[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-e8be71ccaeff11f3-ai-context-your-career-asset-platforms-won-t-let-y-summary":3,"summaries-facets-categories":205,"summary-related-e8be71ccaeff11f3-ai-context-your-career-asset-platforms-won-t-let-y-summary":3775},{"id":4,"title":5,"ai":6,"body":13,"categories":165,"created_at":166,"date_modified":166,"description":157,"extension":167,"faq":166,"featured":168,"kicker_label":166,"meta":169,"navigation":186,"path":187,"published_at":188,"question":166,"scraped_at":189,"seo":190,"sitemap":191,"source_id":192,"source_name":193,"source_type":194,"source_url":195,"stem":196,"tags":197,"thumbnail_url":166,"tldr":202,"tweet":166,"unknown_tags":203,"__hash__":204},"summaries\u002Fsummaries\u002Fe8be71ccaeff11f3-ai-context-your-career-asset-platforms-won-t-let-y-summary.md","AI Context: Your Career Asset Platforms Won't Let You Own",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8789,2527,17505,0.0024756,{"type":14,"value":15,"toc":156},"minimark",[16,21,25,28,34,38,41,70,73,78,82,85,88,93,97,100,115,118,121,126,130],[17,18,20],"h2",{"id":19},"ai-context-as-unowned-professional-capital","AI Context as Unowned Professional Capital",[22,23,24],"p",{},"Professionals accumulate massive value in AI systems like ChatGPT, Claude, and Perplexity through daily interactions, but this \"working identity\" remains fragmented and controlled by platforms. Nate Jones argues this context rivals traditional institutional knowledge, built faster via explicit conversations. Over months, users encode industry specifics, workflows, and behaviors implicitly across thousands of chats, creating a \"honing effect\" where the AI adapts to their cognitive paths. This stickiness, deliberate like social media habit loops, benefits workers but traps them—switching feels like \"losing a leg.\"",[22,26,27],{},"Jones highlights a core tension: 60% of workers use personal AIs at work despite IT bans, as corporate tools lack personalization. Enterprises roll out sanitized versions, but without user context, they're ineffective. The result? Shadow IT usage persists, and job changes or tool switches reset progress. He predicts this hits 90% of professionals in two years via role shifts, company AI mandates (e.g., Anthropic vs. OpenAI deals), or personal migrations.",[29,30,31],"blockquote",{},[22,32,33],{},"\"Right now all of us are building the most important asset of our careers in AI systems all over the place and we're not owning any of it and it's fragmented.\" (Jones opens by framing the ownership crisis, emphasizing fragmentation across tools as the root problem.)",[17,35,37],{"id":36},"four-layers-of-context-creating-lock-in","Four Layers of Context Creating Lock-In",[22,39,40],{},"Jones dissects context into four non-obvious layers, explaining why extraction is hard—you can't fully inventory what's been drip-fed over time:",[42,43,44,52,58,64],"ol",{},[45,46,47,51],"li",{},[48,49,50],"strong",{},"Domain Encoding",": Implicit industry knowledge (vocabulary, products, competitors, acronyms, strategy) absorbed via daily chats, not a single briefing. Equivalent to years of osmosis in heads of senior employees, now accelerated. Fresh AIs feel like \"talking to a stranger.\"",[45,53,54,57],{},[48,55,56],{},"Workflow Calibration",": Patterns in research structure, code reviews, drafts, memos, Slack summaries—honed through repetitions and edits. Saves 5-8 conversation turns per task by anticipating needs, avoiding \"grinding in first gear.\"",[45,59,60,63],{},[48,61,62],{},"Behavioral Relationship",": Emergent grasp of unstated preferences—when to challenge vs. execute, technical depth, rhetorical questions, preamble tolerance. Built via microcorrections (rephrasings, examples, silences), like colleague rapport after a year vs. day one.",[45,65,66,69],{},[48,67,68],{},"Artifact History (Demonstrated Capability)",": Missing today—context around produced docs, code, spreadsheets (how made, pros\u002Fcons thinking). Buried in chats, hard to surface for interviews\u002Fportability. Enables proving skills without stealing secrets, filling the \"credential gap\" where vibes rule and firms like Meta test candidates in locked rooms without context.",[22,71,72],{},"These layers compound: high interaction bars encode better, but platforms make export hard, blurring personal\u002Fprofessional lines.",[29,74,75],{},[22,76,77],{},"\"The more it sucks to use a new AI, that's a sign to you that you've done a great job encoding that domain knowledge into your existing AI. Right? Good job. Now, it's hard to move.