AI Drafted the Docs. Your Job Is Decisions, Not Prose.
AI Drafted the Docs. Your Job Is Decisions, Not Prose. When a language model drafts documentation, the bottleneck shifts from writing to reviewing,…
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Строка «resumes from where it stopped» увела меня в ветку форума 2021 года и в пять вопросов к движку автоматизации
Строка из документации n8n про возобновление с места остановки читается как гарантия перезапуска с точки сбоя. Проверка привела в ветку форума 2021…
I was solving agent portability at the wrong boundary
Copying the last repo's agent setup into a new one worked at first. It also copied product-specific assumptions. Once I had several active projects,…
The Docs Draft Pipeline: What an AI May Write and What You Must Own
The most common documentation failure is not a weak prompt or a lazy writer; it is the absence of a clear boundary between machine-draftable content…
Opinion: Your Tests Can't See What a Migration Destroys — Dry-Run It on a Clone
Opinion: Your Tests Can't See What a Migration Destroys — Dry-Run It on a Clone A green test suite is the wrong tool for judging an AI-generated mig…
Мой опыт с Hermes Agent — ненависть, любовь, ненависть, любовь
В какой‑то момент я осознал, что у меня много источников данных, есть мощная машинка в виде MacBook Pro M4 Max со 128 …
Мой опыт с Hermes Agent — ненависть, любовь, ненависть, любовь
Началось все с установки. Я пошёл почти по самому простому пути - установил его на Mac, в Docker. Потому что это агент, который работает автономно и…
The pipeline was green. The product was underspecified
The checks all passed. I still would not have sent the resume. I had been using a Cursor agent to implement a private facts → prose resume generator…
Почему кросс-постинг в соцсети оказался задачей про state, idempotency и битую кириллицу
В какой-то момент у меня появилась задача от маркетинга автоматизировать кросс-постинг статей в соц.сети и, в принципе, задача довольно понятная и з…
9 ошибок при создании и внедрении автоматизаций в n8n
Автоматизация в n8n может собраться за полчаса, а через несколько месяцев превратиться в процесс, который страшно менять. В …
Linter Blocks Code Merge Over Minor Formatting: Solution to Streamline Review Process for New Developers
Introduction: The Linter Dilemma Imagine this: you’re a developer, new to the game, and you’ve just spent hours crafting a piece of code. It works f…
From 40 AI Tools to 4: A Practical Framework for Choosing What You Actually Need
I have installed at least 40 AI tools on my phone over the past year. The ones I actually use every day? Fewer than eight. After three months of tri…
Model Routing Made My AI Agents Cheaper. It Didn't Make Them Easier to Trust.
I spent a while optimizing what my AI agents cost to run. Cheap models for routine work. Better models when the task actually needed them. That made…
Resolve Open Questions: a /qa Skill for Claude Code
By @atwellpub , GBTI Network Member . Originally published on gbti.network . Claude Code loads any markdown file at .claude/skills/<name>/SKIL…
Git: проблема длинного прыжка
На протяжении многих лет использования git я выявил для себя одну серьезную проблему, которую этот инструмент не дает возможности разрешить удобным…
2 года в Obsidian: мой workflow, архитектура заметок, плагины и синхронизация
Около двух лет я использую Obsidian как основное приложение для ведения заметок, планирования и написания статей. В этой статье я хочу поделиться св…
Как перестать проверять Codex каждые пять минут: мобильные уведомления через ntfy
Когда я начал активно использовать OpenAI Codex для длительных задач, я быстро заметил странный парадокс. Агент способен работать самостоятельно дес…
Multi-tenant SaaS on a .NET workflow engine, without restarting to onboard a customer
The most expensive restart in SaaS is often the one nobody planned: onboarding a new customer. Every SaaS team expects adding a tenant to be a datab…
My Claude Code Skills in Production: What the Audit Taught Me
A Claude Code skill is a Markdown file you drop into ~/.claude/skills/ . It describes a complete workflow: when to trigger it, how to execute it ste…
The Verification Ladder: A Field Guide
Claude has, at various points in our working relationship, warmly endorsed: an efficiency statistic fabricated over one too many turns of a massive…
They Asked for My AI Rules. But I Could Not Just Hand Them Over.
A team lead announces that the team will start using AI-assisted development. Everyone nods. Nobody asks what that actually means on Monday morning.…
I fixed my AI reviewer. Then I kept solving the wrong problem
I've been building an AI-assisted editorial pipeline for technical writing. Notion cards become markdown drafts in the repo, pass through review, th…
Fixing tmux dashboard for coding agents: Mobile Clipboard + 30%
This article was originally published on BuildZn . Everyone talks about managing LLMs but nobody explains how to babysit them in CLI. Juggling 3+ tm…
Workflow Series (06): Security — Cross-Step Injection Propagation and Four Defense Principles
Workflow Security vs Skill Security Skill security (Skill Series Article 02) protects a single call : can user input hijack this Skill's behavior? W…
Workflow Series (05): Evaluation Framework — Three-Layer Testing and Trace Tracking
Why Workflows Need a Dedicated Evaluation Framework Traditional software testing covers code correctness. Workflows add two layers of uncertainty: L…
30 дней из жизни архитектора контента: проверяем теорию практикой
Всем привет! В прошлой статье я разобрала теоретический фундамент: что входит в обязанности архитектора контента и какие задачи он выполняет. Но люб…
anything i can imagine
thesis ai is great at helping me make anything i can imagine. if i can picture the answer, the process, or the steps ahead of time, the model can us…
Adding one field to Notion cost me 2.5 hours. The same change in Tana took 30 seconds.
Adding a single property to a live Notion database with 160 rows isn't a five-minute job — it's a backfill session. I learned this the hard way in w…
I audited 340 reading captures. Only 20% ever became knowledge I actually used.
Out of 340 captures over 90 days — Readwise highlights, Obsidian quick-captures, browser bookmarks — exactly 68 ever became a note I actually used.…
Shelved Projects #1: Windows Automata
Welcome to the first post of my new series, "Shelved Projects" . In this series, I dig into the digital attic to share projects that were technicall…