[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-09e94e776004a54b-master-restraint-decide-what-not-to-build-summary":3,"summaries-facets-categories":285,"summary-related-09e94e776004a54b-master-restraint-decide-what-not-to-build-summary":3854},{"id":4,"title":5,"ai":6,"body":13,"categories":259,"created_at":261,"date_modified":261,"description":262,"extension":263,"faq":261,"featured":264,"kicker_label":261,"meta":265,"navigation":266,"path":267,"published_at":268,"question":261,"scraped_at":269,"seo":270,"sitemap":271,"source_id":272,"source_name":273,"source_type":274,"source_url":275,"stem":276,"tags":277,"thumbnail_url":261,"tldr":282,"tweet":261,"unknown_tags":283,"__hash__":284},"summaries\u002Fsummaries\u002F09e94e776004a54b-master-restraint-decide-what-not-to-build-summary.md","Master Restraint: Decide What NOT to Build",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8320,2153,21660,0.002718,{"type":14,"value":15,"toc":247},"minimark",[16,21,25,32,35,38,42,45,67,70,76,81,84,88,91,96,99,116,122,126,129,140,143,148,152,155,193,199,205,208,214,218],[17,18,20],"h2",{"id":19},"speed-without-restraint-bloats-products","Speed Without Restraint Bloats Products",[22,23,24],"p",{},"AI flips workflows: building now takes 20% of time, planning 80%. But planning shifted from 'how to build' to 'should we build?' Without scarcity, builders ship everything possible, drowning products in features. Enterprise demands on a focused client portal (file sharing\u002Fapprovals) tempt adding invoicing\u002Ftime-tracking—each buildable in a weekend. Result: Onboarding swells, support shifts to unrelated issues, original users feel alienated as invoicing seekers dilute focus.",[22,26,27,31],{},[28,29,30],"strong",{},"Quote:"," \"Restraint is about choosing focus over capability. The discipline to say, 'We could build this, but it doesn't belong here.'\"",[22,33,34],{},"Instead, integrate via APIs or agent skills (e.g., pre-built invoicing agent). This serves needs without bloating core identity. Restraint applies equally to internal tools: Avoid monoliths for content ops (news monitoring, drafting, visuals, publishing). Break into purpose-built micro-tools connected by agents—easier to maintain as processes evolve.",[22,36,37],{},"Agents excel with focused systems; monoliths brittle under change. Common mistake: Overbuilding from unchecked capability, leading to maintenance hell.",[17,39,41],{"id":40},"spec-driven-development-plan-mode-as-industry-standard","Spec-Driven Development: Plan Mode as Industry Standard",[22,43,44],{},"By 2026, tools enforce planning first. Claude Code, Cursor, Codeex (all use Shift-Tab for plan mode) converge on spec-driven workflows. Feed a PRD (overview, problem, target customer, user flow, in\u002Fout scope, tech context) into plan mode:",[46,47,48,55,61],"ul",{},[49,50,51,54],"li",{},[28,52,53],{},"Claude Code:"," Auto-enters plan mode on PRD paste; asks clarifying questions, generates technical schematics\u002Fto-dos. Auto-accept edits to build.",[49,56,57,60],{},[28,58,59],{},"Cursor:"," Pastes full PRD (no compaction); spawns sub-agents, iterative questions (even on auto-model). Outputs architecture diagrams, data flows, tracked to-dos.",[49,62,63,66],{},[28,64,65],{},"Codeex:"," Text-based technical plan post-questions; simple 'implement' step.",[22,68,69],{},"All track progress autonomously. Nimbleist differentiates: Visual workspace with Markdown mockups, Excalidraw\u002FMermaid diagrams, data models alongside agent sessions. Tasks auto-update; local Markdown storage (Git-friendly, no lock-in). Spot scope creep visually before coding.",[22,71,72,75],{},[28,73,74],{},"Before\u002Fafter:"," Raw PRD → Tool-specific implementation plan (technical breakdown, risks clarified). Quality criteria: Clarifying questions ensure alignment; diagrams reveal gaps.",[22,77,78,80],{},[28,79,30],{}," \"Plan first, then build. Cloud code, cursor, codecs, planning is now a first class feature in all of them... spec-driven development has become the industry standard.