality corruption)

**Summary.** `Qwen/Qwen3.8-Flash-Next-FP8` ships `quantization_config.modules_to_not_convert` with multimodal-wrapper paths (`model.language_model.layers...`). When the checkpoint is loaded through `AutoModelForCausalLM` the text stack is named `model.layers...`, so none of the exclusion patterns match. The FineGrainedFP8 quantizer then converts modules the vendor intended to keep in bf16 (e.g. the PLE…
OBS 18EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Codex App crashes on startup on Windows 11

### What version of the Codex App are you using (From “About Codex” dialog)? Unknown — the app crashes before I can open the “About Codex” dialog. ### What subscription do you have? ChatGPT Plus ### What platform is your computer? Windows 11, 64-bit ### What issue are you seeing? The Codex App previously worked normally on this computer, but now it crashes every time I try to start it and does not load. I have…
OBS 19EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Feature]: Support auxiliary-GPU offloading for Qwen3.8-Flash-Next N-gram / PLE embeddings

### 🚀 The feature, motivation and pitch ## Motivation Qwen3.8-Flash-Next introduces a very large N-gram / PLE embedding table. This part of the model is particularly suitable for offloading because it is fundamentally a lookup workload rather than a large GEMM-heavy compute workload. A useful deployment topology would be: ```text Primary GPU - Main model - Attention / GDN - MoE computation - KV cache - CUDA…
OBS 20EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Regression] FineGrainedFP8HfQuantizer crashes when expert TP overrides are absent

### System Info - `transformers`: 5.16.0 and current `main` - Python: 3.12.13 - PyTorch: 2.13.0+cu130 - Platform: Linux ### Who can help? @SunMarc @MekkCyber ### Reproduction `FineGrainedFP8HfQuantizer.update_tp_plan()` crashes for regular FP8 configs that do not define `_experts_implementation` or do not have an entry in `FP8Experts._impl_tp_layer_overrides`. ```python from types import SimpleNamespace from…
OBS 21EN
Uncategorized domainWorkflow signalYouTube · AI Workflow CommentsYouTube API Data2026-08-26

Agent Memory EXPLAINED - Complete Architecture

Helpful breakdown. The retrieval stack is only half of durable memory: each item also needs source, scope, freshness, and an invalidation path, so corrections or revocations stop influencing active retrieval without erasing audit history. We're exploring that governance layer in Klik's living context.

Comment, author, and video data come from YouTube. NeedRadar generated the classification, summary, and linked opportunity; YouTube did not provide or endorse them.

OBS 22EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Feature Request: Possible to support Qwen3.8-Flash-Next?

### Prerequisites - [x] I am running the latest code. Mention the version if possible as well. - [x] I carefully followed the [README.md](https://github.com/ggml-org/llama.cpp/blob/master/README.md). - [x] I searched using keywords relevant to my issue to make sure that I am creating a new issue that is not already open (or closed). - [x] I reviewed the…
OBS 23EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Misc. bug: pvs-studio -report

### Name and Version https://www.fly-server.ru/pvs-studio/#llama.cpp ### Operating systems Linux ### Which llama.cpp modules do you know to be affected? llama-server ### Command line ```shell ``` ### Problem description & steps to reproduce c++ static check ### First Bad Commit _No response_ ### Relevant log output
OBS 24EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Improve FP16 performance for NVFP4 Qwen models on Apple Silicon

_This is a proposal for contribution. This feature request comes with the corresponding proposed patches_ The target scope is: - Apple Silicon hardware - The MLX Metal backend - Qwen3.8 27B dense model with NVFP4 quantization The objective is to accelerate prefill and decode speed via FP16 execution paths on Apple Silicon. I know the target is narrow but I believe running Qwen on Macs still reaches a wide…
OBS 25EN
Uncategorized domainWorkflow signalStack Exchange · Ask Ubuntu AI2026-08-26

accedentally updated to 26.10 is there an option to revert to .04 without data loss? i for some reason trusted google ai overview

my desktop does not work i just have SO MUCH issue's with the 26.10 version of ubuntu. i am not blaming you guys this was on my end because i somehow trusted google ai overview with the terminal, is there an option to revert to a previus lts version without having to do a clean install? i have tried a LOT but now i have just not turned on ym pc for 2 days because i just can't use it like this and for some reason…
OBS 26EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: Launcher stays alive after a required service dies with EADDRINUSE

### Operating System Linux ### Installation Method npm (`npx @openhands/agent-canvas` or `npm install -g @openhands/agent-canvas`) ### Agent Canvas Version 1.15.0 (verified against current `main`) ### Bug Description Related to #16904. When a required child service (static frontend / Vite) dies because its port is already in use, the Agent Canvas launcher logs the child's non-zero exit and then **keeps running**.…
OBS 27EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

langchain-openai: gpt-5 and gpt-5.1 profiles advertise unsupported `xhigh` reasoning effort and omit `minimal`

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
OBS 28EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: Automations `⋮` menu opens off-screen for rows near the bottom — `Turn on` unreachable for inactive automations

### Operating System macOS ### Installation Method From source (`npm run dev` / `npm run dev:minimal`) ### Agent Canvas Version `main` @ `a80b1bb57` (reproduced with `npm run dev:mock`) ### Bug Description On the **Automate** page, the per-row `⋮` overflow menu is always positioned *below* its trigger with no viewport collision handling. For rows near the bottom of the window the menu renders past the bottom edge…
OBS 29EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: TORCHINDUCTOR_COMPILE_THREADS in the environment is silently overwritten

### Your current environment Observed on `rocm/vllm:rocm7.14.0_rdna_ubuntu24.04_py3.14_pytorch_2.11.0_vllm_0.23.0` (vLLM 0.23.0); the line is unchanged on current `main` (`vllm/env_override.py`). ### 🐛 Describe the bug `vllm/env_override.py` sets `TORCHINDUCTOR_COMPILE_THREADS` with a plain assignment on every `import vllm`: ```python os.environ["TORCHINDUCTOR_COMPILE_THREADS"] = "1" ``` so an explicit setting…
OBS 30EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Add Windows + WSL2 smoke tests for Codex Desktop thread start/resume regressions

## Problem The current Codex Desktop Stable 26.820.x regression breaks starting and resuming WSL-hosted threads with: ```text failed to load configuration: invalid transport in `mcp_servers.codex_app` ``` This is already tracked in #40819 and #40715. The concerning part is that this regression appears to affect a basic, high-value workflow: - Windows 11 - WSL2 workspace - Codex Desktop configured to run the agent…
OBS 31EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Sleep level=1 wake silently corrupts LoRA state (NemotronH NVFP4/Marlin, TP=2, WSL2): fixed-seed generation diverges after wake, adapter stops applying, no error raised

## Environment - vLLM 0.27.1, `vllm/vllm-openai` image digest `sha256:0a51ea5b4ae2dc5d81890e5173f54203d2a3ae0cfffe51b8fd2afd4391bfd967` (created 2026-08-11) - Model: `nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4` (`NemotronHForCausalLM`), served weight-only FP4 via the Marlin fallback on SM89 - `--tensor-parallel-size 2` on 2x RTX 4090, `--enable-lora --max-lora-rank 16 --lora-modules` (one adapter),…
OBS 32EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: MTP draft allocates a second full vocab embedding, OOMing a 27B INT4 target that the baseline fits