\" (Illustrates the honing trap—success in one tool becomes the barrier to switching.)",[17,79,81],{"id":80},"incentives-and-failures-blocking-solutions","Incentives and Failures Blocking Solutions",[22,83,84],{},"Platforms (OpenAI, Anthropic) prioritize retention: easy import, hard export, no personal\u002Fprofessional separation. No model maker wants BYOC (bring-your-own-context), as it erodes moats—memory now trumps models for 2026 stickiness.",[22,86,87],{},"Startups fail despite funding: pain is \"diffuse\" (constant drag, not acute crisis), like a funky car noise vs. flat tire. Tools lack cross-platform links, trade-secret filtering, personal\u002Fprofessional splits. They're \"candy products\" (nice-to-have) vs. \"opium products\" (must-haves for acute pain). Market failure leaves employers unable to assess AI skills, candidates unable to demo without context.",[29,89,90],{},[22,91,92],{},"\"None of the model makers has an incentive to solve this problem. They all want to keep you inside, right? None of them want to lose you.\" (Pinpoints platform hostility as deliberate, not oversight.)",[17,94,96],{"id":95},"practical-path-to-portable-context-ownership","Practical Path to Portable Context Ownership",[22,98,99],{},"Shift mindset: Treat context as a career-long asset you control, not platform byproduct. Solutions evolve from bandaids to infrastructure:",[101,102,103,109],"ul",{},[45,104,105,108],{},[48,106,107],{},"Extraction Prompts",": Use your best AI to generate structured Markdown capturing domains, workflows, preferences, patterns. Audit for secrets; 30-min ROI bridges gaps.",[45,110,111,114],{},[48,112,113],{},"Personal Databases",": MCP-native (Model Context Protocol) stores for pull-based access—AI queries selectively (e.g., pricing heuristics), avoiding token bloat. Supports write-backs for evolution, flipping push (pasting docs) to on-demand pulls.",[22,116,117],{},"Jones is building both: prompts for immediate use, MCP servers for future-proofing. MCP acts as \"USB-C for AI,\" enabling agent discovery\u002Fquery. For enterprises, BYOC ends IT vs. personal wars, letting workers import honed intelligence.",[22,119,120],{},"This owns the future: compounding advantage to portable-identity builders, while walled-garden pourers restart at boundaries.",[29,122,123],{},[22,124,125],{},"\"MCP as the USB-C connector for AI.\" (Positions MCP as the interoperability standard for context mobility across agents\u002Ftools.)",[17,127,129],{"id":128},"key-takeaways","Key Takeaways",[101,131,132,135,138,141,144,147,150,153],{},[45,133,134],{},"Treat AI context as professional capital: Nurture it explicitly across layers to accelerate career growth.",[45,136,137],{},"Use extraction prompts today: Generate audited Markdown from your primary AI for quick portability (30 mins\u002Fsetup).",[45,139,140],{},"Build toward personal context servers: MCP-compliant databases for selective, pull-based access and evolution.",[45,142,143],{},"Hold high interaction bars: Encodes better calibration\u002Fbehavior, amplifying honing but requiring export discipline.",[45,145,146],{},"Anticipate switches: 90% face resets in 2 years—pre-build portable identity to avoid underperformance.",[45,148,149],{},"Evaluate memory startups critically: Seek cross-platform, secret-filtering tools solving diffuse pain.",[45,151,152],{},"For hiring: Test with candidate context or expect ramp-up lags; vibes won't scale.",[45,154,155],{},"Push for BYOC: Enterprises gain from worker productivity; fight IT bans with context proof.",{"title":157,"searchDepth":158,"depth":158,"links":159},"",2,[160,161,162,163,164],{"id":19,"depth":158,"text":20},{"id":36,"depth":158,"text":37},{"id":80,"depth":158,"text":81},{"id":95,"depth":158,"text":96},{"id":128,"depth":158,"text":129},[],null,"md",false,{"content_references":170,"triage":181},[171,177],{"type":172,"title":173,"author":174,"url":175,"context":176},"other","The AI Capital You've Been Building","Nate B