AI agent self-correction mechanisms: error detection, validation loops, recovery strategies, confidence scoring, and iterative refinement
日本語の概要は準備中です。原文の説明を表示しています。
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AI agent self-correction mechanisms: error detection, validation loops, recovery strategies, confidence scoring, and iterative refinement
日本語の概要は準備中です。原文の説明を表示しています。
Interactive code review for agent iterations. Captures comments, tracks resolution status, and integrates with git diffs.
日本語の概要は準備中です。原文の説明を表示しています。
Iteratively refine a product spec by debating with multiple LLMs (GPT, Gemini, Grok, etc.) until all models agree. Use when user wants to write or refine a specification document using adversarial development.
日本語の概要は準備中です。原文の説明を表示しています。
Maps your company's GTM motion (PLG, SLG, or Hybrid) to concrete funnel stages with inputs, outputs, and qualification criteria per stage. Detects motion type from website + Exa research, then produces pre-close + post-close stage definitions, the FETE mapping (Fit / Engagement / Tier / Eligibility), and closed-lost re-entry paths. Triggers - "funnel strategy", "funnel stages", "pipeline stages", "sales process", "lead qualification", "GTM motion mapping", or any work defining how leads flow through the business. Upstream - recommended company-context, icp-research. Downstream - feeds lifecycle-marketing, outreach-emails, content-strategy. NOT for lead scoring logic (use /lead-scoring) or lifecycle email campaigns (use /lifecycle-marketing).
日本語の概要は準備中です。原文の説明を表示しています。
Build structured ICP documentation by scraping case studies, testimonials, and solutions pages from your website. Produces firmographics, champion + economic buyer personas, pain points, decision criteria, anti-ICP, customer proof points, and voice-of-customer synthesis. Writes to marketing/icp/ICP.md as the canonical ICP every downstream skill reads. Triggers - "icp research", "ideal customer profile", "persona research", "customer segments", "who are our customers", "build ICP"
日本語の概要は準備中です。原文の説明を表示しています。
Run a high-thoroughness end-to-end implementation loop using clean worker worktrees, per-slice planning, implementation, explicit review/fix iteration, orchestrator integration, and final commit/PR drafting. Use when the user explicitly wants a Ralph/Wiggum-style loop, autonomous multi-agent execution, a delegated feature/bugfix carried from confirmed scope through review-ready completion, or RFC-driven implementation that should be reviewed, bumped to In Progress, decomposed into phases, and executed through nested sub-loops. Supports Codex subagents by default and external CLI workers such as OpenCode when explicitly requested and available.
日本語の概要は準備中です。原文の説明を表示しています。
Evaluate alternatives through a weighted multi-criteria decision matrix. Use when the user calls for the *evaluation* of *alternatives*, wants to *compare* things, or asks what the best is from a list of choices.
日本語の概要は準備中です。原文の説明を表示しています。
Iteratively edit and refine a named plan for a task through a conversational loop. Each round, the current plan is shown and the user is asked whether to keep refining, mark the plan as done, or proceed to the implementation or draft. Use when the user wants to plan a task purely through chat-driven refinement.
日本語の概要は準備中です。原文の説明を表示しています。
Find quotes for a set of topic keywords and place them into a 2x2 matrix, spanned by the presence of an author/origin and by the literal containment of a keyword, optionally grounded in Internet/Web facts and optionally widened to the conceptual neighborhood of the topic. Use when the user wants "quotes", "sayings", "aphorisms", or "citations" on a topic.
日本語の概要は準備中です。原文の説明を表示しています。
Draft a short punchy Facebook Page post, or a longer story post, using a 2026 Facebook hook formula (one-line opinion, tiny number, ask-the-page question, this-or-that, useful tip, story post) picked by goal (shares, comments, reactions). Favors the under-80-character engagement sweet spot, runs the humanizer pass, and publishes via Publora on approval. Use to write a Page post from notes. Not for replying to comments (use fb-engagement-drafter) or auditing a draft (use fb-humanizer).
日本語の概要は準備中です。原文の説明を表示しています。
Draft replies to comments on your Facebook Page's posts, in your Page voice. Use when the user pastes the comments under one of their Page posts and wants on-brand replies that earn more comments and shares. Drafts 1-3 variants per comment using proven templates (answer, thank plus add value, handle the complaint, turn it into a share). Publora has no Facebook comment endpoint, so every draft returns as a copy-paste block to post yourself. Not for writing top-level posts (use fb-post-writer).
日本語の概要は準備中です。原文の説明を表示しています。
Read a Facebook Page and its audience from real data. Pull any Page's public stats (yours or a competitor's): followers, likes, categories, intro, websites. And pull the commenters on a public Page post, since Facebook hides the reactor and liker roster and shows counts only, so commenters are the signal. Powered by Apify, no login. Triggers on "analyze my Page", "competitor Page stats", "who is commenting", "read the comments", "audience insights". Not for writing Page posts (use fb-post-writer).
日本語の概要は準備中です。原文の説明を表示しています。
Remove the AI tells readers react to in a Facebook Page post: 2026 vocabulary by density, reveal bridges, staccato stacks, stacked triads, announcement auto-pilot. Also --mode audit (under-80 sweet spot, hook, engagement bait), --mode profile (learns how you write) and --mode interview (fills your Story Bank: the stories, scars and numbers posts are made of). Not for writing from scratch (use fb-post-writer). Keywords: humanize, de-AI my post, interview me, audit before posting.