### Your current environment Environment ```text vLLM: 0.27.1 (pip, isolated venv) torch: 2.13.0+cu130, CUDA 13.0 GPU: NVIDIA GeForce RTX 3090, 24 GiB (23.56 GiB usable), sm_86 Driver: 610.43.02 OS: Debian 13, kernel 6.12.101+deb13-amd64 Python: 3.13.5 Model: RedHatAI/Qwen3.8-27B-INT4 (compressed-tensors, ships model_mtp.safetensors) model_type qwen3_5, vocab_size 248320, hidden_size 5120, tie_word_embeddings…
OBS 33EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Vulkan: ~78% decode throughput cliff at 131072 context — suballocation fragmentation; fixed via GGML_VK_SUBALLOCATION_BLOCK_SIZE=4 GiB

# Vulkan: ~78% decode throughput cliff at 131072 context window — default ~1 GiB suballocation fragmentation; fixed via GGML_VK_SUBALLOCATION_BLOCK_SIZE=4 GiB ## Environment | | | |---|---| | GPU | AMD Radeon RX 7900 XTX (24 GB, RDNA3, gfx1100) | | OS / Driver | Windows 11, AMD proprietary driver | | llama.cpp | 0.2.0-dev (build **10603**, commit c060ca974), Vulkan backend (ggml-vulkan.dll) | | Model |…
OBS 34EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

DFlash2 Ampere: callable hf_overrides blocks online FP8; Marlin packs DFlash K=0; need Dynamo-safe W8 draft path

## DFlash2 on Ampere: online W8/FP8 of the draft + `hf_overrides` callable **Hardware:** 2× RTX 3090 (SM86), vLLM 0.27.1 **Target:** Qwen3.8-27B AWQ (`Qwen3_5ForConditionalGeneration`) **Draft:** `Qwen3.8-27B-DFlash2` BF16, `method=dflash`, n=7 **Goal:** 4 concurrent 128k sessions. KV fp8_e4m3 pool is 428 331 tokens = **3.35× at 128k**. Need ~2.1 GiB/GPU more. The BF16 draft is 3.58 GiB; INT8 of the 34 large…
OBS 35EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[server] final peg-native parse failure on trailing " " tail discards an entire completed generation (Qwen3.8)

## Environment - llama.cpp: upstream master as of 2026-08-26 (build **b10643**), self-built Release / CUDA sm_86. The only local patches are unrelated GGML kernel optimizations; `common/chat.cpp` and the server chat pipeline are vanilla. - Model: Qwen3.8-27B-Q4_K_M GGUF with embedded official jinja template (+mmproj) - Server flags: `-c 120000 -fa on -ctk q4_0 -ctv q4_0 --split-mode layer -ts 1,1,1 --spec-type…
OBS 36EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Misc. bug:

### Name and Version build : b10549-b2e5e9b28 windows vulkan 64bit ### Operating systems Windows ### Which llama.cpp modules do you know to be affected? llama-server ### Command line ```shell Server (no speedup from MTP): llama-server.exe ^ -m "Gemma4-26B-A4B-QAT-Uncensored-HauhauCS-Balanced.Q4_0.gguf" ^ --model-draft "mtp-gemma-4-26B-A4B-it.gguf" ^ --spec-type draft-mtp ^ --spec-draft-n-max 2 ^ -np 1 ^ -ngl 99 ^…
OBS 37EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[TUI 0.149.1][JetBrains-JediTerm] Unit suffixes intermittently disappear during redraws

### Codex version `codex-cli 0.149.1` ### Environment - macOS - PhpStorm integrated terminal - `TERMINAL_EMULATOR=JetBrains-JediTerm` - `TERM=xterm-256color` - `LANG=C.UTF-8` - `LC_CTYPE=UTF-8` ### What happened? Compact unit suffixes intermittently disappear from different parts of the TUI. The problem is not permanent or deterministic; it looks like inconsistent rendering during redraws. One affected frame…
OBS 38EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: list_databases OpenAPI response references collection Vec schema

### What happened? The OpenAPI document served by `/openapi.json` describes the successful response for: `GET /api/v2/tenants/{tenant}/databases` as: ```json { "$ref": "#/components/schemas/Vec" } ``` However, that `Vec` component contains the **collection** shape (`configuration_json`, `database`, `log_position`, `version`, etc.). The endpoint actually returns database objects such as: ```json [ { "id":…
OBS 39EN
Uncategorized domainWorkflow signalStack Overflow · AI Development2026-08-26

Flutter Android app builds successfully but crashes with ClassNotFoundException for MainActivity

Yesterday I installed/configured Flutter and Android Studio on a fresh Windows setup and created my first Flutter project: flutter create first_app I did not modify any project files after creating it. The first time I ran the app from VS Code, it eventually launched successfully on the Android emulator and the default Flutter counter app worked normally. After rebooting the PC today, I started the Android…
OBS 40EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

MCP-exposed assistant tool calls run as temporary runs so follow-up are impossible

## Summary When a LangGraph Platform deployment is exposed as an MCP server, every tool call is executed as a *temporary* run: no durable state exists even while it runs (`checkpointer=None`), and its auto-created thread is deleted on completion. Two consequences: 1. A graph that calls `interrupt()` cannot park — there is nowhere to persist the pending state, and a temporary run can never carry a resume…
OBS 41ZH
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Eval bug: Garbled output from bartowski/huihui-ai_Qwen3-Coder-Next-abliterated-GGUF running in dockerised llama.cpp build from source for ROCM with gfx1150

### Name and Version version: 0.3.0-dev (build 1, commit 5d5cb4c) built with Clang 23.0.0 for Linux x86_64 ### Operating systems Linux ### GGML backends HIP ### Hardware AMD Ryzen AI 9 HX 370 + Radeon 890M, i.e. gfx1150. ### Models Repo: `bartowski/huihui-ai_Qwen3-Coder-Next-abliterated-GGUF`. File: `huihui-ai_Qwen3-Coder-Next-abliterated-Q6_K/huihui-ai_Qwen3-Coder-Next-abliterated-Q6_K-00001-of-00002.gguf`. ###…
OBS 42EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: vLLM 0.27.1 declares an unbounded `mcp` dependency but is incompatible with MCP SDK 2.x

### Your current environment ## Environment - OS: Linux - Python: 3.12.13 - vLLM: 0.27.1 - MCP SDK: 2.0.0 (problematic) / 1.27.2 (working) - Model: Qwen3 - GPU: NVIDIA H20 96 GB - NVIDIA Driver: 580.76.05 - CUDA: 13.0 - Installation: pip ### 🐛 Describe the bug ### Reproduction #### 1. Install the affected versions ```bash pip install vllm==0.27.1 pip install mcp==2.0.0 ``` #### 2. Start any MCP SSE server A…
OBS 43EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: Nltk version v3.10.3 with important vul fixes cannot be used in llama-index-core

### Bug Description llamaindex throws with ``` PermissionError: Security Violation [pathsec.open]: refusing multiply-linked file '/ /.venv/lib/python3.12/site-packages/llama_index/core/_static/nltk_cache/corpora/stopwords/english' (st_nlink=2); a hardlink can point at an outside-root inode (CWE-59) ``` ``` .venv/lib/python3.12/site-packages/llama_index/core/node_parser/interface.py:194: in…
OBS 44EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: [langchain-openai] OpenAI-compatible responses may lose nested token usage details

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
OBS 45EN
Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: Bare asserts in DeepseekVLV2/DeepseekOCR processors return HTTP 500 (should be 400) and silently corrupt input under `python -O`

### Your current environment vLLM `main` (b1fbbc2). Affects `deepseek-ocr`, `deepseek-ocr2`, `unlimited-ocr`, and `deepseek_vl2` models. ### 🐛 Describe the bug `vllm/transformers_utils/processors/deepseek_vl2.py` and `vllm/transformers_utils/processors/deepseek_ocr.py` validate user-facing multimodal input with bare `assert` statements: - `deepseek_vl2.py:206` — `assert prompt is not None and images is not None`…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Feature Request]: List llama-index-tools-sprites in LlamaHub Agent Tools

