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article A Prompt Library Is Not Enough Claims that prompt dumps decay; durable value comes from workflows with typed inputs/outputs, use cases, and safety notes. skill Agent Handoff A public-safe operating skill for moving work between AI agents or sessions while preserving decisions, evidence, constraints, and the next executable action. topic agent-ux Topic cluster for public content tagged agent-ux. prompt Agentic Handoff Brief Prompt that produces a structured handoff brief (goal, state, constraints, next actions) for continuing work across agents or sessions. topic agentic-ai Topic cluster for public content tagged agentic-ai. topic agentic-workflows Topic cluster for public content tagged agentic-workflows. topic AI Product Ops Topic cluster for public content tagged AI Product Ops. topic ai-product-planning Topic cluster for public content tagged ai-product-planning. topic ai-readable Topic cluster for public content tagged ai-readable. template AI-Readable Site IA Planner Planning template for designing dual-layer site IA: human routes plus AI-readable entry points such as llms.txt and markdown mirrors. topic ai-workflow Topic cluster for public content tagged ai-workflow. topic alignment Topic cluster for public content tagged alignment. article Before Asking AI to Change Anything: An Evidence-first Inspect, Verify, and Audit Workflow Guide to an evidence-first AI work sequence: inspect the current state, turn requirements into observable checks, make the smallest justified change, verify with tool evidence, and stop or escalate when evidence is unavailable. Links to Prompt Hotbar prompts and the coding-agent workflow. topic boundary Topic cluster for public content tagged boundary. lab Chat Conversation Mining for Public Knowledge Lab note on mining AI chat exports for publishable assets using an extraction prompt with built-in sensitivity classification. topic context Topic cluster for public content tagged context. topic context-handoff Topic cluster for public content tagged context-handoff. skill Conversation-to-Source A public-safe operating skill for extracting reusable source candidates from AI conversations and routing ambiguous material to human review. prompt Conversation-to-Source Extractor Prompt that extracts reusable assets from AI chat exports as classified markdown sources with public/review/private sensitivity labels. workflow Delegate a bounded AI task Workflow for delegating a bounded AI task: define scope and acceptance criteria, retrieve an appropriate prompt or invocation surface, and perform evidence-first review. note Designing agents with boundaries, not just personas Principle note: multi-agent design should model role, environment, authority, context, relationship, and handoff separately. Uses Mina/Miro and Hedwig/Haechi as public examples of related identity without shared authority or runtime permission. topic developer-tools Topic cluster for public content tagged developer-tools. skill Evidence-first Review A public-safe operating skill for reviewing AI-assisted work with observable checks, evidence, and explicit unresolved risks. topic extraction Topic cluster for public content tagged extraction. article Fable 5: Audit the Checklist That Approved the Work Published LinkedIn post on using Fable 5 to audit completed work, distinguish recorded and reflected evidence from execution verification, and challenge the checklist itself. lab From Canonical Profile to Essence: Designing a Motion-Ready Identity System for AI Agents Lab note on building motion-ready Essence identities for fourteen AI agents. Covers shape-first design, autonomous gaze/blink, 2.5D depth, cursor-local interaction, mobile/reduced-motion behavior, and refinement failures such as Mina cropping, Hedwig pseudo ears, Iris prism occlusion, Vesta silhouette drift, and detail/index motion drift. article From Prompt Clipboard to Local MCP: Testing Prompt Hotbar Inside Claude Code Proof-of-work note on a private Prompt Hotbar MCP pilot in Claude Code. A local stdio server exposed five read-only tools for prompt search, prompt retrieval, recommendation, workflow search, and workflow retrieval. The pilot returned reviewed public-safe catalog data only: 23 prompts and 3 workflows. npm publication remained intentionally withheld. article From Prompt Reuse to Personal Retrieval: Preference Memory Without Accounts Prompt Hotbar v0.6.0 case-note: browser-local positive preferences (Like / Love this) and My Picks provide personal retrieval without accounts or server-side profile state. Personal prompt content and local prompt IDs stay on-device; privacy-bounded PostHog events measure curated preference changes, My Picks use, and downstream product actions. A backend remains intentionally out of scope until personalization must cross browser or device boundaries. topic governance Topic cluster for public content tagged governance. topic handoff Topic cluster for public content tagged handoff. topic knowledge-capture Topic cluster for public content tagged knowledge-capture. topic knowledge-ops Topic cluster for public content tagged knowledge-ops. topic knowledge-product Topic cluster for public content tagged knowledge-product. note Mapping confidence levels in public knowledge bases Observation note: Explicit confidence mapping (low/medium/high) is a crucial signal for both humans and agents in public knowledge bases. topic mcp Topic cluster for public content tagged mcp. topic metadata Topic cluster for public content tagged metadata. note Minimum structure for useful AI context Concept note: AI context alignment requires minimal reusable structures (inputs, outputs, states) rather than raw text dumps. topic monetization Topic cluster for public content tagged monetization. topic motion-design Topic cluster for public content tagged motion-design. lab Multiplatform Context Handoff Lab note on testing a workflow and protocol for preserving AI coding session context across ChatGPT, Claude Code, Codex CLI, and Antigravity. article My journey of bringing AI into Product Planning (Part 1) — Why AI adoption forced a process redesign Argues that AI makes drafting cheap and misalignment expensive, and that adopting AI in product planning requires redesigning the process (deliverables + quality gates), not just picking a tool. article My journey of bringing AI into Product Planning (Part 2) — Hub, pipeline, and governance Introduces a three-layer operating model for AI-assisted product planning — Hub for