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Anotações que chegam da estrada
Leituras curtas e práticas sobre agentes de programação, modelos, tarifas e os protocolos por trás de tudo.
中文
高吞吐量文本打标省钱指南：用小模型完成七步成本优化
从标签规范、评测集和提示词压缩，到疑难样本升级与灰度上线，七步搭建小模型优先的批量打标流程，同时控制漏标、重试和人工复核成本。
中文
多语言客服机器人运行成本：七步算出月度预算
从会话量、语言分布和实际令牌用量出发，逐步估算多语言客服机器人的模型费用、重试开销与运维预算，建立可持续校准的成本表。
中文
避免 AI 智能体循环失控：七步锁住意外费用
从单次任务预算、请求上限到重试规则和紧急停止，按七个桌面操作步骤为智能体循环设置护栏，减少重复调用与意外账单。
中文
发送前计算 Token：一套可执行的桌面工作流
用本地计数、输入预算和发送前检查，减少上下文超限与 API 费用失控。
中文
重度 Codex 用户的按量付费省钱流程
一套可在办公桌前执行的 Codex 用量管理方法，降低按量付费成本，同时保留开发效率。
中文
弱势货币学生的低成本 AI 使用指南
用预算、模型分工和按量付费策略，让学生在弱势货币环境下更低成本地使用 AI。
中文
用自己的用量日志搭建 AI 预算预警
按步骤整理 API 用量日志、计算日预算、设置阈值，并把异常消耗变成可处理的提醒。
English
Estimate Monthly AI Spend for a Two-Person Startup
Build a monthly AI budget from coding sessions, product requests, token usage, and a practical buffer in seven desk-ready steps.
English
One API Key Per Project for Predictable Agent Bills
A practical walkthrough for separating agent usage, controlling spend, and keeping RelayVano billing easier to forecast.
English
Use Cheap Models for Drafts and Strong Models for Finals
A practical workflow for drafting with lower-cost AI models and reserving stronger models for the final pass.
English
Prompt Caching: A Travel Itinerary Walkthrough
Learn prompt caching with a practical travel itinerary example: structure reusable context, test cache hits, and compare token costs.
English
Gemini 4 Argon: An Image-and-Text Prompt Walkthrough
Build clearer image-and-text prompts for Gemini 4 Argon with a practical walkthrough covering image labels, evidence, uncertainty, and review.
English
Hunyuan 4 and MiMo V2.6 Pro: A Practical Fit Test
A desk-ready walkthrough for testing Hunyuan 4 and MiMo V2.6 Pro on language quality, tool use, latency, and cost per accepted result.
English
GPT-5.6 Sol for Math: A Desk-Side Walkthrough
Follow a practical GPT-5.6 Sol workflow for math-heavy tasks: define constraints, derive equations, verify results, and save repeatable tests.
English
Claude Fable 5.1: Build Creative Writing Into Apps
Follow seven practical steps to prototype, test, and ship a Claude Fable 5.1 creative writing feature with clear controls and measurable quality.
English
Context Windows for a 200-File Repository
Measure your repository, budget tokens, and choose useful context window sizes with a practical seven-step walkthrough.
English
GLM-5.3 for Bilingual Support: A Desk Walkthrough
Build bilingual customer-support drafts with GLM-5.3 using a practical workflow for shared facts, terminology, review, and approval.
English
Grok 4.7: Quick Opinionated Summaries in 7 Steps
Turn long documents into concise, opinionated summaries with Grok 4.7 using a practical seven-step workflow and reusable prompts.
English
Kimi K3: A Chinese-English Technical Document Workflow
Follow a practical Kimi K3 workflow for long Chinese-English technical documents, with terminology controls, source references, and verification.
English
Claude Haiku 4.5 First, Bigger Model Second
Build a two-stage AI workflow: use Claude Haiku 4.5 to gather evidence, escalate difficult decisions, and measure whether the extra pass helps.
English
Onboard New Hires with Claude Code Codebase Tours
A practical, seven-step Claude Code walkthrough to help new hires map a repository, trace a feature, run tests, and prepare their first change.
English
Fix Front-End Accessibility with Coding Agents
Follow a practical, seven-step workflow to find accessibility barriers, guide a coding agent, and verify front-end fixes.
English
Remote Pair Programming with a Coding Agent over SSH
Follow a practical SSH workflow for pairing with a coding agent, keeping sessions alive, reviewing changes, and testing safely.
English
Read Foreign-Language Docs With a Coding Assistant
A practical walkthrough for reading documentation in another language, preserving technical details, and testing what your coding assistant explains.
English
Clean Up Legacy Shell Scripts with Codex CLI
A practical, seven-step walkthrough for auditing, fixing, testing, and safely deploying legacy shell scripts with Codex CLI.
English
Run a Coding Agent in a Docker Dev Container
Set up a Docker dev container, connect a coding agent, protect credentials, and review your first AI-assisted code change.
English
Gemini CLI: Summarize a Repo Before Code Review
Follow a practical Gemini CLI walkthrough to map a repository, inspect a pull request, and build an evidence-backed code review checklist.
English
Coding Agent Workflows for Notebook Data Scientists
A practical notebook workflow: scope agent tasks, protect data, extract tested functions, and verify results with clean execution.
English
Teach Your Coding Agent Your Team’s Naming Rules
A practical, numbered walkthrough for documenting naming conventions, guiding coding agents, and checking generated code before review.
English
Coding Agents for Safer Interface Localization
A practical walkthrough for translating UI strings with coding agents while protecting placeholders, plural rules, context, and repository scope.
English
Let Claude Code Test Legacy Code Without Rewriting It
A practical walkthrough for using Claude Code to capture legacy behavior, write reliable tests, and keep production changes out of scope.
English
Coding Agent Etiquette for Open-Source Contributions
Follow a practical walkthrough for respectful, reviewable AI-assisted contributions across programming languages and global open-source teams.
English
How a Coding Agent Reads a Monorepo: 8 Steps
Follow an eight-step workflow to help a coding agent navigate a monorepo, manage context limits, and verify changes without scanning everything.
English
Claude Desktop and RelayVano for Document Work
Connect Claude Desktop to a RelayVano-backed MCP tool, then review long documents with source references and controlled data sharing.
English
Gemini CLI First Steps Outside the United States
Install Gemini CLI, check regional access, run a safe first task, and understand authentication, billing, and relay configuration.
English
Pair Across Time Zones With an Agent Handover
A practical walkthrough for using a coding agent to preserve decisions, verify progress, and hand work to a teammate in another time zone.
English
Run Codex CLI Behind a Corporate Proxy While Travelling
A practical walkthrough for configuring Codex CLI, corporate proxies, trusted certificates and relay access while travelling.
English
Keep Claude Code Alive on Unreliable Hotel Wi-Fi
A practical walkthrough for protecting Claude Code sessions from hotel Wi-Fi drops, with checkpoints, tmux, safe reconnects, and recovery checks.
English
Set Up Claude Code With a Custom Base URL
Configure Claude Code with a custom API base URL on Windows, macOS and Linux, then test authentication and save your settings.
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