Banc d’essai des modèles

Notes de terrain sur les agents de code, le choix des modèles, le calcul des tokens et les rouages des API.

Rien dans cette langue pour le moment. Voici les entrées en anglais.

• debug-ui-screenshots-with-gemini-4-argon-51.mdDebug UI Screenshots with Gemini 4 Argon model-bench/ · EN · 2026-10-25

  Capture a broken UI, send its screenshot and source through Fluxo, then verify the fix with repeatable terminal commands.

• which-model-handles-rust-borrow-checker-errors-best-49.mdWhich Model Handles Rust Borrow-Checker Errors Best? model-bench/ · EN · 2026-10-25

  Compare two models on the same Rust borrow error using reproducible commands, compiler checks, behavioral tests, and a practical scorecard.

• deepseek-v4-flash-for-bulk-refactoring-chores-46.mdDeepSeek V4 Flash for Bulk Refactoring Chores model-bench/ · EN · 2026-10-25

  A terminal-first workflow for batching small refactors through Fluxo, generating reviewable patches, and testing before anything lands.

• translate-developer-docs-with-qwen37-plus-47.mdTranslate Developer Docs with Qwen3.7 Plus model-bench/ · EN · 2026-10-25

  A terminal-first walkthrough for translating Markdown documentation with Qwen3.7 Plus through Fluxo, with exact commands and review checks.

• claude-opus-5-for-security-sensitive-code-review-45.mdClaude Opus 5 for Security-Sensitive Code Review model-bench/ · EN · 2026-10-25

  Review a Git diff with Claude Opus 5 through Fluxo, using exact terminal commands, constrained prompts, and reproducible verification.

• which-model-writes-the-clearest-commit-messages-44.mdWhich Model Writes the Clearest Commit Messages? model-bench/ · EN · 2026-10-25

  Compare two models against the same staged diff with exact terminal commands, a fixed prompt, and a practical commit-message scorecard.

• fable-51-technical-docs-from-the-terminal-43.mdFable 5.1: Technical Docs from the Terminal model-bench/ · EN · 2026-10-25

  Build a source-grounded documentation workflow with Claude Fable 5.1, Fluxo, Python, and repeatable terminal commands.

• gemini-31-pro-for-large-system-architecture-reviews-42.mdGemini 3.1 Pro for Large-System Architecture Reviews model-bench/ · EN · 2026-10-25

  A practical terminal walkthrough for reviewing large-system architecture with Gemini 3.1 Pro through Fluxo and OpenAI-compatible commands.

• picking-models-for-sql-generation-and-query-review-38.mdPicking Models for SQL Generation and Query Review model-bench/ · EN · 2026-10-25

  A terminal-first walkthrough for comparing SQL generation and review models against a reproducible PostgreSQL fixture.

• comparing-reasoning-models-on-dependency-upgrades-40.mdComparing Reasoning Models on Dependency Upgrades model-bench/ · EN · 2026-10-25

  Compare two reasoning models on the same dependency snapshot, then test their upgrade plans in isolated Git worktrees.

• context-windows-build-a-whole-repo-prompt-that-fits-39.mdContext Windows: Build a Whole-Repo Prompt That Fits model-bench/ · EN · 2026-10-25

  Build a repository snapshot, estimate its token budget, and send a focused prompt with exact terminal commands.

• grok-47-research-questions-from-your-terminal-35.mdGrok 4.7 Research Questions From Your Terminal model-bench/ · EN · 2026-10-25

  A terminal-first walkthrough for asking Grok 4.7 focused coding questions through Fluxo, saving answers, and checking claims.

• glm-53-for-bilingual-product-copy-and-ui-strings-34.mdGLM-5.3 for Bilingual Product Copy and UI Strings model-bench/ · EN · 2026-10-25

  Build an English–Chinese UI copy workflow with GLM-5.3, exact terminal commands, placeholder checks, and reviewable JSON output.

• deepseek-v4-pro-backend-code-from-the-terminal-31.mdDeepSeek V4 Pro: Backend Code from the Terminal model-bench/ · EN · 2026-10-25

  Generate a small Python backend through Fluxo, inspect the output, and test its HTTP contract with copyable terminal commands.

• qwen38-max-for-budget-minded-internal-tools-33.mdQwen3.8 Max for Budget-Minded Internal Tools model-bench/ · EN · 2026-10-25

  Build a terminal-first ticket triager with Qwen3.8 Max through Fluxo, then measure token usage before expanding the rollout.

• gemini-38-flash-for-long-logs-and-large-diffs-30.mdGemini 3.8 Flash for Long Logs and Large Diffs model-bench/ · EN · 2026-10-25

  A terminal-first walkthrough for reviewing long logs and large diffs through Fluxo, with reproducible commands and evidence-focused prompts.

• kimi-k3-for-long-chinese-english-technical-docs-32.mdKimi K3 for Long Chinese-English Technical Docs model-bench/ · EN · 2026-10-25

  A practical terminal-first workflow for translating, extracting, and reviewing long Chinese-English technical documents with Kimi K3 through Fluxo.

• gpt-61-sol-for-everyday-scripting-28.mdGPT-6.1 Sol for Everyday Scripting model-bench/ · EN · 2026-10-25

  A terminal-first walkthrough for drafting, reviewing, and testing small Python utilities with GPT-6.1 Sol through Fluxo.

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