\"",[22,82,83],{},"Pitfall: Jumping to plan mode without strategic vetting builds polished junk.",[17,85,87],{"id":86},"pre-planning-framework-shape-ideas-into-scoped-prds","Pre-Planning Framework: Shape Ideas into Scoped PRDs",[22,89,90],{},"Before coding tools, run a Claude (or LLM) conversation as strategic partner. Solo: You + AI. Team: Independent runs, then align on convergence\u002Fdivergence.",[92,93,95],"h3",{"id":94},"step-1-brain-dump-raw-idea-voice-dictation-recommended","Step 1: Brain Dump Raw Idea (Voice Dictation Recommended)",[22,97,98],{},"Use tools like MacOS Whisper Flow. Cover:",[46,100,101,104,107,110,113],{},[49,102,103],{},"Feature\u002Ftool description.",[49,105,106],{},"Primary customer (traction sources; self for internal).",[49,108,109],{},"Core problem (job-to-be-done: e.g., \"Agencies share deliverables\u002Fget approvals without email chaos\").",[49,111,112],{},"Existing solutions\u002Fgaps.",[49,114,115],{},"User feedback\u002Fquotes\u002Ffrustrations (use verbatim for authenticity).",[22,117,118,121],{},[28,119,120],{},"Quality check:"," More customer words = better AI probing.",[92,123,125],{"id":124},"step-2-prompt-claude-as-thought-partner","Step 2: Prompt Claude as Thought Partner",[22,127,128],{},"Template:",[130,131,136],"pre",{"className":132,"code":134,"language":135},[133],"language-text","I'm considering building [description]. Primary customer: [who]. Core problem: [job-to-be-done]. Existing: [gaps]. Feedback: [quotes].\n\nAct as strategic thought partner. Ask clarifying questions on purpose, vision, focus, problem. Be constructive: Challenge assumptions, surface trade-offs, spot scope creep risks. Conversation first—no rushed specs\u002Fsolutions.\n","text",[137,138,134],"code",{"__ignoreMap":139},"",[22,141,142],{},"Let LLM generate questions (don't prescribe list—leverages reasoning). Back-and-forth uncovers blind spots.",[22,144,145,147],{},[28,146,30],{}," \"Before I open plan mode in any tool, I run a conversation that determines whether I should be planning this thing at all. So this is the step that most builders and most teams are skipping and it's where restraint actually happens.\"",[92,149,151],{"id":150},"step-3-direct-to-prd-output","Step 3: Direct to PRD Output",[22,153,154],{},"After 3-5 rounds, steer to PRD:",[46,156,157,163,169,175,181,187],{},[49,158,159,162],{},[28,160,161],{},"Overview:"," One-paragraph pitch.",[49,164,165,168],{},[28,166,167],{},"Problem:"," Precise job-to-be-done.",[49,170,171,174],{},[28,172,173],{},"Target Customer:"," Who fits perfectly (exclude others).",[49,176,177,180],{},[28,178,179],{},"Core User Flow:"," Step-by-step (diagrams if visual).",[49,182,183,186],{},[28,184,185],{},"In\u002FOut of Scope:"," Restraint muscle—list exclusions explicitly.",[49,188,189,192],{},[28,190,191],{},"Technical Context:"," High-level (e.g., stack, integrations).",[22,194,195,198],{},[28,196,197],{},"Example evolution:"," Client portal raw idea → Clarified (agencies only, no PM\u002Finvoicing) → Scoped PRD → Plan mode.",[22,200,201,204],{},[28,202,203],{},"Trade-offs:"," Time upfront saves rework; critical for solos blurring builder\u002FPM roles. Prerequisites: Basic PM concepts (job-to-be-done); comfortable prompting.",[22,206,207],{},"Fits broader workflow: Idea → Pre-plan (restraint) → PRD → Plan mode → Build.",[22,209,210,213],{},[28,211,212],{},"Exercise:"," Voice-dump next idea; run framework independently if team. Compare PRDs before\u002Fafter: Bloat reduced?",[17,215,217],{"id":216},"key-takeaways","Key Takeaways",[46,219,220,223,226,229,232,235,238,241,244],{},[49,221,222],{},"Always ask 'should we?' before 'how?': Use restraint to protect product identity.",[49,224,225],{},"Build micro-tools + agent connections over monoliths for ops.",[49,227,228],{},"Shift-Tab into plan mode in Claude Code\u002FCursor\u002FCodeex after PRD.",[49,230,231],{},"Brain-dump with customer quotes; prompt LLM to challenge assumptions\u002Fscope creep.",[49,233,234],{},"Output scoped PRD: Explicit in\u002Fout scope prevents feature bloat.",[49,236,237],{},"Visual tools like Nimbleist catch issues early via diagrams.",[49,239,240],{},"Run pre-planning