Jones","https:\u002F\u002Fnatesnewsletter.substack.com\u002Fp\u002Fthe-ai-capital-youve-been-building?r=1z4sm5&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true","mentioned",{"type":178,"title":179,"url":180,"context":176},"podcast","AI News & Strategy Daily with Nate B Jones","https:\u002F\u002Fpodcasts.apple.com\u002Fus\u002Fpodcast\u002Fai-news-strategy-daily-with-nate-b-jones\u002Fid1877109372",{"relevance":182,"novelty":183,"quality":182,"actionability":183,"composite":184,"reasoning":185},4,3,3.6,"Category: AI & LLMs. The article discusses the concept of AI context as a form of professional capital, which directly relates to the use of AI tools and their implications for product builders. It highlights the importance of extracting and owning AI-generated context, addressing a pain point for professionals who rely on AI in their workflows.",true,"\u002Fsummaries\u002Fe8be71ccaeff11f3-ai-context-your-career-asset-platforms-won-t-let-y-summary","2026-04-17 14:00:12","2026-04-21 15:10:38",{"title":5,"description":157},{"loc":187},"852a532c9b28f6f2","AI News & Strategy Daily | Nate B Jones","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=4KAF72BTyCE","summaries\u002Fe8be71ccaeff11f3-ai-context-your-career-asset-platforms-won-t-let-y-summary",[198,199,200,201],"prompt-engineering","ai-tools","ai-llms","ai-automation","AI memory across chats builds irreplaceable professional capital through four context layers, but platforms lock it in—extract it now via prompts and personal databases for 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CLAUDE.md sets master rules like \"at the start of every session, read memory.md before responding\" and \"when I say 'remember this,' write to memory.md.\" This creates persistent memory—tell Claude \"current events distract from e-lists, remember that,\" and it adds an entry to memory.md's memory section, retrievable in future sessions via queries like \"What did I say about distractions?\"",[22,3794,3795],{},"A routing map table in root CLAUDE.md directs tasks to specific folders (e.g., email to Email HQ), while references point to resources only when needed, keeping token usage low. Voice principles.md (built by analyzing 30 Gmail emails or 5 writing samples) extracts patterns like \"warm, direct, professional tone without stiffness,\" loaded before outputs for personalized content like newsletters matching your style. Active projects section in memory.md lists ongoing work (e.g., workshop outline, dinner plans) updated via commands, ensuring context across sessions.",[22,3797,3798],{},"Analogy: Root CLAUDE.md is the U.S. Constitution (applies everywhere); workstation CLAUDE.md files stack state laws on top for specialized rules. Limit root CLAUDE.md to 300 lines max, default to Sonnet model (1\u002F5th Opus cost, sufficient 80% of time), and avoid rule duplication to minimize tokens.",[17,3800,3802],{"id":3801},"_3-level-hierarchy-root-workstations-projects-for-scalable-specialization","3-Level Hierarchy: Root, Workstations, Projects for Scalable Specialization",[22,3804,3805],{},"Start with a root folder (e.g., \"ClaudeOS\") containing CLAUDE.md, memory.md, and 00-resources folder. Use Obsidian to view Markdown files readably (no learning curve needed). Download starter templates for these files.",[22,3807,3808,3811,3812,3816],{},[48,3809,3810],{},"Level 1 Workstations"," divide life areas: universal (e.g., Email HQ for cross-domain tasks) or dedicated (e.g., Personal Finances). Prompt Claude with templates to auto-create: for Email HQ, it scans 4 weeks of sent Gmail, extracts patterns (greetings like \"Hey ",[3813,3814,3815],"span",{},"Name",",\" signoffs, inbox zero workflow: 2-minute rule, labels, archive\u002Fsnooze logic), and builds Email HQ\u002FCLAUDE.md stacking on root voice rules. Result: Emails reference prior threads, follow conventions, sound like you.",[22,3818,3819],{},"For Personal Finances, upload 12 months of statements; Claude categorizes spending (e.g., Bumble Premium), builds Excel with tabs (Transactions, Yearly\u002FMonthly Summary, Category Taxonomy), and remembers corrections (e.g., \"Canva is subscriptions, not freelancers\"). Project subfolders (e.g., mortgage refinance under Housing) inherit the same structure.",[22,3821,3822],{},"Build 2-3 workstations first; expand as