日本語の概要は準備中です。原文の説明を表示しています。
Repurpose existing content into a native Facebook Page post. Take a LinkedIn post, X thread, blog, or newsletter and rewrite it for a Page: warm the tone, lead with a standalone claim before the "See more" fold, move links to the first comment, strip off-platform artifacts (hashtag walls, "link in bio", @-handles), then humanize and publish via Publora on approval. Not for writing from scratch (use fb-post-writer), auditing a draft (use fb-humanizer), or comment replies (use fb-engagement-drafter).
日本語の概要は準備中です。原文の説明を表示しています。
Audit and rewrite a Facebook Page for 2026: Page name, username and vanity URL, profile picture and cover photo, Intro/About and category, the CTA button (Shop, Book, Sign Up, Contact matched to your goal), pinned post, tabs order, and contact/link fields. Triggers on "review my Facebook Page", "fix my Page about", "optimize my cover", "set my CTA button", "Page audit". Converts a default Page into one that turns a visitor into a follower or a lead. Not for writing Page posts (use fb-post-writer).
日本語の概要は準備中です。原文の説明を表示しています。
Generate a weekly Facebook Page content plan from a theme, audience, and content pillars. Produces per-day picks (short post vs story post, hook formula, angle, posting time, primary goal), a short-to-story post mix, a daily comment-reply target, and a share-optimized goal-mix balance check across shares, comments, and reactions. Use when the user wants to plan a week of Page content. Not for drafting one post (use fb-post-writer) or replying to comments (use fb-engagement-drafter).
日本語の概要は準備中です。原文の説明を表示しています。
Reverse-engineer the hook from a high-share Facebook Page post, from its URL or pasted text. Identifies which of the 10 canonical 2026 Facebook formulas it uses (one-line opinion, tiny number, ask-the-page question, this-or-that, behind-the-scenes, story post, announcement, spotlight), explains why it earned shares or comments, and returns a blank template mapped to your topic. Use to learn from a Page post you admire. Not for writing your own (use fb-post-writer).
日本語の概要は準備中です。原文の説明を表示しています。
Use when writing, expanding, rewriting, or drafting any chapter (.mdx) or Go exercise for this book. Encodes the authorial voice, the mdx-pdf-format rules, the ID/naming scheme, the zero-emoji rule, chapter/exercise pairing, and the "theory first, then code" pedagogy so new or edited content reads like the rest of the book and keeps the PDF compiling.
日本語の概要は準備中です。原文の説明を表示しています。
Repurpose off-platform content into a native YouTube surface. Take a blog, X thread, LinkedIn post, or newsletter and turn it into a community post or poll, or a video brief (title, spoken hook, description with chapters). Leads with the payoff, converts listicles into chapters, strips off-platform artifacts, publishes via Publora on approval. Not for a fresh community post (use yt-community-post-writer), not for a hook script (use yt-hook-scripter).
日本語の概要は準備中です。原文の説明を表示しています。
Write a full YouTube video description under 5,000 characters with a first-150-character hook (the only part visible before Show more, and what shows in search and suggested), timestamped chapters, naturally placed keywords, links, and a clear call to action. Covers long-form and YouTube Shorts. Becomes the create-post content that publishes with the video. Use to write or rework a description. Not for the title (use yt-title-optimizer) or the spoken opening (use yt-hook-scripter).
日本語の概要は準備中です。原文の説明を表示しています。
Read your YouTube audience from the comments: pull commenters and top comments on any video, surface recurring questions and themes (content ideas), repeat commenters (superfans), sentiment, and which comments to reply to or pin. Also channel stats and niche trending, via the free official YouTube Data API. Triggers on "who commented on my video", "analyze my comments", "audience insights", "trending on YouTube". Not for writing a community post (use yt-community-post-writer).
日本語の概要は準備中です。原文の説明を表示しています。
Script the spoken opening that decides retention: the first 30 seconds of a long-form YouTube video or the first 3 seconds of a YouTube Short. Uses 2026 patterns (restate-and-raise, cold-open payoff tease, question-and-contract, and the 3-second frame-one Shorts hook with a designed loop) to confirm the title's promise, open a loop, and earn the next 30 seconds with no intro. Use to write or fix a video opening. Not for the title (use yt-title-optimizer) or description (use yt-description-writer).
日本語の概要は準備中です。原文の説明を表示しています。
Write high-CTR YouTube and YouTube Shorts titles under 100 characters using 2026 packaging formulas (curiosity-gap, number, how-I outcome, mistake/loss, transformation, versus). Balances curiosity with a real keyword, front-loads the click-deciding words for the 60-char mobile cutoff, and returns 3 to 5 A/B variants tagged by goal for Test and Compare. Use to title or rework a video. Not for the description (use yt-description-writer) or the thumbnail overlay (use yt-thumbnail-brief).
日本語の概要は準備中です。原文の説明を表示しています。
Transform any research material into SEO+GEO-optimized blog posts for Knox Hub. Takes any input (URL, article text, notes, video transcript, competitor post, topic idea) and rewrites it as natural human-sounding content, then fills in all fields for the Knox Hub post editor: title, excerpt, SEO settings, FAQ schema, table of contents, sticky sidebar, and full article content in Markdown. Output is ready to copy-paste into your blog/CMS post editor. Use when asked to "write a post", "rewrite this", "сделай пост", "напиши статью", "перепиши это для блога", "create blog post", or any content creation task.
日本語の概要は準備中です。原文の説明を表示しています。