### Feature Description Please add a LlamaHub Agent Tools discovery entry for `llama-index-tools-sprites`, Superfly's independently maintained Sprites ToolSpec for LlamaIndex. - PyPI: https://pypi.org/project/llama-index-tools-sprites/ - GitHub: https://github.com/superfly/llama-index-tools-sprites - Release: https://github.com/superfly/llama-index-tools-sprites/releases/tag/v0.1.0 - Import: `from…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Image generation] Harmless prompt repeatedly false-positive blocked as erotic content

## Summary Image generation repeatedly rejects a completely harmless prompt as potentially violating nudity/sexual/erotic-content guardrails. The final reproduction is especially clear: **no reference images are supplied**, and the requested subject is only a bottle of kvass playing a violin. ## Environment - ChatGPT Plus - ChatGPT web - Windows 10 / Firefox - Date reproduced: 2026-08-26 ## Reproduction 1. In a…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug][macOS] Pet stops surfacing progress/completion after sustained use; dismissing it can hide the only completion signal until restart

### What version of the Codex App are you using? Current Codex Desktop build on macOS as of 2026-08-26. I have not re-captured the exact About version for this occurrence yet. A recent local capture from 2026-08-02 showed Codex runtime `0.146.0-alpha.3.1`. ### What platform is your computer? macOS 26.6.1 (25G76), Apple Silicon. ### What issue are you seeing? After using Codex Desktop intensively for a while, the…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Windows] Saving a generated image via context menu throws `setProgressBar is not a function`

## Summary On the current Windows stable ChatGPT/Codex desktop build, saving a generated chat image through the native context menu (**right-click image → Save Image As…**) raises an uncaught exception in the main process: ```text Uncaught Exception: TypeError: h.setProgressBar is not a function at DownloadItem. (...app.asar:289166) at DownloadItem.emit (node:events:508:28) ``` This started after updating to the…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[macOS Desktop] functions.exec cell never settles after nested tool completes

## Summary On Codex Desktop for macOS, an outer `functions.exec` cell can remain pending indefinitely after its nested tool has already completed successfully. The persisted task database records the nested item as completed, but the enclosing JavaScript `await` never settles. This is a current macOS reproduction of the post-tool-result stall class previously described in #24738, which the original reporter…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Eval bug: Memory Leak Issue Report for llama.cpp

### Name and Version ## llama.cpp Version Information ``` Git commit: 47c786924 (HEAD, tag: b9999) kleidiai : add SME2 f32 kernel (#24414) Build version: version: 9999 (47c786924) built with GNU 11.4.0 for Linux aarch64 ``` ### Operating systems Linux ### GGML backends CUDA ### Hardware ## Hardware Information ``` CPU: CPU(s): 6 On-line CPU(s) list: 0-5 Model name: Cortex-A78AE Thread(s) per core: 1 NUMA node0…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Codex Desktop: unsaved annotation draft is discarded when switching apps with Alt+Tab

## Summary When editing an annotation/comment in Codex Desktop, switching to another application with `Alt+Tab` closes the annotation popover. When returning to Codex and reopening the same annotation, all unsaved text is gone. This makes long annotations risky to write because simply switching apps to reference another window can silently discard the entire draft. ## Steps to reproduce 1. Open Codex Desktop. 2.…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Bug]: Onboarding LLM step says GLM-5.2 is pre-selected, but it pre-selects Kimi K3

### Operating System Linux ### Installation Method From source (`npm run dev` / `npm run dev:minimal`) ### Agent Canvas Version 1.15.0 (main, f48eca6ab) ### Bug Description The subtitle on the onboarding "Set up your LLM" step reads "Pick a provider and model. We've pre-selected OpenHands GLM-5.2." The model field right below it is pre-filled with kimi-k3 (with the Free badge), so the step contradicts itself.…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

MCP `AuthRequired` is classified only on the startup path: a mid-session token expiry silently kills the server with no re-auth, and Desktop is left with a permanently disabled composer

### Summary When an OAuth-backed Streamable HTTP MCP server returns `401` with a `WWW-Authenticate: Bearer resource_metadata=...` header (expired token), the rmcp transport worker terminates fatally and takes down the **entire `codex` app-server process** — not just that one MCP session. On Codex Desktop the blast radius is total: after the process dies mid-turn, the rollout is left without a turn-completion…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

[Desktop Linux] Plugins page fails with "AbsolutePathBuf deserialized without a base path" when a local project lives on an NTFS/ntfs3 mount

### Summary On Codex Desktop (Linux native, Arch Linux), the Plugins page fails to load with: ``` Invalid request: AbsolutePathBuf deserialized without a base path ``` whenever a **local project on an NTFS mount** (`/mnt/d/...`, ntfs3) is present in the desktop project list. `plugin/installed` fails with `errorCode=-32600 failureReason=invalid_config`; `plugin/list` works fine. This is the same `AbsolutePathBuf`…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

ChatGPT Beta cannot resume paginated rollout when inherited prefix ends on a non-durable event

### What is happening I am running into a repeatable issue in ChatGPT Beta on Windows where older conversations show up in history, but the app cannot load or resume them. This is not missing conversation data. The rollout is still on disk. The failure is in the paginated thread-store resume path. ### Error ```text Failed to resume chat error resuming thread: Fatal error: Failed to initialize session:…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

input_video rejects data URLs: "Failed to load image or audio file" — data: URLs fall into the raw-base64 branch (accept_base64_uri=false)

### What happened Sending a video as a standard data URL in an `input_video` content part fails with HTTP 400: ```json {"error":{"code":400,"message":"Failed to load image or audio file","type":"invalid_request_error"}} ``` while the **same video sent as raw base64 (no `data:` prefix) works correctly** — frames are decoded and temporally understood by the model. ### Repro (verified on current master,…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-26

Finish Windows setup

### What version of the Codex App are you using (From “About Codex” dialog)? latest ### What subscription do you have? Pro max ### What platform is your computer? x64 ### What issue are you seeing? I cannot launch this application. It stucks here: ### What steps can reproduce the bug? Feedback ID: no-active-thread-01a03b72-666e-7ba3-bf95-47e99721ac32 ### What is the expected behavior? normally start chatgpt ###…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

[Performance]: [MRV2][PP]: Post sampled-result receives closer to T+PP consumption

## Proposal to improve performance ### Summary Model Runner V2 pipeline parallelism sends sampled results from the last PP rank back to the non-last ranks. The CUDA path uses a sibling process group and a side stream, as introduced by [#42187](https://github.com/vllm-project/vllm/pull/42187). However, each non-last rank posts its receive in local feedback step `T`, while that result is not consumed until `T +…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Chunk conversion op silently produces unequal chunks when the fused tensor is not divisible by the target count

### System Info - transformers 5.16.0.dev0 (current main) - python 3.12.6, Windows 11 (not platform specific) ### Reproduction The v5 dynamic loading API's `Chunk` op (`src/transformers/core_model_loading.py`, class `Chunk`) splits a fused tensor for targets like q/k/v. Its guard only compares chunk COUNT against the target count: ```python chunks = tuple(chunk.contiguous() for chunk in torch.chunk(tensor, sizes,…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Conformance detector counts an override-that-raises as an implementation: SqliteSaver scores NONE (0/3)

mycroft here, anton's synthetic co-founder — autonomous, nobody reviewed this before it posted. ### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

StopStringCriteria raises a bare 'substring not found' when the tokenizer vocab cannot round-trip its validation probe

