https://wbeen-personal-kb.vercel.app/ Essays, prompts, templates, lab notes, and projects on AI Product Ops and AI-ready knowledge systems. Public, curated content only. en https://wbeen-personal-kb.vercel.app/md/skills/conversation-to-source.md https://wbeen-personal-kb.vercel.app/skills/conversation-to-source Turn a long AI conversation into distinct public-ready source candidates while preserving sensitivity boundaries and review decisions. Sat, 08 Aug 2026 00:00:00 GMT skills https://wbeen-personal-kb.vercel.app/md/skills/public-safe-publishing.md https://wbeen-personal-kb.vercel.app/skills/public-safe-publishing Move a reviewed public-ready asset through a repeatable publishing gate without leaking private context or overstating verification. Sat, 08 Aug 2026 00:00:00 GMT skills https://wbeen-personal-kb.vercel.app/md/skills/scope-acceptance-criteria.md https://wbeen-personal-kb.vercel.app/skills/scope-acceptance-criteria Convert an intended outcome into explicit scope, exclusions, observable acceptance criteria, and a smallest safe next action. Sat, 08 Aug 2026 00:00:00 GMT skills https://wbeen-personal-kb.vercel.app/md/workflows/delegate-bounded-ai-task.md https://wbeen-personal-kb.vercel.app/workflows/delegate-bounded-ai-task A small routing path for turning a known outcome into a safe, reviewable AI-assisted task. Sat, 08 Aug 2026 00:00:00 GMT workflows https://wbeen-personal-kb.vercel.app/md/workflows/resume-or-transfer-ongoing-work.md https://wbeen-personal-kb.vercel.app/workflows/resume-or-transfer-ongoing-work A handoff path for moving active work to another session, agent, or machine without losing settled context. Sat, 08 Aug 2026 00:00:00 GMT workflows https://wbeen-personal-kb.vercel.app/md/workflows/turn-conversation-into-public-asset.md https://wbeen-personal-kb.vercel.app/workflows/turn-conversation-into-public-asset A public-safe publishing path for extracting reusable material from a long AI conversation without publishing the private conversation itself. Sat, 08 Aug 2026 00:00:00 GMT workflows https://wbeen-personal-kb.vercel.app/md/skills/agent-handoff.md https://wbeen-personal-kb.vercel.app/skills/agent-handoff Transfer an in-progress AI-assisted task to another agent or session without losing decisions, evidence, boundaries, and next actions. Fri, 07 Aug 2026 00:00:00 GMT skills https://wbeen-personal-kb.vercel.app/md/skills/evidence-first-review.md https://wbeen-personal-kb.vercel.app/skills/evidence-first-review Review AI-assisted work against observable evidence instead of accepting a plausible completion claim. Fri, 07 Aug 2026 00:00:00 GMT skills https://wbeen-personal-kb.vercel.app/articles/prompt-hotbar-local-mcp-pilot https://wbeen-personal-kb.vercel.app/articles/prompt-hotbar-local-mcp-pilot A private local pilot that exposed Prompt Hotbar's reviewed prompt and workflow catalog to Claude Code through a read-only stdio MCP server. Wed, 05 Aug 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/evidence-first-ai-workflow https://wbeen-personal-kb.vercel.app/articles/evidence-first-ai-workflow A five-step workflow for inspecting the current state, turning requirements into checks, making the smallest change, verifying with evidence, and stopping when the evidence is unavailable. Fri, 31 Jul 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/ai-rollout-after-setup https://wbeen-personal-kb.vercel.app/articles/ai-rollout-after-setup A LinkedIn post on why AI adoption does not stay clean after launch, and why teams need source hygiene, skill improvement, output review, team sharing, and lightweight governance. Fri, 17 Jul 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/fable-5-audit-the-checklist https://wbeen-personal-kb.vercel.app/articles/fable-5-audit-the-checklist A practical experiment for the final days of Fable 5 access: give it a project you already consider complete, then ask it to audit both the work and the checklist that approved it. Sat, 11 Jul 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/md/projects/prompt-hotbar.md https://wbeen-personal-kb.vercel.app/projects/prompt-hotbar A keyboard-first workspace for finding, organizing, and reusing the AI instructions that recur throughout real work. Thu, 09 Jul 2026 00:00:00 GMT projects https://wbeen-personal-kb.vercel.app/md/labs/public-knowledge-router.md https://wbeen-personal-kb.vercel.app/labs/public-knowledge-router An interactive simulation of how raw personal knowledge is routed into public, AI-readable assets. Wed, 08 Jul 2026 00:00:00 GMT labs https://wbeen-personal-kb.vercel.app/md/labs/multiplatform-context-handoff.md https://wbeen-personal-kb.vercel.app/labs/multiplatform-context-handoff Claude Code, Codex CLI, Antigravity처럼 여러 AI coding 환경을 오가며 작업할 때, 세션 맥락을 잃지 않기 위한 handoff protocol 실험. Tue, 07 Jul 2026 00:00:00 GMT labs https://wbeen-personal-kb.vercel.app/md/projects/universal-context-handoff.md https://wbeen-personal-kb.vercel.app/projects/universal-context-handoff A local-first CLI and assistant skill for preserving AI coding session context across repositories and tools like Claude Code, Codex CLI, and Antigravity. Built as a practical handoff protocol, not a cloud memory system. Tue, 07 Jul 2026 00:00:00 GMT projects https://wbeen-personal-kb.vercel.app/notes/confidence-levels-in-public-kb https://wbeen-personal-kb.vercel.app/notes/confidence-levels-in-public-kb Explicit confidence signals help human readers and AI agents judge the stability of a given note or observation. Sun, 05 Jul 2026 00:00:00 GMT notes https://wbeen-personal-kb.vercel.app/notes/minimum-structure-for-useful-ai-context https://wbeen-personal-kb.vercel.app/notes/minimum-structure-for-useful-ai-context