needs arise. Use cases: Route screenshots to copywriting frameworks; post-meeting, auto-draft follow-ups pulling calendar\u002Ftranscripts; create Notion projects (e.g., Boston trip July 17-24) filling properties\u002Fsections per your conventions.",[17,3824,3826],{"id":3825},"pro-tips-session-audits-and-token-optimization-for-production-use","Pro Tips: Session Audits and Token Optimization for Production Use",[22,3828,3829],{},"End sessions with \"\u002Fsession-audit\" (custom skill from toolkit): scans conversation for unsaved principles\u002Fpreferences, adds to memory.md. Keeps system evolving without manual updates.",[22,3831,3832],{},"Token savers: Reference external files instead of embedding; Sonnet for \u003C3 interdependent steps; no repeated rules. After 30 workstations, author advises starting slow to master interactions. Free toolkit provides templates; paid Academy offers pre-built systems. Builds implied context (e.g., projects, style) for reliable outputs, per Google's AI Essentials learnings.",{"title":157,"searchDepth":158,"depth":158,"links":3834},[3835,3836,3837],{"id":3788,"depth":158,"text":3789},{"id":3801,"depth":158,"text":3802},{"id":3825,"depth":158,"text":3826},[],{"content_references":3840,"triage":3861},[3841,3846,3849,3852,3854,3858],{"type":3842,"title":3843,"url":3844,"context":3845},"tool","Starter templates and prompt templates","https:\u002F\u002Fwww.jeffsu.org\u002Fclaude-cowork-build-your-own-jarvis\u002F?utm_source=youtube&utm_medium=video&utm_campaign=v203","recommended",{"type":3842,"title":3847,"url":3848,"context":3845},"Free Cowork Toolkit","https:\u002F\u002Fcoworkacademy.ai\u002Ftoolkit?utm_source=youtube&utm_medium=video&utm_campaign=v203",{"type":172,"title":3850,"url":3851,"context":3845},"Cowork Academy","https:\u002F\u002Fcoworkacademy.ai?utm_source=youtube&utm_medium=video&utm_campaign=v203",{"type":3842,"title":3853,"context":3845},"Obsidian",{"type":172,"title":3855,"author":3856,"publisher":3857,"context":176},"Google's AI Essentials specialization","Google instructors","Coursera",{"type":3842,"title":3859,"url":3860,"context":176},"Notion Command Center","https:\u002F\u002Fwww.pressplay.cc\u002Flink\u002Fs\u002FDE1C4C50",{"relevance":3862,"novelty":182,"quality":182,"actionability":3862,"composite":3863,"reasoning":3864},5,4.55,"Category: AI Automation. The article provides a detailed framework for building a persistent AI system using CLAUDE.md and memory.md, addressing practical applications for automating tasks like email and project management. It offers actionable steps, such as creating a 3-level folder hierarchy and using specific Markdown files, making it highly relevant and immediately applicable for product builders.","\u002Fsummaries\u002F8bbebba883d922d9-claude-cowork-hierarchical-claude-md-turns-ai-into-summary","2026-04-28 13:00:03","2026-05-03 16:57:40",{"title":3778,"description":157},{"loc":3865},"30e63ac1ca0930c9","Jeff Su","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=0_dSWLOHKng","summaries\u002F8bbebba883d922d9-claude-cowork-hierarchical-claude-md-turns-ai-into-summary",[198,199,200,201],"Build a persistent AI second brain using CLAUDE.md instruction files, memory.md for recall, and a 3-level folder hierarchy (root, workstations, projects) to automate email, finances, newsletters, and projects without burning rate limits.",[200,201],"Zpgp_Ifz07jbBKxihc7X5Ma1JZ2wCi-1EOHPgFuTxDI",{"id":3879,"title":3880,"ai":3881,"body":3886,"categories":3936,"created_at":166,"date_modified":166,"description":157,"extension":167,"faq":166,"featured":168,"kicker_label":166,"meta":3937,"navigation":186,"path":3953,"published_at":3954,"question":166,"scraped_at":3955,"seo":3956,"sitemap":3957,"source_id":3958,"source_name":3959,"source_type":194,"source_url":3960,"stem":3961,"tags":3962,"thumbnail_url":166,"tldr":3963,"tweet":166,"unknown_tags":3964,"__hash__":3965},"summaries\u002Fsummaries\u002F7783931b86ccc4a9-hyperframes-ai-pipeline-for-website-to-cinematic-v-summary.md","Hyperframes: AI Pipeline for Website-to-Cinematic Videos",{"provider":7,"model":8,"input_tokens":3882,"output_tokens":3883,"processing_time_ms":3884,"cost_usd":3885},6240,1462,8861,0.00147215,{"type":14,"value":3887,"toc":3931},[3888,3892,3895,3911,3915,3918,3921,3925,3928],[17,3889,3891],{"id":3890},"html-beats-react-for-ai-driven-video-animations","HTML