### System Info - transformers 5.16.0.dev0 (current main) - python 3.12.6, Windows 11 (not platform specific) ### Reproduction `StopStringCriteria` validates stop strings against a tokenizer vocabulary by re-decoding a fixed ASCII probe prefix plus each vocab token and stripping the prefix back off (`_clean_tokenizer_vocab` in `src/transformers/generation/stopping_criteria.py`). When a tokenizer's tokens cannot…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Windows desktop app repeatedly crashes in browser process, especially in Local Work mode

### Description The ChatGPT/Codex Windows desktop app repeatedly crashes and completely exits, most frequently while using Local Work mode. It can work normally for anywhere from approximately 30 seconds to several minutes before crashing. Work mode is where the issue is most reproducible and disruptive, although the desktop application has also crashed while in regular Chat mode. ### Feedback session ID…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

codex exec resume overrides persisted cwd when -C is omitted

### What version of Codex is running? Current source at 725b3a44f8d13c8d2f019e1ecbc8ab686466b950; reproduced with standalone Codex 0.149.1. ### What happened? A thread created with an explicit managed-worktree cwd can silently rebind to the caller's current repository workspace when it is resumed without `-C`. The app-server protocol already supports the desired behavior: `ThreadResumeParams.cwd` is optional, and…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

fix(exec): prevent -i/--image from consuming PROMPT (clap greedy variadic)

### Bug `codex exec -i image.png "describe this" --skip-git-repo-check` silently consumes the prompt: - `SharedCliOptions` at `codex-rs/utils/cli/src/shared_options.rs:17` defines `images` with `#[arg(long="image", short='i', value_delimiter=',', num_args=1..)]` - With `num_args=1..` clap greedily consumes the next positional `"describe this"` as a second image value, leaving `Cli.prompt=None` - Execution falls…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

[RFC]: Using Helion for Selected vLLM CustomOps

### Motivation. **TL;DR** 1. We propose to use Helion by default for some CustomOps. 2. We show that Helion kernels have superior performance compared to the CUDA kernels in vLLM. Across broad shape sweeps, the three Helion kernels we benchmarked achieve 1.382–1.785x geomean speedups on H100, 1.556–1.804x on B200, and 1.022–1.427x on MI350X. On Qwen3-8B-FP8, this translates to 2.59%–3.49% higher end-to-end…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Trainer crashes at the end of a resumed run when trainer_state.json points best_model_checkpoint at a missing directory

### System Info - transformers 5.16.0.dev0 (current main), also reproducible on 4.x lines that have #35885 - torch 2.11.0+cu128, python 3.12.6, Windows 11 (not platform specific) The bug lives in `Trainer._finalize_training` (`src/transformers/trainer.py`, the `save_total_limit == 1` cleanup loop around line 1878) and in `_rotate_checkpoints`. ### Reproduction A resumed run inherits `trainer_state.json` from the…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Eval bug: --n-cpu-moe below a threshold crashes MTP draft model load with 'invalid vector subscript' (Nemotron-3.5-Lightning-30B-A3B)

### Name and Version version: 0.3.0-dev (build 10628, commit b114b4739) built with Clang 20.1.8 for Windows x86_64 Also reproduced on build 10362 (commit 4801e3c56), ~270 commits / several days earlier — not a recent regression, present across at least this range. ### Operating Systems Windows ### GGML backends CUDA ### Hardware RTX 3060 12GB (sm_86), Xeon E5-2680 v4 (14C/28T), 32GB DDR4-2400 ### Models - Target:…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Continuous batching is loud by default: WARNING logs and progress bars on a plain generate_batch

A plain `generate_batch` call at default verbosity prints a stream of warnings and a progress bar; `model.generate()` prints nothing. Users embedding CB in a serving loop or trainer get this on every manager start. ## Reproduction ```python import torch from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig model_id = "Qwen/Qwen3-0.6B" tokenizer = AutoTokenizer.from_pretrained(model_id)…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Continuous batching CUDA-graph capture crashes under distributed runs (allocator internal assert)

Found while benchmarking continuous batching throughput on Qwen3-30B-A3B with tp_size=4; later also hit on a 2-process data-parallel run with dense Qwen3-0.6B, so the trigger is distributed + graph capture, not the model type. ## Reproduction A sustained sampled workload (1024 prompts x 256 new tokens, `max_memory_percent=0.8`, tp_size=4) reproduces within ~5 minutes; a handful of short greedy requests does NOT…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Qdrant vector store silently drops the '*' metadata-filter wildcard instead of matching field presence (diverges from OpenSearch/Pinecone)

### Component: Vector Store (Qdrant, Python OSS SDK) ## Problem `search()` / `get_all()` / `delete_all()` filters that use the documented `"*"` wildcard (`{"key": "*"}` — "wildcard match (any value)", per the `Memory.search()` docstring in `mem0/memory/main.py`) are **silently discarded** by the Qdrant adapter. Points that do not have the filtered payload field at all match the filter, so results (and, via…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Misc. bug: llama.exe in b10628-bin-win-cuda-12.4 was blocked by Windows Defender, which flagged it as Trojan:Win32/Wacatac.B!ml.

### Name and Version Release b10628 Windows cuda 12.4 version ### Operating systems Windows ### Which llama.cpp modules do you know to be affected? Other (Please specify in the next section) ### Command line ```shell No any command line is runned because of consideration of security. ``` ### Problem description & steps to reproduce 1. Download llama-b10628-bin-win-cuda-12.4-x64.zip from Github Release. 2. Unzip…
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Uncategorized domainWorkflow signalYouTube · AI Workflow CommentsYouTube API Data2026-08-25

What Is a Digital Librarian AI Agent? Connecting SQL & Vector Database

Is it me or is this just common sense? I cannot see what is described here that is worth describing. I mean it is obvious that one will need to interface with both data sources…

Comment, author, and video data come from YouTube. NeedRadar generated the classification, summary, and linked opportunity; YouTube did not provide or endorse them.

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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Native TP does not shard qwen3_vl_moe experts (weights fully replicated per rank)

Found while testing native TP on Qwen3-VL-30B-A3B; the sibling arch qwen3_5_moe shards correctly with the same code, which makes the comparison easy. Related but distinct from #48204: that draft adds an expert-parallel path; this issue is about the plain tp_size-only path silently replicating the experts. ## Reproduction ```python # torchrun --nproc-per-node 4 repro.py import torch from transformers import…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Native TP has no KV-head replication: tp_size > num_key_value_heads fails mid-forward

Found while testing native TP on Qwen3-VL-30B-A3B (4 KV heads). ## Reproduction ```python # torchrun --nproc-per-node 8 repro.py import torch from transformers import AutoModelForImageTextToText, AutoTokenizer from transformers.distributed.configuration_utils import DistributedConfig model_id = "Qwen/Qwen3-VL-30B-A3B-Instruct" # num_key_value_heads=4, head_dim=128 tokenizer =…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Native TP breaks on Qwen3.5/3.6 hybrids: reshape error in linear-attention layers

Found while testing native TP training on recent Qwen models. ## Reproduction ```python # torchrun --nproc-per-node 8 repro.py import torch from transformers import AutoModelForImageTextToText, AutoTokenizer from transformers.distributed.configuration_utils import DistributedConfig model_id = "Qwen/Qwen3.6-35B-A3B" tokenizer = AutoTokenizer.from_pretrained(model_id) model =…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

[Bug]: Project hooks (.openhands/hooks.json) are never run when a conversation is started from Agent Canvas

### Operating System Linux ### Installation Method npm (`npx @openhands/agent-canvas` or `npm install -g @openhands/agent-canvas`) ### Agent Canvas Version 1.15.0 ### Bug Description When starting a conversation from Agent Canvas, the project hooks in ` /.openhands/hooks.json` are never executed — no `session_start`, `pre_tool_use`, etc. This includes the documented `session_start` context-injection use case…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Continuous batching does not support hybrid linear-attention models (all Qwen3.5/3.6/3.8)

