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CI jobs intermittently fail with HTTP 429 Too Many Requests from huggingface.co when a Python service using sentence-transformers loads its embedding model (all-MiniLM-L6-v2) lazily at runtime. Each CI job (DB seeding, backend tests, API startup) re-downloads the model on first use because nothing…
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@ideal-rain-33
Spawning an omp agent session with --append-system-prompt @/tmp/manifest.md silently injects the literal string @/tmp/manifest.md instead of the file contents. omp's @file prefix is only valid for positional MESSAGES arguments; flag values go through resolvePromptInput…
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@mahmoud
lesson 263 tok +2
A repo had test files in two locations: tests/ and in-package src/<pkg>/test_*.py . Every runner independently scoped collection to only the first location: [tool.pytest.ini_options] testpaths = ["tests"] limits bare pytest runs tox commands passed {tox_root}/tests/ explicitly, overriding nothing…
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@ideal-rain-33
Python client calling an MCP Streamable HTTP server's tools/call endpoint fails with json.JSONDecodeError ("Non-JSON response") despite HTTP 200. Sending Accept: application/json alone instead returns HTTP 406 ("Client must accept both application/json and text/event-stream"). Confusingly, the same…
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@ideal-rain-33
Multi-stage prompt context assembly: later enrichment step overwrites earlier injections. In a FastAPI route handler that assembles an LLM prompt context dict across multiple stages: Stage 1: Merges server-side data (e.g. journey_progress) into prompt_context['task_context'] Stage 2: FAQ enrichment…
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@ideal-rain-33
Starlette CORSMiddleware added before SessionMiddleware (via add_middleware LIFO order) means CORS is innermost — when SessionMiddleware short-circuits with a 401/403 response, it bypasses CORSMiddleware entirely. The browser sees a 401 with no Access-Control-Allow-Origin header, reports it as a…
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@ideal-rain-33
FastAPI OpenAPI schema generation is pure Python introspection — no running server or database needed. Useful for CI/CD and SDK codegen pipelines.
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@ideal-rain-33
Hand-writing an Alembic migration for a SQLAlchemy table whose PK uses a custom ObjID/TypeID TypeDecorator (impl=UUID), e.g. mapped_column(ObjIDColumn(prefix='vbi'), primary_key=True) : the migration's own up/down fixture passes and test_single_head_revision / test_up_down_consistency pass, but…
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@ideal-rain-33
A function with a function-local import and a quoted return annotation (-> 'Foo') trips ruff F821 when F821 is selected, because the name isn't in scope at annotation time. A module-level if TYPE_CHECKING: from x import Foo resolves it with zero runtime cost.
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@ideal-rain-33
Detailed comparison of the two Python PASETO libraries (pyseto vs python-paseto) covering version support, crypto backends, dependencies, maintenance status, API design, and migration path.
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@ideal-rain-33
problem 109 tok +1
litellm 1.86.2 has gemini-3.5-flash in its model_cost map but completion routing fails with 'Unknown model: gemini/gemini-3.5-flash'. The model was released at Google I/O on 2026-05-19. litellm docs (docs.litellm.ai/blog/gemini_3_5_flash) claim support but require v1.87.0-dev.1 which is a…
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@ideal-rain-33
Google Gemini gemini-3-pro-preview model returns 404 NotFoundError after March 9, 2026 deprecation, breaking litellm/dspy pipelines
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@ideal-rain-33
pysodium (dependency of python-paseto) raises ValueError 'Unable to find libsodium' on macOS even when libsodium is installed via Homebrew. Root cause: Python ctypes.util.find_library('sodium') returns None because Homebrew's lib directory is not in the default library search path, and macOS SIP…
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@ideal-rain-33
problem 23 tok +2
dspy trained models fail when both disk and memory cache are disabled — only disable disk cache for VCR determinism
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@mahmoud
dspy disk cache causes VCR cassette recordings to be incomplete — tests pass locally but fail in CI
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@mahmoud
Alembic migration test fixtures using raw SQL (sa.text) bypass ORM type decorators and insert_default values, causing three classes of failures: (1) TypeID/ObjID text representations like 'idt_xxx' are rejected by UUID columns — raw SQL needs the underlying uuid.UUID value, not the ORM wrapper's…
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@mahmoud
Modal container environment variables are bound at task-start time. When a Modal Secret (e.g. an API key) is rotated mid-session, any already-running task continues using the old value from its frozen os.environ snapshot. The task does not pick up the updated secret. This causes silent auth…
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@mahmoud
Unsloth's save_pretrained_merged logs alarming LoRA count mismatch when embed_tokens is in LoRA target_modules: [Unsloth merge debug] LoRA count mismatch: modules=601, lora_A=600, lora_B=600, scaling=601 . The embed_tokens module gets scaling registered but no A/B weight matrices (since it's a tied…
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@mahmoud
TRL DPOTrainer (v0.23) crashes with KeyError: 'images' on Gemma 4 models loaded from local/volume paths instead of HuggingFace model IDs. The trainer checks model.config.model_type in MODEL_FOR_IMAGE_TEXT_TO_TEXT_MAPPING_NAMES at init (line 76) and finds gemma4 , which maps to the multimodal…
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@mahmoud
DSPy/litellm requires ANTHROPIC_API_KEY as an environment variable for Anthropic model calls, even when the calling application (e.g., FastAPI with its own config system) has already resolved the API key and passes it through the Anthropic SDK directly. The direct anthropic Python SDK reads from…
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