solo\u002Fteam; align on divergences for strategy.",[49,242,243],{},"Voice dictation accelerates dumps; verbatim feedback grounds prompts.",[49,245,246],{},"Practice: Shape one raw idea to PRD this week—feed to tool, build only if passes restraint.",{"title":139,"searchDepth":248,"depth":248,"links":249},2,[250,251,252,258],{"id":19,"depth":248,"text":20},{"id":40,"depth":248,"text":41},{"id":86,"depth":248,"text":87,"children":253},[254,256,257],{"id":94,"depth":255,"text":95},3,{"id":124,"depth":255,"text":125},{"id":150,"depth":255,"text":151},{"id":216,"depth":248,"text":217},[260],"Product Strategy",null,"AI can build anything now. The harder question is what deserves to be built. I break down why restraint is the most important skill in AI-first development, then give you a concrete framework for practicing it.\n\nI'll give you a pre-planning prompt template and demo how to use plan mode demos across all popular tools, plus a look at how I architect my own operations using focused tools connected by agent skills.\n\n👇 **Check out Nimbalyst**\nUse Nimbalyst for free - The visual workspace for building with Codex and Claude Code. https:\u002F\u002Fnimbalyst.com\n\n👇 **Your Builder Briefing (free)**\nhttps:\u002F\u002Fbuildermethods.com - Your free, 5-minute read to keep up with the latest tools & workflows for building with AI.\n\n👇 **Join Builder Methods Pro**\nhttps:\u002F\u002Fbuildermethods.com\u002Fpro - The membership for pros building with AI.  Courses.  Workshops.  Private community.  Video training library.\n\n👇 **Try my tools** (free open source):\nhttps:\u002F\u002Fbuildermethods.com\u002Fagent-os\nhttps:\u002F\u002Fbuildermethods.com\u002Fdesign-os\n\n▶️ Related videos:\nMaster these skills to gain an UNFAIR advantage: https:\u002F\u002Fyoutu.be\u002F7JBuA1GHAjQ\n\n💬 Drop a comment with your questions and requests for upcoming videos!\n\nChapters:\n\n00:00 Building software in 2026\n01:12  The new craft.\n02:05  Product-market-fit\n03:09 Internal-tool building.\n04:14 Spec-driven development\n12:07 Nimbalyst\n14:04 Shape before plan","md",false,{},true,"\u002Fsummaries\u002F09e94e776004a54b-master-restraint-decide-what-not-to-build-summary","2026-03-31 12:01:03","2026-04-03 21:22:23",{"title":5,"description":262},{"loc":267},"09e94e776004a54b","Brian Casel","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=s_YTsqTLRxw","summaries\u002F09e94e776004a54b-master-restraint-decide-what-not-to-build-summary",[278,279,280,281],"product-strategy","ai-tools","prompt-engineering","dev-productivity","AI speeds execution, but restraint—deciding 'should we build this?'—prevents scope creep. Use a pre-planning framework to shape raw ideas into scoped PRDs before spec-driven tools like Cursor or Claude 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Audit Catches AI's 'Almost Right' Errors",{"provider":7,"model":8,"input_tokens":3859,"output_tokens":3860,"processing_time_ms":3861,"cost_usd":3862},6946,1940,20110,0.0023367,{"type":14,"value":3864,"toc":3907},[3865,3869,3872,3875,3879,3882,3886,3892,3898,3904],[17,3866,3868],{"id":3867},"reserve-audits-for-10-high-stakes-tasks-only","Reserve Audits for 10% High-Stakes Tasks Only",[22,3870,3871],{},"AI outputs that are completely wrong are easy to spot, but 'almost right' ones—clean writing, mostly correct facts, subtle misrepresentations—are dangerous because they mislead in high-impact scenarios like contract reviews, due diligence on vendors\u002Fcompanies, or proposal comparisons with financial, legal, or brand risks. Skip this process for 90% of low-stakes uses to avoid wasting time; apply it only when stakes justify the effort, as simply asking 'Are you sure?' fails to catch hidden errors.",[22,3873,3874],{},"Use different AI models per step (e.g., Claude 3 Opus for creation\u002Frewrite, GPT-4o\u002FGPT-4.5 for splitting, Gemini 1.5 Pro for checking) in fresh conversations to minimize bias leakage and leverage each model's strengths\u002Fweaknesses for better error detection in extreme cases.",[17,3876,3878],{"id":3877},"step-1-finish-the-output-before-auditing","Step 1: Finish the