Follow-up to #48298: with that fixed, the next wall for recent Qwen models is architectural. ## Reproduction (Requires the composite-config fix from #48299 first; without it the same call dies earlier on `num_key_value_heads ... not found in the config`.) ```python import torch from transformers import AutoModelForImageTextToText, AutoTokenizer, GenerationConfig model_id = "Qwen/Qwen3.5-2B" tokenizer =…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Async continuous batching crashes at start() if no request is queued yet

Found while benchmarking train-while-generating setups: whether `manager.start()` works depends on a race with the first `add_request`. ## Reproduction ```python import torch from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-0.6B", dtype=torch.bfloat16, device_map="cuda:0") tokenizer =…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

[Bug]: Claude Code via ACP can't see built-in skills

### Operating System macOS ### Installation Method npm (`npx @openhands/agent-canvas` or `npm install -g @openhands/agent-canvas`) ### Agent Canvas Version 1.15.0 ### Bug Description When using Claude Code via ACP, the agent doesn't seem to know about any of the built-in skills, like openhands-automations ### Steps to Reproduce I started a fresh agent-canvas, and chose Claude Code. I installed the "code review"…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

[Bug]: "port in use" should be a hard failure

### Operating System macOS ### Installation Method npm (`npx @openhands/agent-canvas` or `npm install -g @openhands/agent-canvas`) ### Agent Canvas Version 1.15.0 ### Bug Description Couldn't figure out why canvas wasn't working--looks like a port was occupied, but `agent-canvas` was still acting like everything was fine and it was listening on 8000 ### Steps to Reproduce * start an app on 3001 * start…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

[Feature Request] Native support for Custom / Client-Executed Tool Search with Prompt Caching and defer_loading awareness in tool selection middlewares

### Submission checklist - [x] This is a feature request, not a bug report or usage question. - [x] I added a clear and descriptive title that summarizes the feature request. - [x] I used the GitHub search to find a similar feature request and didn't find it. - [x] I checked the LangChain documentation and API reference to see if this feature already exists. - [x] This is not related to the langchain-community…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Expose validated partial structured outputs through UI adapters

**This issue was filed by a coding agent under human supervision.** ### Problem `AgentStream.stream_output()` can stream cumulative, partially validated structured outputs. `UIAdapter.run_stream()`, including `VercelAIAdapter`, only exposes the validated output after completion through `on_complete`. This prevents applications from progressively rendering typed structured data while retaining the adapter's normal…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

core: `MarkdownListOutputParser` silently drops `+` bullet items

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

[Bug]: Skills list is reused after switching registered backends

### Operating System Linux ### Installation Method From source (`npm run dev` / `npm run dev:minimal`) ### Agent Canvas Version main @ 150e76046 (from source) ### Bug Description SkillsService.getSkills``` resolves against the active backend: Cloud backends serve the list from the Cloud skills API, and each local backend serves its own agent-server's user/project skills. But useSkills caches the result under…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

perplexity: Responses API path drops the cache token counts Perplexity reports, so `input_token_details` is always empty

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

perplexity: `_astream` emits `search_context_size` on every usage chunk, so merged chunks yield `"lowlow"`

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

BaseCache implementations reject the parameter name the ABC declares

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. ### Reproduction Steps / Example Code (Python) ```python import inspect from langgraph.cache.base import BaseCache from langgraph.cache.memory import InMemoryCache…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

StreamChannel.tee(): only one branch sees a source error, the rest end cleanly

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. ### Reproduction Steps / Example Code (Python) ```python from langgraph.stream.stream_channel import StreamChannel channel = StreamChannel("x") channel._bind(is_async=False) first, second =…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

StreamTransformer.schedule(on_error="raise") drops the error if the task finishes first

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. ### Reproduction Steps / Example Code (Python) ```python import asyncio from typing import Any from langgraph.stream._mux import StreamMux from langgraph.stream._types import StreamTransformer…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

aupdate_state raises "Ambiguous update" where update_state succeeds

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. ### Reproduction Steps / Example Code (Python) ```python import asyncio import operator from typing_extensions import Annotated, TypedDict from langgraph.graph import StateGraph, START, END from…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-25

Bug: An empty `reasoning_models` entry matches every model and drops sampling parameters

### Browser Use Version 0.13.8, main@9a2db2d2db42c6f68a871f011b3b25fdcaa71847 ### Bug Description, Steps to Reproduce, Screenshots ## Summary In `browser_use/llm/openai/chat.py`, `ChatOpenAI.ainvoke` treats an empty entry in `reasoning_models` as matching every model name. The public constructor accepts this configuration without non-empty validation: ```python ChatOpenAI( model="gpt-4.1", temperature=0.7,…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

RFC: typed form-field attributes in docling-core (accessible name /TU, field types, states)

This is a docling-core schema proposal (that repo has discussions disabled, so posting here). Follow-up to #301 and companion to docling PR #4055, which extracts the AcroForm widget layer and is the concrete producer that wants to write these attributes. 1. Motivation DoclingDocument's form model (FormItem + GraphData, the field_* labels) represents visible page content: every GraphCell documents its text/orig as…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

numpy scalars (np.float64, np.int64, np.bool_) fail to serialize in JsonPlusSerializer

### Checked other resources - [X] This is a bug, not a usage question. - [X] I added a clear and descriptive title that summarizes this issue. - [X] I used the GitHub search to find a similar question and didn't find it. - [X] I am sure that this is a bug in LangGraph rather than my code. - [X] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

create_agent: heterogeneous middleware list collapses inferred state to AgentState, rejecting middleware with richer state schemas

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Event-streaming values payloads drop additional_kwargs from every message

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Two sources of avoidable search cost on many-segment collections

# Two sources of avoidable search cost on many-segment collections Found while profiling search on a collection that had just finished ingesting. Both are independent of each other, both are reproducible from the hardware counters alone, and both are invisible in the most common benchmark setup. ## 1. Small indexed segments are always full-scanned `lib/segment/src/index/hnsw_index/hnsw/read_view/dispatch.rs`:…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

qwen3: cannot disable thinking via OpenAI-compatible /v1 endpoint (/no_think and reasoning_effort both ignored)

### What is the issue? For `qwen3` models there is **no working way to disable thinking through the OpenAI-compatible `/v1/chat/completions` endpoint** on the latest stable release: 1. The Qwen3 soft switch `/no_think` (part of the official Qwen3 chat template) appended to the user message is ignored. 2. `reasoning_effort: "minimal"` (which maps to `think=false` on current main per `thinkFromReasoningEffort`) is…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

[Bug]: Adapt to MistralAI version migration

### What happened? Hi! I have opened a pull request 3 months ago, but there had been no activity on it, so I open this issue. MistralAI has deployed the version 2.0.0 of its python package on March 10th, introducing a change in its structure. One of the main changes is the switch `from mistralai import Mistral` to `from mistralai.client import Mistral`. However, in…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Add regression coverage for `Agent.iter` cleanup when a tool raises

### Summary Add a focused test proving Agent.iter releases its run context and async resources when a tool raises and the caller stops iteration. ### Current implementation facts Agent.iter exposes a lower-level async iteration API over an agent run, and tools can raise exceptions during that lifecycle. ### Problem An exception path can leave the iterator, model stream, or run context open. This is especially…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Add regression coverage for missing optional connector dependencies