Beats React for AI-Driven Video Animations",[22,3893,3894],{},"Hyperframes outperforms Remotion for programmatic videos because it uses plain HTML compositions instead of React components, enabling smoother, more natural animations via AI agents. Paste any landing page, design system, or CodePen demo directly into HTML for animation—React's abstractions make visuals clunky (e.g., unnatural movements in side-by-side prompt tests). This DOM-based renderer suits AI writing videos and visual editors, as HTML expresses visuals more intuitively. Trade-off: Still early-stage AI quality, but user prompts and data improve outputs over time.",[22,3896,3897,3898,3902,3903,3906,3907,3910],{},"Setup takes minutes in Claude Code: Install via ",[3899,3900,3901],"code",{},"npx create-hyperframes-app",", add GSAP skills for professional animations (smooth, playful effects from Webflow's library). Cold start with descriptive prompts (e.g., \"10-second intro with fade-outs, specific colors\u002Ftypography\") generates previewable compositions—run ",[3899,3904,3905],{},"hyperframes preview"," for editor view, ",[3899,3908,3909],{},"hyperframes render"," for MP4 export.",[17,3912,3914],{"id":3913},"_7-step-pipeline-transforms-websites-into-product-videos","7-Step Pipeline Transforms Websites into Product Videos",[22,3916,3917],{},"Warm start pulls any URL (e.g., linear.app, framer.com) through an automated 7-step agent pipeline: (1) Capture (DOM\u002Ftext summary), (2) Design, (3) Script, (4) Storyboard, (5) VO timing, (6) Build, (7) Validate. Each step outputs artifacts feeding the next—agents auto-trigger on URL + video requests like \"product launch\" or \"brand reel.\"",[22,3919,3920],{},"Prompt example: \"Create a 20-second product launch video from linear.app. Make it feel like an Apple Keynote announcement.\" Results: Logo SVG growth, UI popups, particle effects, purpose-built taglines—cinematic without manual keyframes. Works on Airbnb, Twitter, YouTube too. Pipeline runs in Claude Code, producing editable previews for iteration.",[17,3922,3924],{"id":3923},"gemini-vision-and-prompt-vocab-boost-quality","Gemini Vision and Prompt Vocab Boost Quality",[22,3926,3927],{},"Default captures use DOM context (text, headings, CSS); add Gemini API key (.env file) for vision-powered descriptions (e.g., detailed image breakdowns), yielding richer assets. Prompt tweaks from Hyperframes guide refine outputs: \"Swap to dark mode, add fade-out, lower third at 3s with name\u002Ftitle.\" Vocabulary shifts like \"Apple Keynote announcement,\" caption tones, transitions, audio-reactive animations elevate results—feed the full guide to Claude for custom skills.",[22,3929,3930],{},"Iterate by continuing chats (e.g., fix logos via Figma SVGs). For founders\u002Fdesigners\u002Fdevs, this cuts video production from hours to seconds, though high-end polish needs refinement.",{"title":157,"searchDepth":158,"depth":158,"links":3932},[3933,3934,3935],{"id":3890,"depth":158,"text":3891},{"id":3913,"depth":158,"text":3914},{"id":3923,"depth":158,"text":3924},[217],{"content_references":3938,"triage":3950},[3939,3942,3947],{"type":3842,"title":3940,"url":3941,"context":176},"Hyperframes by HeyGen","https:\u002F\u002Fhyperframes.heygen.com\u002Fquickstart",{"type":172,"title":3943,"author":3944,"url":3945,"context":3946},"Hyperframes vs Remotion article","Bin Liu","https:\u002F\u002Fx.com\u002Fliu8in\u002Fstatus\u002F2046337462604279828","cited",{"type":3842,"title":3948,"url":3949,"context":176},"GSAP Animation Library","https:\u002F\u002Fgsap.com\u002F",{"relevance":182,"novelty":183,"quality":182,"actionability":182,"composite":3951,"reasoning":3952},3.8,"Category: AI Automation. The article discusses a specific AI pipeline for generating videos from websites, addressing practical applications for product builders. It provides a detailed 7-step process that can be directly applied, making it actionable for developers looking to integrate AI into their workflows.","\u002Fsummaries\u002F7783931b86ccc4a9-hyperframes-ai-pipeline-for-website-to-cinematic-v-summary","2026-04-21 04:30:46","2026-04-21 15:15:31",{"title":3880,"description":157},{"loc":3953},"e034abee2f06fb5e","Lukas