Output Before Auditing",[22,3880,3881],{},"Create your AI-generated artifact (document, Excel, PowerPoint) through iteration until satisfied and ready to ship. Pause here: if high-stakes, proceed to audit; otherwise, send it. This ensures you're auditing a polished version without premature over-analysis.",[17,3883,3885],{"id":3884},"steps-2-4-split-claims-validate-and-rewrite","Steps 2-4: Split Claims, Validate, and Rewrite",[22,3887,3888,3891],{},[28,3889,3890],{},"Step 2 - Split Claims:"," In a new high-end model chat (e.g., Claude 3 Opus\u002FGPT-4.5), paste this prompt: \"Break this write-up into small factual claims (one checkable fact each). List only factual claims from advice\u002Ftone\u002Fwording. Output table: Claim # | Exact Claim | Source Proving It.\" Attach\u002Fpaste the finished output. Result: table of all claims with cited sources, exposing unproven assertions.",[22,3893,3894,3897],{},[28,3895,3896],{},"Step 3 - Validate Claims:"," New chat, same high-end model. Paste prompt: \"Check claims against provided source material only (treat as full evidence). Use 4 labels: 1) Supported (source proves it, action: keep); 2) Conflicts (directly opposes source, action: replace with source); 3) No Proof (source lacks it, action: remove\u002Fsoften); 4) Needs Human Judgment (prediction\u002Fcontext beyond source, action: human review). Output per claim: Label | Exact Source Quote | 1-Sentence Reason.\" Attach claims table + source. Result: audit report flags issues like overreaching (e.g., assuming enterprise customers drove 18% revenue growth without proof) or conflicts (e.g., claiming sales efficiency improved when source says opposite).",[22,3899,3900,3903],{},[28,3901,3902],{},"Step 4 - Rewrite with Fixes:"," New chat. Paste prompt: \"Rewrite original write-up using audit below. Base only on original + audit (no external knowledge\u002Finternet). Keep structure\u002Fstyle. Rules: Supported=keep; Conflicts=use source facts; No Proof=remove\u002Fsoften; Needs Human=leave uncertain for review.\" Attach original + audit. Outcome: accurate version, e.g., changes 'revenue grew 18% driven by enterprise customers, sales more efficient' to 'revenue grew 18% (reason uncertain), sales efficiency declined per source.'",[22,3905,3906],{},"This chain catches plausible errors only domain experts or this process would spot, ensuring outputs match sources precisely.",{"title":139,"searchDepth":248,"depth":248,"links":3908},[3909,3910,3911],{"id":3867,"depth":248,"text":3868},{"id":3877,"depth":248,"text":3878},{"id":3884,"depth":248,"text":3885},[],{"content_references":3914,"triage":3920},[3915],{"type":3916,"title":3917,"url":3918,"context":3919},"other","The Most Dangerous AI Answer Is the One That's Almost Right (Presentation with prompts)","https:\u002F\u002Fd-squared70.github.io\u002FThe-Most-Dangerous-AI-Answer-Is-the-One-That-s-Almost-Right\u002F","mentioned",{"relevance":3921,"novelty":3922,"quality":3922,"actionability":3921,"composite":3923,"reasoning":3924},5,4,4.55,"Category: AI & LLMs. The article provides a practical framework for auditing AI outputs, specifically addressing high-stakes scenarios, which is a critical concern for the target audience. It outlines a clear, actionable 4-step process that developers can implement immediately to improve the reliability of AI-generated content.","\u002Fsummaries\u002Fbd814ed08d258184-4-step-audit-catches-ai-s-almost-right-errors-summary","2026-05-09 18:00:46","2026-05-10 15:10:04",{"title":3857,"description":139},{"loc":3925},"c73c8b36026ee106","Dylan Davis","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=n9rNzM-I82U","summaries\u002Fbd814ed08d258184-4-step-audit-catches-ai-s-almost-right-errors-summary",[280,279,281],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fn9rNzM-I82U\u002Fhqdefault.jpg","For high-stakes AI outputs (financial\u002Flegal), finish your artifact, then in fresh chats: split into factual claims, validate against source with 4 labels (supported\u002Fconflicts\u002Fno proof\u002Fneeds human), and rewrite fixes subtle lies that sound plausible.","Outlines a four-step