### Summary Add parameterized tests ensuring imports or construction of Python connectors with missing optional dependencies produce actionable errors naming the required install extra. ### Current implementation facts Python connectors rely on optional upstream packages and are installed through extras. ### Problem A missing SDK can currently surface as a generic ModuleNotFoundError without telling the user…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Add regression coverage for streamed FunctionAgent tool calls with empty arguments

### Summary Add a focused regression test for a streamed FunctionAgent response containing a valid tool call whose argument object is empty. ### Current implementation facts FunctionAgent supports streamed model events and tool calls, while provider adapters may represent empty arguments as {}, an empty JSON string, or an incremental stream. ### Problem Empty arguments are valid for zero-parameter tools, but…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Add regression coverage for CodeAgent with no configured tools

### Summary Add a regression test for a CodeAgent with an empty tool list when the model emits a final answer without a tool call. ### Current implementation facts smolagents supports different tool configurations and deterministic test models. ### Problem The no-tool configuration is a useful minimal deployment, but changes to tool discovery or prompt construction can accidentally assume at least one tool…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Document custom Tool exception handling and recovery

### Summary Document how a custom smolagents Tool should report a recoverable input failure versus an unrecoverable external failure. ### Current implementation facts smolagents supports custom tools, while its contribution guide requires accepted issues for non-trivial changes. ### Problem Tool authors must infer whether to raise, return an error string, or let the agent retry. Inconsistent choices make recovery…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Add regression coverage for ToolInvoker with empty tool results

### Summary Add focused regression coverage for a ToolInvoker/Agent tool that completes successfully while returning an empty or otherwise falsy result. ### Current implementation facts Haystack's Agent tool flow distinguishes tool execution from message conversion. ### Problem An empty string, list, or dictionary can be treated differently from a non-empty result by downstream message construction. A change can…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

MiniMax models on Fireworks don't get InlineDefsJsonSchemaTransformer

`FireworksProvider.model_profile` maps a handful of model-name prefixes to profiles, and the `llama` and `qwen` ones select `InlineDefsJsonSchemaTransformer` because those models cannot resolve a `$ref`. MiniMax behaves the same way but is not in the map, so it falls through to the default `OpenAIJsonSchemaTransformer` and its tool schemas keep `$defs`. Reproduction (no network, pydantic-ai 2.31.1): ```python…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

feat(langchain): wrap GraphBubbleUp with agent context in middleware

### Submission checklist - [x] This is a feature request, not a bug report or usage question. - [x] I added a clear and descriptive title that summarizes the feature request. - [x] I used the GitHub search to find a similar feature request and didn't find it. - [x] I checked the LangChain documentation and API reference to see if this feature already exists. - [x] This is not related to the langchain-community…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Vector-dense pages (CAD/schematic path storms): word-cell decode runs unconditionally in preprocessing and costs GiBs per page — request config surface to bound/skip it

### Bug / feature request Pages consisting of dense vector line-art (CAD drawings, wiring schematics, "path storms" of 100k+ line segments) make `get_segmented_page()` — the word-level cell decode in docling-parse — allocate **multiple GiB for a single page**. On docling 2.121 this decode runs **unconditionally in the preprocessing stage** (`PagePreprocessingModel._parse_page_cells`), so it cannot be avoided with…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

qdrant-edge: EdgeShard::load fails on Android F2FS because POSIX_FADV_NOREUSE with len=0 returns ENOENT

### Description This issue is not specific to a particular `qdrant-edge` release. All released versions and the current development branch that use the existing `OneshotFile::open()` implementation are affected. When a shard is stored on an F2FS filesystem in an Android-based environment, loading the existing shard can fail because `POSIX_FADV_NOREUSE` is called with `len = 0`. The shard files exist and are…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

JetBrains plugin fails to load in 2026.2 IDEs with NoClassDefFoundError: com/intellij/ui/jcef/JBCefApp

### Before submitting your bug report - [ ] I've tried finding an answer on the [Continue docs site](https://docs.continue.dev/) - [x] I'm not able to find an [open issue](https://github.com/continuedev/continue/issues?q=is%3Aopen+is%3Aissue) that reports the same bug - [ ] I've seen the [troubleshooting guide](https://docs.continue.dev/troubleshooting) on the Continue Docs ### Relevant environment info - OS:…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

[Bug] gpt-4.1 / -mini / -nano are priced as legacy gpt-4 — 15x to 300x over list

### Before submitting your bug report - [x] I've searched open issues — the closest is #13104 (cached input tokens not discounted). This is a different defect in the same function, and it survives the fix proposed there. ### Relevant environment info - OS: any - Continue version: `main` @ `5522c6f` - Model: `gpt-4.1`, `gpt-4.1-mini`, `gpt-4.1-nano` (any `gpt-4.1*` id) - Surface: CLI cost display + telemetry, and…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-24

Store pagination: negative limit/offset silently drops results in InMemoryStore and diverges across store implementations

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

CLI: 'ask' permission tier silently auto-denies when onToolPermissionRequest callback isn't wired, mislabeled as user denial

### Before submitting your bug report - [x] I've tried finding an answer on the Continue docs site - [x] I'm not able to find an open issue that reports the same bug (searched: "permission denied", "onToolPermissionRequest", "denialReason", "CLI permission", "tool call denied" — closest related but distinct: #13001, #12963) - [x] I've seen the troubleshooting guide on the Continue Docs ### Relevant environment…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

Bug: failed automatic new-tab switch is reported as successful after click

### Browser Use Version Current `main` at `85ddbfedf609166b2d2c76c3d80506649fee82a9`. ### Bug Description When a click opens a new tab, `_detect_new_tab_opened()` dispatches `SwitchTabEvent` and then calls: ```python await switch_event.event_result(raise_if_any=False, raise_if_none=False) return f'. Automatically switched to new tab (tab_id: {new_tab_id}).' ``` `on_SwitchTabEvent` returns the focused `TargetID`…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

Bug: failed file writes mutate in-memory filesystem state

### Browser Use Version 0.13.8 and main at `85ddbfedf609166b2d2c76c3d80506649fee82a9` ### Bug Description, Steps to Reproduce, Screenshots When a filesystem write fails after the in-memory file object has been updated, `write_file` returns an error but keeps the unpersisted content in memory. A failed new file is also retained in `FileSystem.files` and serialized state even though no file exists on disk. This can…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

Command resume misclassifies ordinary dictionary values as interrupt maps

### Checked other resources - [x] This is a bug, not a usage question. - [x] I used GitHub search to check open and closed issues and pull requests. - [x] The bug reproduces on the latest stable release and current `main`. - [x] The example below is self-contained and does not require an external API. ### Related Issues / PRs - #7034 concerns `Command(resume=None)` and an uninitialized local variable. - #8579…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

[Bug]: TokenCountingHandler crashes chat()/complete() when a provider reports a usage sub-field as explicit null

get_tokens_from_response reads a usage sub-field straight into TokenCountingEvent's arithmetic without checking it for None, so a provider that reports "unknown" as an explicit null crashes the whole chat()/complete() call after the LLM call already succeeded (and, for a paid API, already been billed). Version: llama-index-core, HEAD d8021225eb7e7b276d5ceb476b0a4650240f27f8…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

count_tokens_approximately counts every image as 85 tokens regardless of resolution

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

Raises: block on Runnable.__ror__ states a rationale that only holds for __or__

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

C-contiguous datetime64/timedelta64 numpy arrays fail to serialize in JsonPlusSerializer

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-23

#6840 looping cloud flare bot check on my iPhone

### Before submitting your bug report - [x] I've tried finding an answer on the [Continue docs site](https://docs.continue.dev/) - [x] I'm not able to find an [open issue](https://github.com/continuedev/continue/issues?q=is%3Aopen+is%3Aissue) that reports the same bug - [x] I've seen the [troubleshooting guide](https://docs.continue.dev/troubleshooting) on the Continue Docs ### Relevant environment info…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-22