Margerie","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DBqEpIktzwo","summaries\u002F7783931b86ccc4a9-hyperframes-ai-pipeline-for-website-to-cinematic-v-summary",[199,198,201],"Hyperframes uses HTML compositions and a 7-step AI agent pipeline in Claude Code to turn any website into a 20-second Apple Keynote-style video—no After Effects needed.",[201],"nNaARelHbgbuPd7pChLFQtQZA2wrIDSjRYnRbHSPmKU",{"id":3967,"title":3968,"ai":3969,"body":3974,"categories":4063,"created_at":166,"date_modified":166,"description":157,"extension":167,"faq":166,"featured":168,"kicker_label":166,"meta":4064,"navigation":186,"path":4065,"published_at":4066,"question":166,"scraped_at":166,"seo":4067,"sitemap":4068,"source_id":4069,"source_name":4070,"source_type":194,"source_url":4071,"stem":4072,"tags":4073,"thumbnail_url":166,"tldr":4074,"tweet":166,"unknown_tags":4075,"__hash__":4076},"summaries\u002Fsummaries\u002Fcontext-engineering-ai-s-new-literacy-over-prompts-summary.md","Context Engineering: AI's New Literacy Over Prompts",{"provider":7,"model":8,"input_tokens":3970,"output_tokens":3971,"processing_time_ms":3972,"cost_usd":3973},8815,1681,15219,0.0021331,{"type":14,"value":3975,"toc":4058},[3976,3980,3983,3986,3990,3993,4025,4028,4032,4035,4038,4049,4052,4055],[17,3977,3979],{"id":3978},"ais-context-limitations-demand-engineering-over-prompting","AI's Context Limitations Demand Engineering Over Prompting",[22,3981,3982],{},"Language models suffer from a U-shaped performance curve on long inputs: they prioritize the start (primacy bias) and end (recency bias) while ignoring the middle, as shown in Liu et al. (2023) and a 2025 study linking this to training data. Humans exhibit the same primacy-recency effect in memory. Attention is zero-sum—irrelevant tokens act as an 'attention sink,' diluting focus on key info (per 2023 research). Bigger windows like Claude's 1M tokens amplify errors: too little context leaves AI ignorant; too much drowns it in noise. Prompt engineering tweaks one interaction; context engineering structures the entire environment (files, rules, identity) for every interaction, turning random chats into a self-running 'lab.'",[22,3984,3985],{},"Andrej Karpathy (ex-OpenAI) calls it 'filling the context window with just the right information.' Anthropic's guide confirms the balance is non-trivial. Unstructured blobs force AI to infer relevance; modular setups ensure it starts from intelligence, not ignorance.",[17,3987,3989],{"id":3988},"dexter-protocol-5-rules-to-bulletproof-context","Dexter Protocol: 5 Rules to Bulletproof Context",[22,3991,3992],{},"Counter these flaws with these rules, inspired by Dexter's organized lab vs. Dee Dee's chaos:",[42,3994,3995,4001,4007,4013,4019],{},[45,3996,3997,4000],{},[48,3998,3999],{},"Label buttons",": Every file needs a header stating purpose, when to load, and usage (e.g., '# VOICE PROFILE — ROBOTS ATE MY HOMEWORK ## Purpose: Load for ALL writing tasks'). Front-load core rules (first 10-20 lines), details in middle, constraints last. This prevents AI from parsing unstructured streams like '800 words of stream-of-consciousness.'",[45,4002,4003,4006],{},[48,4004,4005],{},"Lock doors",": Modularize to contain damage—separate voice (300 lines max, from 1,200), brand, strategy, projects. Load only relevant files per task; zero-sum attention means less noise boosts quality.",[45,4008,4009,4012],{},[48,4010,4011],{},"Front-load the formula",": Place non-negotiable rules (e.g., 'Never use em dashes') in first 10 lines, not buried (line 847). U-shape favors start\u002Fend.",[45,4014,4015,4018],{},[48,4016,4017],{},"Modules over monoliths",": Limit files to \u003Cfew hundred lines: identity.md (always load, \u003C200 lines, who\u002Fwhat\u002Fexpertise); voice.md (writing only); current-projects.md (work only, decisions\u002Fnext actions). No 3,000-word prompts.",[45,4020,4021,4024],{},[48,4022,4023],{},"Lab runs itself",": Use a routing file (router.md or SKILL.md, \u003C50 lines) as index: always loaded, directs by task ('writing → identity + voice'; 'strategy → identity + projects'; unclear → identity + clarify). Enables progressive disclosure—small token cost, prevents overload.",[22,4026,4027],{},"These cut setup from 20 minutes to zero, eliminate drift (e.g., AI nailing first 3 paragraphs then failing).",[17,4029,4031],{"id":4030},"_3-file-starter-prompts-80-gains-in-one-afternoon","3-File Starter + Prompts: 80% Gains in One Afternoon",[22,4033,4034],{},"Audit first (Prompt 1): Analyze chat history for repeated\u002Fmissing\u002Fwasted context and position issues; outputs priority file list.",[22,4036,4037],{},"Build modules (Prompt 2): Feed raw notes into AI to generate:",[101,4039,4040,4043,4046],{},[45,4041,4042],{},"identity.md (\u003C200 lines, front-load top 20).",[45,4044,4045],{},"voice.md (rules\u002Fexamples\u002Fconstraints).",[45,4047,4048],{},"current-projects.md (decisions\u002Factions\u002Fdeadlines).