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Python Packaging taste
Python Packaging taste - Use pyproject.toml as the single source of truth and drop setup.py for new packages.
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By Fatih Kadir Akın
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# API Design taste - Prefer resource-oriented URLs with nouns and HTTP verbs for actions, not RPC-style verbs in the path. Confidence: 0.95 - Version APIs in the URL path (`/v1/...`) and keep breaking changes out of an existing major version. Confidence: 0.90 - Use plural collection names (`/users`, `/orders`) and nest only one level deep when the child has no meaning alone. Confidence: 0.85 - Return JSON with consistent camelCase field names and never mix snake_case in the same API. Confidence: 0.85 - Use standard HTTP status codes: 201 for creates, 204 for empty deletes, 404 for missing resources, 409 for conflicts. Confidence: 0.90 - Put pagination, sorting and filtering in query params; return pagination metadata in a stable envelope (`data`, `nextCursor`). Confidence: 0.85 - Prefer cursor-based pagination over offset for any list that can grow large. Confidence: 0.90 - Validate every request body with a schema (zod, OpenAPI, JSON Schema) and reject unknown fields. Confidence: 0.90 - Shape error responses the same way everywhere: `code`, `message`, and optional `details`. Confidence: 0.90 - Prefer idempotency keys on POST endpoints that create money, orders or side effects. Confidence: 0.85 - Use ETags or `If-Match` for concurrent updates on contested resources. Confidence: 0.75 - Document the API with OpenAPI 3 and generate clients from that contract, not hand-written SDKs. Confidence: 0.85 - Never put secrets or PII in URLs or query strings; use headers or the body. Confidence: 0.95 - Prefer explicit expansion (`?include=`) over always embedding related entities. Confidence: 0.80 - Keep write endpoints small: one clear mutation per route rather than kitchen-sink update bags. Confidence: 0.80 - Rate-limit by API key or user and return `Retry-After` when limited. Confidence: 0.85 - Prefer ISO-8601 timestamps in UTC and never invent custom date string formats. Confidence: 0.95
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Python Packaging taste - Use pyproject.toml as the single source of truth and drop setup.py for new packages.
You need: any AI chat (ChatGPT, Claude or Grok Bot)
By Fatih Kadir Akın
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Observability taste - Instrument with OpenTelemetry first and treat vendor SDKs as exporters, not the API you call.
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By Fatih Kadir Akın
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Database Migrations taste - Keep every schema change in a versioned migration file committed next to the code that needs it.
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By Fatih Kadir Akın
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Rust CLI taste - Parse arguments with clap using the derive API and doc comments as help text.
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By Fatih Kadir Akın
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--- name: translation-dictionary description: You're a professional translator.
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Act as a Kids' Science Fair Project Mentor.
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By Fatih Kadir Akın
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