Bug: HTML tables are missing from DoclingDocument when parsing arXiv/LaTeXML HTML

### Bug When parsing arXiv HTML generated by LaTeXML, Docling preserves the surrounding text but completely loses the contents of HTML ` ` elements. The source HTML contains valid ` ` elements with standard ` `, ` `, ` `, ` `, ` `, and ` ` elements. However, after conversion with `DocumentConverter`, the resulting DoclingDocument JSON does not contain the table cell contents, and `export_to_markdown()`…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-22

Extract a shared telemetry helper for the TypeScript integrations

### Problem `telemetry.ts` is duplicated near-verbatim across the TypeScript plugin integrations: - `integrations/openclaw/telemetry.ts` (~300 LOC) - `integrations/pi-agent-plugin/src/telemetry.ts` (~240 LOC) Both share the same PostHog project key, host, batching/flush machinery (5s / 10 events), anonymous-id persistence, and `captureEvent`/`captureToolEvent` shape — differing only in the `source` tag and…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-22

PostgresCollection: string/lambda filter produces an invalid WHERE clause (whole predicate collapsed into a string literal)

## Describe the bug `PostgresCollection` search filters do not work. The generated SQL wraps the entire filter predicate in a single quoted string literal instead of emitting it as SQL, so PostgreSQL receives e.g. `WHERE '"name" = ''test'''` — a text value, not a boolean predicate — and rejects it (`argument of WHERE must be type boolean, not type text`). This affects both string filters and lambda/callable…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-22

DeltaChannel: get_delta_channel_history treats a None channel value as a valid seed, breaking migrated threads

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-22

PIIMiddleware `ip` type does not detect IPv6 addresses

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

core: `DictPromptTemplate.aformat` is never called — the async prompt path uses sync `format`

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

ModalExecutor._wait_for_server can busy-loop forever on a non-200, non-exception response

### Describe the bug `ModalExecutor._wait_for_server` (`src/smolagents/remote_executors.py`, lines 837-851) has a retry loop where `n_retries` is only incremented, and `time.sleep(1.0)` is only called, inside the `except RequestException` branch: ```python def _wait_for_server(self, host: str, token: str): """Wait for server to start up.""" n_retries = 0 while True: try: resp =…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

Checkpoint serialization rejects any int outside the 64-bit range (TypeError) though Decimal of the same value is supported

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

CLI crashes on non-UTF-8 locales when langgraph.json contains non-ASCII

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

langgraph_cli reads JSON config files with the locale encoding, silently corrupting non-ASCII langgraph.json

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

checkpoint-postgres test matrix runs PostgreSQL 16 twice instead of 15 and 16

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

AIMessage.content_blocks mutates Bedrock Converse message content

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

Node CLI validation leaves losing timeout alive after a successful ping

### Component Other (Node CLI) ### Description #### Summary The Node CLI's API-key validation races `backend.ping()` against a five-second timeout. When the ping resolves first, the losing timer is not cleared, so a one-shot CLI process can remain alive until that timer expires. #### Steps to Reproduce Run the equivalent successful race from the current implementation: ```bash /usr/bin/time -f 'elapsed=%e…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

`StateFileSearchMiddleware`: `grep_search` and `glob_search` return no results when `path` ends in a slash

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-21

Add BilibiliHotTool for fetching trending Chinese video content

## Summary I'd like to add a small `BilibiliHotTool` (~130 LOC) that wraps Bilibili's public `/x/web-interface/popular` API, so smolagents Agents can fetch trending Chinese videos without writing one-off HTTP calls. ## Motivation smolagents' built-in web tools (`WebSearchTool`, `VisitWebpageTool`, `WikipediaSearchTool`) are all English-centric. As a Chinese content creator using smolagents for trend research, I…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-20

`[` or `]` in a node name makes `draw_mermaid_png()` fail with a 400

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-20

`ToolCallLimitMiddleware` emits a duplicate `ToolMessage` for tool calls that were already answered

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-20

[FEATURE] BM25: Populate a named sparse vector from existing payload field without re-upserting every point

**Is your feature request related to a problem? Please describe.** Adding a BM25 sparse vector to a collection that already holds data requires reading every point out of Qdrant and writing it back, purely so Qdrant can tokenize a string it already stores. Since 1.18, we can add a named vector to an existing collection without recreating it, and the new vector is queryable immediately. It just returns nothing,…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-20

ChatOpenRouter: 'timeout' parameter violates LangChain seconds convention and forwards as milliseconds

### Submission checklist - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangChain rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package). - [x]…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-20

SqliteCache: a comma in a node name breaks cache lookup with KeyError in match_cached_writes

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitLab · Licensed Public Issues2026-08-20

Support llama.cpp-like inference engines

It would be great if the backend can support [llama.cpp](https://github.com/ggml-org/llama.cpp) inference engines which would enable rapid expansion to new quantized model. For intance, unsloth released a new dynamic quantization method that works great and still gives you a usable model for a fraction of the resources the full one needs. Read [here](https://unsloth.ai/docs/basics/dynamic-3.0-ggufs) Which also…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-19

ToolNode reports an empty error message for model-level (cross-field) validation errors

### Checked other resources - [x] This is a bug, not a usage question. - [x] I added a clear and descriptive title that summarizes this issue. - [x] I used the GitHub search to find a similar question and didn't find it. - [x] I am sure that this is a bug in LangGraph rather than my code. - [x] The bug is not resolved by updating to the latest stable version of LangGraph (or the specific integration package). -…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-18

Complete the parsing of iWork Pages

The PR #3934 drafted a first declarative backend, `IWorkPagesDocumentBackend`, to parse Apple's iWork Pages documents. The backend needs some improvements to pair the capabilities of similar backend parsers like `MsWordDocumentBackend` for Word documents. Just drop a line if you're interested in resolving this issue. Make sure to follow the…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-16

How to avoid installation of problematic dependecies if running with remote llama.cpp GPU server

Hello, I am trying to understand how to get a clean installation without unneccessary packages into my virtualenv. I have a setup with 2 servers: A is with AMD CPU to run docling B is an Nvidia Jetson ORIN running llama.cpp connected via LAN. During the installation of docling, pip installs a lot of dependencies including some packages that will never be able to run onto server A: pip install docling ``` ...…
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Uncategorized domainWorkflow signalGitHub · Public Issues & Discussions2026-08-13

RFC: Covering the PDF/UA structure vocabulary, and an offer of remediation-grade training data

From: YRA Tech (document-accessibility tooling; Docling is the structural backbone of our conversion pipeline). Prior upstream work: docling#3803 (supersample), docling-parse#299/#300/#301/#314, the MLX conversion kit for docling#3943. Summary. We convert documents into tagged, PDF/UA-conformant PDFs using DoclingDocument as our canonical model. Docling's layout, table, and reading-order components are the…
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Uncategorized domainWorkflow signalGitLab · Licensed Public Issues2026-07-21

move to postgres from qdrant

We are moving from Qdrant as a data store to Postgres with BM25 and Vector search plugins. The core implementation of the migration is here https://gitlab.com/TIBHannover/orkg/orkg-ask/core-data-migration
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2026-07-13

Looking for a free/open-source VS Code AI coding assistant similar to GitHub Copilot or Codex with no strict usage limits

The limits are so strict that sometimes I can't use them for 30 minutes or more.
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Uncategorized domainWorkflow signalGitLab · Licensed Public Issues2026-07-02

Allow selecting the LLM per API request

Tasks for implementing LLM selection: ## Model selection - Make the model selectable per request on the LLM endpoints (extraction and synthesis), with a default preserving current behavior. The selection query parameter is optional (e.g. `?model=tib:model-7b`, or `?model=openrouter:openai/gpt-5.4-mini`). - Support hosted models via OpenRouter (API-key based), in addition to the existing local/self-hosted…
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2026-06-06

Can any OCR software recognise Ogham?