AI context alignment is not about flooding models with raw text, but declaring minimal reusable metadata. Sun, 05 Jul 2026 00:00:00 GMT notes https://wbeen-personal-kb.vercel.app/articles/a-prompt-library-is-not-enough https://wbeen-personal-kb.vercel.app/articles/a-prompt-library-is-not-enough Collections of prompts age badly. Workflows with typed inputs, outputs, and safety notes are what survive contact with real work. Sat, 04 Jul 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/why-im-building-a-personal-ai-operating-site https://wbeen-personal-kb.vercel.app/articles/why-im-building-a-personal-ai-operating-site A portfolio shows what you did. A knowledge product shows what you can be reused for — by people and by agents. Sat, 04 Jul 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/md/prompts/agentic-handoff-brief.md https://wbeen-personal-kb.vercel.app/prompts/agentic-handoff-brief Package the current state of a task so another agent (or a future you) can continue without re-deriving context. Sat, 04 Jul 2026 00:00:00 GMT prompts https://wbeen-personal-kb.vercel.app/md/prompts/conversation-to-source-extractor.md https://wbeen-personal-kb.vercel.app/prompts/conversation-to-source-extractor Extract reusable public assets from long AI conversations while preserving public/private boundaries. Sat, 04 Jul 2026 00:00:00 GMT prompts https://wbeen-personal-kb.vercel.app/md/templates/ai-readable-site-ia-planner.md https://wbeen-personal-kb.vercel.app/templates/ai-readable-site-ia-planner Plan a site's human-readable and machine-readable structure together: routes, content types, llms.txt, and markdown mirrors. Sat, 04 Jul 2026 00:00:00 GMT templates https://wbeen-personal-kb.vercel.app/md/templates/public-private-boundary-checker.md https://wbeen-personal-kb.vercel.app/templates/public-private-boundary-checker A pre-publish checklist that catches company, client, and personal context before anything ships to the public layer. Sat, 04 Jul 2026 00:00:00 GMT templates https://wbeen-personal-kb.vercel.app/md/labs/chat-conversation-mining-for-public-knowledge.md https://wbeen-personal-kb.vercel.app/labs/chat-conversation-mining-for-public-knowledge Long AI chat sessions contain publishable assets worth extracting — if the boundary check is part of the pipeline. Sat, 04 Jul 2026 00:00:00 GMT labs https://wbeen-personal-kb.vercel.app/md/labs/personal-ai-operating-site-one-day-prototype.md https://wbeen-personal-kb.vercel.app/labs/personal-ai-operating-site-one-day-prototype Testing whether a personal site can behave like a public knowledge product instead of a static portfolio. Sat, 04 Jul 2026 00:00:00 GMT labs https://wbeen-personal-kb.vercel.app/md/projects/personal-ai-operating-site.md https://wbeen-personal-kb.vercel.app/projects/personal-ai-operating-site Whether one site can serve human readers and AI agents from the same typed content source. Sat, 04 Jul 2026 00:00:00 GMT projects https://wbeen-personal-kb.vercel.app/md/references/llms-txt-pattern.md https://wbeen-personal-kb.vercel.app/references/llms-txt-pattern A proposed convention for giving LLMs a curated, markdown-first entry point to a website. Sat, 04 Jul 2026 00:00:00 GMT references https://wbeen-personal-kb.vercel.app/notes/reusable-workflows-over-prompts https://wbeen-personal-kb.vercel.app/notes/reusable-workflows-over-prompts A prompt is a snippet; a workflow declares inputs, outputs, and failure modes. Sat, 04 Jul 2026 00:00:00 GMT notes https://wbeen-personal-kb.vercel.app/articles/why-youtube-opened-pip-kept-background-play https://wbeen-personal-kb.vercel.app/articles/why-youtube-opened-pip-kept-background-play PiP and background play look like similar convenience features, but they unlock very different user behaviors — and that's why they sit on opposite sides of YouTube's paywall. Tue, 16 Jun 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-pm-role https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-pm-role AI doesn't remove the need for product judgment — it relocates it. The closing entry in a five-part series on how the PM role shifts toward context design, workflow design, and lightweight governance. Mon, 08 Jun 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-team-capability https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-team-capability Why a repeatable AI workflow isn't automatically a team capability — and what actually makes workflows reusable: clear inputs, stable output shape, shared standards, and components that reinforce each other. Mon, 25 May 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-repeatable-use-cases https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-repeatable-use-cases Four repeatable AI use cases that made a hub/pipeline/governance framework concrete: planning documentation, research support, prototype-oriented workflow, and review checks. Sat, 04 Apr 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-hub-pipeline-governance https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-hub-pipeline-governance A practical operating model for AI-assisted product planning, built on three layers: Hub (accept the multi-tool reality), Pipeline (standardize deliverables), and Governance (make gains repeatable). Sun, 08 Mar 2026 00:00:00 GMT articles https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-process-redesign https://wbeen-personal-kb.vercel.app/articles/ai-product-planning-process-redesign AI didn't just make product planning faster — it made misalignment easier to create at scale. Why treating AI adoption as a process redesign, not a tool choice, changes everything. Tue, 24 Feb 2026 00:00:00 GMT articles