multi-tool reality, Pipeline for standardized deliverables, Governance for repeatable team gains. article My journey of bringing AI into Product Planning (Part 3) — Repeatable use cases inside the workflow Describes four AI use cases in product planning (documentation, research support, prototyping, review) that mattered because they connected to the surrounding workflow rather than existing as one-off outputs. article My journey of bringing AI into Product Planning (Part 4) — From personal prompts to team capability Argues that scaling AI in product planning requires moving from individual prompt skill to reusable team capability, built on clear inputs, stable outputs, shared standards, and interconnected workflow components. article My journey of bringing AI into Product Planning (Part 5) — What this changed about the PM role Closes the series by arguing that AI relocates product judgment rather than removing it, shifting the PM role toward context design, workflow design, and lightweight governance. project Personal Agent Society — A bounded multi-agent operating model Public architecture and product-thinking record for a bounded multi-agent operating model. Covers role division, Personal/Work boundaries, Canonical Profile → Essence → runtime lineage, relationship-versus-authority separation, and public/private limits. project Personal AI Operating Site Personal knowledge product built from one public-safe typed content source with separate human and AI reading paths, deterministic Markdown/llms/OKF derivatives, a richer typed relationship graph, Career progressive disclosure, and an enforced public/private publishing boundary. lab Personal AI Operating Site 1-day Prototype Lab note testing whether a personal site reads as a knowledge product; prototype evaluated externally, then rebuilt as an Astro scaffold. topic personal-kb Topic cluster for public content tagged personal-kb. topic personalization Topic cluster for public content tagged personalization. topic planning-workflow Topic cluster for public content tagged planning-workflow. topic product-design Topic cluster for public content tagged product-design. topic product-ops Topic cluster for public content tagged product-ops. topic product-strategy Topic cluster for public content tagged product-strategy. topic productivity Topic cluster for public content tagged productivity. project Prompt Hotbar Keyboard-first retrieval workspace with nine configurable slots, 72 built-in public-safe prompts, 11 preset and Workflow Sets, browser-local personal prompts and positive preferences, reviewed Prompt/Workflow/LAB Discovery pages, six LAB challenges, and a 134-card Toolbox spanning Claude Code, Codex, Antigravity, Hermes Agent, and OpenCode. Toolbox references pair copyable commands or configuration recipes with official provenance, review dates, and bounded risk cues; low-frequency Install / Setup lives behind Provider utilities rather than permanent cards, and unsupported symmetric commands are omitted instead of invented. Prompt Hotbar copies instructions and references but does not execute prompts, commands, installers, or configuration changes. A private local read-only MCP pilot separately tested reviewed in-client retrieval without accessing browser-local personal state. topic prompt-reuse Topic cluster for public content tagged prompt-reuse. topic prototype Topic cluster for public content tagged prototype. lab Public Knowledge Router: Turning Raw AI Conversations into Publishable Knowledge Assets Interactive lab prototype demonstrating the public/private routing pipeline: raw input to sanitized summary, frontmatter, canonical page, markdown mirror, and llms-full.txt entry. Static, no backend. skill Public-safe Publishing A public-safe publishing skill for verifying boundary, metadata, links, generated mirrors, and live evidence before release. template Public/Private Boundary Checker Pre-publish checklist template enforcing the public/private boundary: no company internals, client names, or personal data in public content. topic publishing Topic cluster for public content tagged publishing. workflow Resume or transfer ongoing work Workflow for resuming or transferring ongoing work: create a bounded handoff, continue from its next action, and verify the resumed result. note Reusable workflows over one-off prompts Principle note: durable AI leverage comes from workflows with declared inputs/outputs, not from collections of prompt text. topic reuse Topic cluster for public content tagged reuse. skill Scope & Acceptance Criteria A public-safe planning skill for turning a goal into bounded scope and observable acceptance criteria before work begins. topic site-structure Topic cluster for public content tagged site-structure. topic standards Topic cluster for public content tagged standards. topic system-design Topic cluster for public content tagged system-design. reference The llms.txt Pattern Reference on the llms.txt convention: a curated markdown entry point for LLMs, which this site adopts as its agent-facing index. article The rollout starts after setup Published LinkedIn post on Claude adoption in product planning, emphasizing that AI systems need source hygiene, skill improvement, output review, team sharing, and lightweight governance after setup. workflow Turn a working conversation into a public asset Workflow for turning a working AI conversation into a public asset: extract reusable material, review the public/private boundary, and publish a generalized result. project Universal Context Handoff Local-first CLI and assistant skill for preserving AI coding session context across repositories and environments (Claude Code, Codex, Antigravity legacy JSONL). topic user-behavior Topic cluster for public content tagged user-behavior. topic verification Topic cluster for public content tagged verification. topic visual-identity Topic cluster for public content tagged visual-identity. article Why I'm Building a Personal AI Operating Site Argues that personal sites should evolve from portfolios into typed, AI-readable knowledge products with explicit public/private boundaries. article Why YouTube Opened PiP but Kept Background Play Premium Analyzes YouTube's decision to free Picture-in-Picture while keeping background play Premium, arguing the split reflects a monetization boundary between a visual attention surface and an audio-first paid habit. topic workflow-design Topic cluster for public content tagged workflow-design. topic workflows Topic cluster for public content tagged workflows.