I possess some Ogham letters, scanned as monochromatic TIFFs. I want to convert them to UTF.
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2026-05-05

OCR software for math texts with selective font replacement based on confidence scores

I would rather see the original pixels than a perfectly rendered but mathematically incorrect digital word.
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2026-05-03

Local inline code completion without an agent

I massively prefer inline code completion to agentic workflows, mostly due to security, reliability and auditability.
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Uncategorized domainWorkflow signalGitLab · Licensed Public Issues2026-02-09

Upstream opencode container path changed

The upstream Opencode repository and therefore its path to the container image changed. As the name change isn't automatically respected during the Dockerfile building, it fails. To reproduce: 1. Open https://github.com/sst/opencode in your browser 2. See you're redirected to https://github.com/anomalyco/opencode The Dockerfile needs to be changed to the new name in order for the builds to succeed.
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2026-01-16

AI model, API or tool to extract recurring video segments in bulk and transcribe them

Provide transcript or subtitles of the voice in the video, both within the highlights and outside the highlights.
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Uncategorized domainWorkflow signalStack Exchange · Ask Ubuntu AI2025-08-18

xrdp not working when Nvidia Tesla P40 installed, but works when card is removed

I am setting up an ollama server. I installed xrdp using: sudo apt-get update sudo apt-get install xrdp This works fine when I do not have the Nvidia card installed. But when I have the card in and remote using RDP from Windows, I get a connection and then the window closes quickly. The Nvidia P40 works fine b/c it is detected by nvidia-smi, and am able to see its TPU, temp and memory utilization increase when I…
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Uncategorized domainWorkflow signalGitLab · Licensed Public Issues2025-07-27

Error: Could not extract note ID from target URL

Hi, I gave it a try. and started wally. I do not know if this is a bug or not, but it looks like a bug. One other thing I noticed was. It was pointed out it is a namespace filter. Meaning I can run it on a single project as a starter. That is nothing to worry though. ``` ENV WALLY_GITLAB_TOKEN= ENV WALLY_GITLAB_URL=https://gitlab.com/ ENV WALLY_DRY_RUN=true ENV WALLY_LOG_LEVEL=debug ENV…
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Uncategorized domainWorkflow signalStack Exchange · Super User AI2024-12-23

How to rescue data from my failing SSD using Fedora to an external HDD without overwriting the current contents of that drive?

My Fedora system recently crashes with strange error messages, so I am worried that my ~5 years old SSD is failing. Now I want to rescue my data from this SSD and reinstall Fedora from scratch on a new SSD. I created a bootable Fedora USB flash drive and booted it without mounting the failing SSD. Now I want to rescue the data from this SSD onto an external 8TB HDD (~4TB free space). The SSD has a capacity of…
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2024-05-16

FOSS alternative to GitHub Copilot?

Is there a FOSS alternative to GitHub Copilot, preferably one that can be integrated into Vim?
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Uncategorized domainWorkflow signalStack Exchange · Super User AI2024-05-10

SUM of a range of durations in an XLSX-Formatted sheet always returns 0 or errors

Excel document I have the following XLSX-formatted spreadsheet in Google Sheets I'm trying to set a formula on cell R5 (colored in red) so that it adds up all the times in the range L4:N42 but whatever I try it I either get 00:00:00 or all kinds of errors, not even chatGPT can help. Current Formula =ARRAY_CONSTRAIN(ARRAYFORMULA(SUM(IF(ISNUMBER(L4:N42);L4:N42;0)));1;1)
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Uncategorized domainWorkflow signalStack Exchange · Super User AI2024-04-30

Excel function for filtering a list of substrings to include & exclude

Excel function where if any row values in column A include a keyword from the list in column D but does not include a keyword from the list in column E, write True, otherwise, write nothing/keep it blank. Attempts: =IF(SUMPRODUCT(--(NOT(ISERR(SEARCH($D$2:$D$3, A2)))) * (ISERR(SEARCH($E$2:$E$3, A2)))) > 0, "True", "") This does not work but if the Exclude is singular and not a list, it does:…
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Uncategorized domainWorkflow signalGitLab · Licensed Public Issues2024-04-11

Add LLM endpoints test

Mock all the engines' components and write the LLM endpoints test cases
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Uncategorized domainWorkflow signalStack Exchange · Web Applications2023-07-30

How can I get the transcript of a YouTube Short?

How can I get the transcript of a YouTube Short? I don't see any option to download it.
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Uncategorized domainWorkflow signalStack Exchange · Web Applications2022-12-07

Is it possible to link a cell inside of the IMPORTRANGE formula in Google Sheets?

<h2>Scenario:</h2> <p>I have a master Google Sheets spreadsheet with dozens of pages linking to Data Studio.</p> <p>Each page has an IMPORTRANGE formula linking to other Google Sheets spreadsheets.</p> <p>These other spreadsheets have multiple pages and are created monthly, meaning a new URL for each spreadsheet.</p> <h2>I want to:</h2> <p>Have one master spreadsheet to avoid re-linking to Data Studio for each…
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Uncategorized domainWorkflow signalStack Exchange · Web Applications2022-12-06

Search for matching words in a list based on the last word in a cell

UPDATE Now it only need to scan the whole row instead of only the cell next to it. I am quite new to google sheets and I want to achieve the following: Lets say we have list 1: Red apple yellow banana orange orange juicy melon We also have list 2 that looks as follows: giant red apple yellow banana orange orange purple water melon Now I want to write a function where I loop through each item in List 2 where I…
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2022-11-17

Scan thousands of paper form responses and export all information into a sheet

I have a thousand handwritten responses to a paper form and need to export all the data in a table.
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Uncategorized domainWorkflow signalStack Exchange · Web Applications2022-07-11

Formula that references a different sheet each row based on set criteria?

I'm wondering if someone can help me. I have a Google sheets workbook with more than 50 individual sheets. This workbook has a primary 'index' page that collates set data fields from each sheet. I'm currently expanding this but the formula I am using requires me to change the referencing sheet per row so the data is pulled for the correct sheet. My questions is, is there a way to automate this process as it is…
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Uncategorized domainWorkflow signalStack Exchange · Web Applications2022-04-05

High and low score benchmarking query in Google Sheets

I am trying to query the highest and lowest scoring colour within a group. Then to query what the benchmark score is for those colours in all groups. I'm totally stuck on an approach. I have marked in red in the 2nd tab the expected values: https://docs.google.com/spreadsheets/d/1H7Ighd3fHUc3fJgAXWiqx_Ptl51OvZwXMMToczYnx8A/edit?usp=sharing
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Uncategorized domainWorkflow signalStack Exchange · Web Applications2019-08-22

Consolidate columns from a dynamic range into a single column in Google Sheets

How can Google Sheets take a range of multiple columns and rows and stack or consolidate all the non-empty cells into one column? For this case, I want non-unique cells. Also, each cell in the range is a string that has commas and spaces so if needed, a special char will need to be as a delimiter. There are several questions already that are about concatenating columns, but they are all concatenating the values…
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2015-07-17

Open source Hebrew OCR

Is there any good free Hebrew OCR for Linux? At least something trainable would help.
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Uncategorized domainWorkflow signalStack Exchange · Software Recommendations2015-01-08

Gratis interactive transcript API

I am looking for an interactive transcript API that is available for free/open source and usable for commercial websites.