AI workflow to catch subtle errors in high-stakes outputs like contracts or due diligence: finish the draft, extract claims into a table, validate against sources (supported\u002Fconflicts\u002Fno proof\u002Fneeds human judgment), rewrite. Copy-paste prompts are in the [presentation](https:\u002F\u002Fd-squared70.github.io\u002FThe-Most-Dangerous-AI-Answer-Is-the-One-That-s-Almost-Right\u002F).",[281],"8xNvo8_vdcfYbwyoeRNJSEqGUqvxXX9CslMZUpdfVxc",{"id":3941,"title":3942,"ai":3943,"body":3948,"categories":4106,"created_at":261,"date_modified":261,"description":139,"extension":263,"faq":261,"featured":264,"kicker_label":261,"meta":4107,"navigation":266,"path":4141,"published_at":4142,"question":261,"scraped_at":4143,"seo":4144,"sitemap":4145,"source_id":4146,"source_name":4147,"source_type":4148,"source_url":4149,"stem":4150,"tags":4151,"thumbnail_url":261,"tldr":4152,"tweet":261,"unknown_tags":4153,"__hash__":4154},"summaries\u002Fsummaries\u002F7db846cc30c3f06d-root-file-unifies-ai-thinking-across-contexts-summary.md","Root File Unifies AI Thinking Across Contexts",{"provider":7,"model":8,"input_tokens":3944,"output_tokens":3945,"processing_time_ms":3946,"cost_usd":3947},7960,2225,23183,0.00219765,{"type":14,"value":3949,"toc":4101},[3950,3954,3965,3969,3972,3995,3998,4062,4065,4069,4072,4098],[17,3951,3953],{"id":3952},"roots-vs-branches-core-principles-persist-across-domains","Roots vs Branches: Core Principles Persist Across Domains",[22,3955,3956,3957,3960,3961,3964],{},"Multi-domain creators (newsletters, client work, products, social) pay an 'identity tax' each time they start a new AI chat, reconstructing their thinking from scratch across separate Claude Projects. This fragments cognition: AI treats one mind as multiple personas, leading to inconsistent outputs that erode personal brand coherence. The fix distinguishes ",[28,3958,3959],{},"roots"," (stable psychological principles, philosophical defaults, aesthetic commitments true everywhere) from ",[28,3962,3963],{},"branches"," (tone, audience assumptions, pacing that adapt per context). Example: \"Prioritize clarity over comprehensiveness\" is a root manifesting as conversational LinkedIn posts, researched newsletters, or detailed specs. Rebuilding branches per project wastes time; inheriting roots once eliminates context-switching costs, backed by research showing task-switching reduces productivity (cited PMC study). Readers sense this inconsistency online when AI defaults to averages without your encoded principles.",[17,3966,3968],{"id":3967},"build-a-root-file-in-20-minutes-for-instant-inheritance","Build a Root File in 20 Minutes for Instant Inheritance",[22,3970,3971],{},"Create a Markdown root file (300 words max) as the first layer in every Claude Project, skill, or agent. Paste it to load your universals: AI instantly knows how you reason, cutting clarifying questions and rephrasing. It saves calibration time, not tokens, by aligning AI to your defaults from the start. Distinctions:",[46,3973,3974,3989],{},[49,3975,3976,3979,3980,3984,3985,3988],{},[28,3977,3978],{},"Vs. voice profile",": Root captures ",[3981,3982,3983],"em",{},"how you think"," (decisions before style); voice handles ",[3981,3986,3987],{},"how you write",".",[49,3990,3991,3994],{},[28,3992,3993],{},"Vs. context document",": Root is prescriptive (\"how to decide ambiguities\"); context is descriptive (audience, goals).",[22,3996,3997],{},"To build: Pull writing from three different domains (e.g., newsletter + client email + product copy). Use the provided 4-phase prompt for extraction:",[3999,4000,4001,4007,4013,4019],"ol",{},[49,4002,4003,4006],{},[28,4004,4005],{},"Pattern extraction"," (private): Spot recurring structures, commitments, aesthetics, reader outcomes.",[49,4008,4009,4012],{},[28,4010,4011],{},"Interview"," (6 targeted questions): Confirm deliberate patterns, costs of commitments, non-negotiables.",[49,4014,4015,4018],{},[28,4016,4017],{},"Pressure-test",": Verify each principle appears everywhere (with maintenance cost) vs. adaptive branches.",[49,4020,4021,4024,4025],{},[28,4022,4023],{},"Output