# /init.news > Practical AI automation, business growth, and discovery guides for owners wearing too many hats. Clear decisions, useful tools, and source-checked methods from /init. Source-checked public guides for owners, builders and creative studios. Each Markdown note includes its canonical HTML address, publication and revision dates, AI-assisted authorship and inspected sources. Experiments are labelled; unknown results remain unknown. ## Start here - [Editorial method](https://init.news/about.md): How sources, revisions and AI assistance are disclosed. - [Content index](https://init.news/index.json): Structured answers, questions, dates, source links and related guides. - [Complete public text](https://init.news/llms-full.txt): Full current articles with evidence and limitations. - [Formats and reading routes](https://init.news/discovery/): Human-readable guide to the public formats. ## Run the business - [Three people sent feedback. Which version are you building?](https://init.news/notes/client-feedback-approved-change-list.md): Turn scattered comments into a short, agreed list of changes. Use AI for sorting and drafting while the client keeps the decision. Updated 2026-10-22. - [The client said yes. Why can’t the work start?](https://init.news/notes/client-onboarding-ready-to-start.md): Stop chasing the same missing brief, assets, and approvals. Give each new project a clear readiness check before adding another automation tool. Updated 2026-10-13. - [Start with the job you keep doing twice.](https://init.news/notes/first-business-automation-bottleneck.md): Find one repeated job, count the time it really takes, and test a smaller way to do it. A practical worksheet for owners who already have enough tools. Updated 2026-10-09. - [Give every enquiry a next step. Keep a human on the reply.](https://init.news/notes/lead-follow-up-human-review.md): A simple enquiry-to-draft workflow for busy owners: clear permission, one contact record, a useful reply, and a stop rule when the conversation changes. Updated 2026-10-09. - [Did that automation actually give you time back?](https://init.news/notes/owner-automation-weekly-scorecard.md): A five-day test for owners doing sales, delivery, and admin: count the review time, catch the expensive mistakes, and decide what deserves another week. Updated 2026-10-09. ## AI discovery - [You answered that question again. Give it a useful home.](https://init.news/notes/customer-questions-answer-library.md): A small weekly workflow for turning repeated questions into clear, maintained answers people can find, share and act on. Updated 2026-10-22. - [A comparison page should help someone rule an option out.](https://init.news/notes/technical-comparisons-decision-evidence.md): Replace feature-count rankings with constraints, evidence classes, and a clear explanation of who should choose differently. Updated 2026-10-09. - [SEO, AEO, GEO: what actually changes in the build?](https://init.news/notes/seo-aeo-geo-implementation.md): An owner-friendly checklist for search and AI discovery: what to fix, what to measure, and which new platform features actually apply to your business. Updated 2026-10-19. ## Audience signals - [Your next audience may be asking the wrong name for your work.](https://init.news/notes/audience-hypotheses-from-questions.md): Translate demonstrated work into problems people recognize. Build an evidence ledger before turning a plausible audience into an ideal customer. Updated 2026-10-13. ## Applied craft - [The site is live. Can the client run it without you?](https://init.news/notes/website-handoff-ownership-maintenance.md): A practical handoff sheet for studios: separate ownership, billing, edit access, secrets and maintenance, then make the client prove the site can survive without your memory. Updated 2026-10-21. - [Your best project is invisible if nobody can explain it.](https://init.news/notes/creative-sites-ai-discoverability.md): A practical release worksheet for Framer portfolios: give each project a stable address, readable evidence and crawlable paths without flattening the experience. Updated 2026-10-14. ## Evidence & measurement - [You appeared in an AI answer. What did you actually measure?](https://init.news/notes/ai-citation-observation-protocol.md): A practical AI visibility report for busy owners: distinguish missing data from zero citations, check the right page, and choose one useful next action. Updated 2026-10-19. ## Agent systems - [Before you add another agent, find the bottleneck.](https://init.news/notes/agent-systems-brief-2026-10-16.md): Five changes worth checking before you buy more agent capacity: stage-specific delegation, bounded shared memory, associative retrieval, MCP placement, and local tool-history fixes. Updated 2026-10-16. - [A handoff is not done when the message is sent.](https://init.news/notes/agent-handoff-receipts.md): Record what the next worker received, which state it used, and what actually committed. A small receipt contract for durable agent workflows. Updated 2026-10-09. - [Your agent remembered. Did it change the next action?](https://init.news/notes/agent-systems-brief-2026-10-09.md): Five source-checked changes in orchestration, execution evidence, memory validity, MCP discovery, and local inference that affect implementation choices. Updated 2026-10-09. - [Before you buy another Mac, measure the whole request.](https://init.news/notes/apple-silicon-inference-evaluation.md): An evaluation protocol for MLX, Ollama, LM Studio, and exo that keeps useful output, waiting time, context, and memory in the same decision. Updated 2026-10-09. - [The instructions still load. The advice may be wrong.](https://init.news/notes/engineering-claim-freshness-ledger.md): Before adding AI answers, give the instructions behind them an owner, a review trigger, and a correction path. A ten-page worksheet for busy teams. Updated 2026-10-20. - [Your agent does not need every tool in the room.](https://init.news/notes/mcp-tool-discovery-context-budget.md): Separate the tool catalog from the model's working set. A practical design for discovery, schema loading, authorization, and context-budget tests. Updated 2026-10-09. - [Your agent remembers the answer. Who tells it the answer changed?](https://init.news/notes/memory-provenance-invalidation.md): A small memory contract for source versions, valid time, dependency checks, and corrections that reach the answers built on an old fact. Updated 2026-10-09. - [Before you add a graph, find the missing answer.](https://init.news/notes/graphrag-evaluation-before-migration.md): A decision worksheet for teams choosing between a simpler retrieval baseline and a graph-based memory system. Updated 2026-10-09. ## Optional - [RSS](https://init.news/feed.xml): Publication and revision feed. - [Sitemap](https://init.news/sitemap.xml): Canonical public HTML pages. This reading map provides navigation. It does not establish indexing, citations or a ranking benefit.