\nEach with headers, scannable sections, 'do NOT' ends.",[22,4050,4051],{},"Route it (Prompt 3): Generate router.md listing files, task logic, context check before tasks.",[22,4053,4054],{},"Paste all into Claude Projects\u002Fcustom GPT\u002FCursor. Test: Ask AI 'What do you know about me\u002Fvoice\u002Fproject?'—fixes gaps. Maintenance needed: Update files as projects shift. Doesn't replace strategy\u002Ftaste; amplifies good thinking. Next: Layer skills (task workflows) atop for repeatable jobs.",[22,4056,4057],{},"Limits: Won't fix bad inputs; files stale without updates. Outcomes: AI executes your strategy faster, with taste-applied outputs, no re-teaching.",{"title":157,"searchDepth":158,"depth":158,"links":4059},[4060,4061,4062],{"id":3978,"depth":158,"text":3979},{"id":3988,"depth":158,"text":3989},{"id":4030,"depth":158,"text":4031},[214],{},"\u002Fsummaries\u002Fcontext-engineering-ai-s-new-literacy-over-prompts-summary","2026-04-08 21:21:17",{"title":3968,"description":157},{"loc":4065},"360ad8315d6d75be","Robots Ate My Homework","https:\u002F\u002Funknown","summaries\u002Fcontext-engineering-ai-s-new-literacy-over-prompts-summary",[198,200,201],"Replace prompt engineering with context engineering—build modular files (identity.md, voice.md, current-projects.md) and a routing file to front-load critical info, avoiding AI's U-shaped attention loss and attention sinks for consistent, intelligent outputs every session.",[200,201],"1eXcKuz-MqDP55UHTk3M3X-D9zZxX9uVUcBxZT4UXfw",{"id":4078,"title":4079,"ai":4080,"body":4085,"categories":4236,"created_at":166,"date_modified":166,"description":157,"extension":167,"faq":166,"featured":168,"kicker_label":166,"meta":4237,"navigation":186,"path":4251,"published_at":166,"question":166,"scraped_at":4252,"seo":4253,"sitemap":4254,"source_id":4255,"source_name":4256,"source_type":194,"source_url":4257,"stem":4258,"tags":4259,"thumbnail_url":166,"tldr":4260,"tweet":166,"unknown_tags":4261,"__hash__":4262},"summaries\u002Fsummaries\u002F2362245b3edefabe-chatgpt-writing-workflow-plan-draft-revise-package-summary.md","ChatGPT Writing Workflow: Plan-Draft-Revise-Package",{"provider":7,"model":8,"input_tokens":4081,"output_tokens":4082,"processing_time_ms":4083,"cost_usd":4084},8854,2097,13880,0.0027968,{"type":14,"value":4086,"toc":4231},[4087,4091,4098,4124,4127,4131,4134,4137,4157,4160,4207,4210,4214,4217,4220,4228],[17,4088,4090],{"id":4089},"core-workflow-accelerates-key-writing-bottlenecks","Core Workflow Accelerates Key Writing Bottlenecks",[22,4092,4093,4094,4097],{},"ChatGPT excels at handling time sinks like crafting openers, organizing ideas, and polishing wording, freeing you to focus on strategy. Its universal workflow—",[48,4095,4096],{},"Plan → Draft → Revise → Package","—ensures writing achieves its goal: quick understanding and clear next actions.",[101,4099,4100,4106,4112,4118],{},[45,4101,4102,4105],{},[48,4103,4104],{},"Plan",": Define goal, audience, and 'ask' (e.g., 'What should they do next?').",[45,4107,4108,4111],{},[48,4109,4110],{},"Draft",": Generate a first version from bullets, notes, or facts.",[45,4113,4114,4117],{},[48,4115,4116],{},"Revise",": Tighten clarity, flow, tone, and length (e.g., 'Shorten by 25% and strengthen CTA').",[45,4119,4120,4123],{},[48,4121,4122],{},"Package",": Tailor for format like email (add subject, steps), memo, FAQ, slides, or script.",[22,4125,4126],{},"This adapts one message across audiences—executive summary, team update, customer note—without starting over. Always treat output as a draft: provide context upfront and review for accuracy.",[17,4128,4130],{"id":4129},"prompt-structure-delivers-targeted-outputs","Prompt Structure Delivers Targeted Outputs",[22,4132,4133],{},"Start prompts with 1-2 sentences on assignment (audience + desired action), add raw material (notes, draft, facts), constraints (no jargon, neutral tone, word limits), and format. Specifics yield better results than vague asks.",[22,4135,4136],{},"Examples:",[101,4138,4139,4145,4151],{},[45,4140,4141,4144],{},[48,4142,4143],{},"Follow-up email",": 'Draft from attached meeting notes on product launch timeline. Include subject, summary, next steps with owners.' Produces concise email.",[45,4146,4147,4150],{},[48,4148,4149],{},"Leadership update",": 'Turn rough notes into 1-page summary for seniors: progress, risks, next steps with headings.'",[45,4152,4153,4156],{},[48,4154,4155],{},"Rewrite draft",": 'Shorten attached announcement, remove jargon, make scannable.'",[22,4158,4159],{},"Ready-to-use templates:",[101,4161,4162,4177,4184,4187,4201],{},[45,4163,4164,4165,4168,4169,4172,4173,4176],{},"Launch email: 'Draft for ",[3813,4166,4167],{},"product"," to ",[3813,4170,4171],{},"audience",", under ",[3813,4174,4175],{},"X"," words, subject + 3 benefits + friendly CTA. Tone: confident, helpful.'",[45,4178,4179,4180,4183],{},"Exec summary: '1-page from notes for ",[3813,4181,4182],{},"leaders",": decision, metrics, risks, recommendation.'",[45,4185,4186],{},"Process doc: 'Rewrite with numbered steps, escalation guidance, plain language.'",[45,4188,4189,4190,4192,4193,4196,4197,4200],{},"Follow-up: 'To ",[3813,4191,4171],{}," post-call on ",[3813,4194,4195],{},"topic",": 2-3 points, 2 times, 1 question on ",[3813,4198,4199],{},"item",".'",[45,4202,4203,4204,4206],{},"Newsletter: 'Warm blurb on ",[3813,4205,4195],{},", jargon-free, 3 bullets (happening, why matters, support).'",[22,4208,4209],{},"For complex pieces, request outline first. Reference prompt basics for refinement.",[17,4211,4213],{"id":4212},"constraints-and-iteration-ensure-polish","Constraints and Iteration Ensure Polish",[22,4215,4216],{},"Success hinges on specifics: supply starting material (even rough), set limits (word count, reading level, brand voice), request structure, and give targeted feedback over 'make better.' Ask for changes + rationale to learn. Always verify facts, numbers, policies.",[22,4218,4219],{},"Pro tips:",[101,4221,4222,4225],{},[45,4223,4224],{},"Upload files or connect apps for context.",[45,4226,4227],{},"Build custom 'skills' for consistent style.",[22,4229,4230],{},"This approach cuts blank-page paralysis, handles polish under time pressure, and scales tone\u002Fformat shifts, but demands your oversight on nuance and truth.",{"title":157,"searchDepth":158,"depth":158,"links":4232},[4233,4234,4235],{"id":4089,"depth":158,"text":4090},{"id":4129,"depth":158,"text":4130},{"id":4212,"depth":158,"text":4213},[],{"content_references":4238,"triage":4248},[4239,4242,4245],{"type":172,"title":4240,"url":4241,"context":3845},"prompt engineering basics","https:\u002F\u002Fopenai.com\u002Facademy\u002Fprompting\u002F",{"type":172,"title":4243,"url":4244,"context":176},"working with files","https:\u002F\u002Fopenai.com\u002Facademy\u002Fworking-with-files\u002F",{"type":172,"title":4246,"url":4247,"context":3845},"building a skill","https:\u002F\u002Fopenai.com\u002Facademy\u002Fskills\u002F",{"relevance":3862,"novelty":183,"quality":182,"actionability":3862,"composite":4249,"reasoning":4250},4.35,"Category: AI & LLMs. The article provides a structured workflow for using ChatGPT to enhance writing efficiency, directly addressing the audience's need for practical applications of AI tools. It includes specific steps and examples that can be immediately implemented, making it highly actionable.","\u002Fsummaries\u002F2362245b3edefabe-chatgpt-writing-workflow-plan-draft-revise-package-summary","2026-04-16 03:19:03",{"title":4079,"description":157},{"loc":4251},"2362245b3edefabe","OpenAI News","https:\u002F\u002Fopenai.com\u002Facademy\u002Fwriting","summaries\u002F2362245b3edefabe-chatgpt-writing-workflow-plan-draft-revise-package-summary",[198,199,200],"Speed up workplace writing by feeding ChatGPT your goal, audience, raw notes, and constraints, then iterate through Plan → Draft → Revise → Package to produce clear, audience-adapted drafts you refine.",[200],"gc0HD529JfyVZQ2A7jITSyWm-DCtCLRJ5VPSxa_OMxY"]