structure",":\n",[46,4026,4027,4038,4044,4050,4056],{},[49,4028,4029],{},[4030,4031,4033,4037],"h1",{"id":4032},"names-root-file",[4034,4035,4036],"span",{},"Name","'s Root File",[49,4039,4040],{},[17,4041,4043],{"id":4042},"what-this-file-is-inheritance-explanation","What this file is (inheritance explanation)",[49,4045,4046],{},[17,4047,4049],{"id":4048},"the-roots-max-5-name-declarative-principle-cost-success-indicator","The roots (max 5: name + declarative principle + cost + success indicator)",[49,4051,4052],{},[17,4053,4055],{"id":4054},"what-changes-by-context-branches","What changes by context (branches)",[49,4057,4058],{},[17,4059,4061],{"id":4060},"how-to-use-inherit-silently-flag-drifts","How to use (inherit silently, flag drifts)",[22,4063,4064],{},"Declarative only, no hedging; fits one screen.",[17,4066,4068],{"id":4067},"authors-four-roots-power-consistent-outputs","Author's Four Roots Power Consistent Outputs",[22,4070,4071],{},"Analyzing newsletter, notes, product copy, LinkedIn revealed these universals, now loaded in every project:",[3999,4073,4074,4080,4086,4092],{},[49,4075,4076,4079],{},[28,4077,4078],{},"Strategy before execution",": Diagnose thinking problems first; costs speed but yields better workflows.",[49,4081,4082,4085],{},[28,4083,4084],{},"Blueprints over fish",": Deliver frameworks that generate context-specific answers; trades quick fixes for adaptability.",[49,4087,4088,4091],{},[28,4089,4090],{},"Intellectual respect as default",": Assume reader smarts, explain machinery; narrows audience but builds loyalty.",[49,4093,4094,4097],{},[28,4095,4096],{},"Taste as non-negotiable filter",": Applies uniform bar, adapts expression; refuses mediocrity despite platform pressures.",[22,4099,4100],{},"Result: One-time write, zero re-explanation. Monday switches (newsletter → client → roadmap) pay tax once upfront. Extends prior work like Dexter Protocol (modular files), Cleopatra Treaty (AI partnership), Crossword Method (central constraints). Download ready prompt from RobotsOS.",{"title":139,"searchDepth":248,"depth":248,"links":4102},[4103,4104,4105],{"id":3952,"depth":248,"text":3953},{"id":3967,"depth":248,"text":3968},{"id":4067,"depth":248,"text":4068},[294],{"content_references":4108,"triage":4138},[4109,4112,4117,4120,4123,4126,4130,4135],{"type":3916,"title":4110,"url":4111,"context":3919},"TomTato","https:\u002F\u002Fblog.thompson-morgan.com\u002Ftomtato-harvest-potatoes-and-tomatoes-from-the-same-plant\u002F",{"type":3916,"title":4113,"author":4114,"url":4115,"context":4116},"three Claude Projects for three thinking modes","Mia Kiraki","https:\u002F\u002Frobotsatemyhomework.substack.com\u002Fp\u002Fthree-claude-projects-thinking-modes","cited",{"type":3916,"title":4118,"author":4114,"url":4119,"context":4116},"Dexter Protocol","https:\u002F\u002Frobotsatemyhomework.substack.com\u002Fp\u002Fcontext-engineering-guide",{"type":3916,"title":4121,"author":4114,"url":4122,"context":4116},"The Cleopatra Treaty","https:\u002F\u002Frobotsatemyhomework.substack.com\u002Fp\u002Fbehavioral-engineering-ai-partnership",{"type":3916,"title":4124,"author":4114,"url":4125,"context":3919},"Crossword Method","https:\u002F\u002Frobotsatemyhomework.substack.com\u002Fp\u002Fi-created-a-crossword-to-redesign",{"type":4127,"title":4128,"url":4129,"context":4116},"paper","Context-switching is expensive","https:\u002F\u002Fpmc.ncbi.nlm.nih.gov\u002Farticles\u002FPMC10140903\u002F",{"type":4131,"title":4132,"url":4133,"context":4134},"tool","Voice Profile Builder","https:\u002F\u002Frobotsatemyhomework.com\u002Frobotsos\u002Fskills\u002Fvoice-profile-builder","recommended",{"type":4131,"title":4136,"url":4137,"context":4134},"RobotsOS","https:\u002F\u002Frobotsatemyhomework.com\u002Frobotsos\u002Fplaybooks\u002Froot-file-builder",{"relevance":3922,"novelty":255,"quality":3922,"actionability":3922,"composite":4139,"reasoning":4140},3.8,"Category: AI & LLMs. The article provides a practical framework for creating a 'root file' to streamline AI interactions, addressing the pain point of context-switching for multi-domain creators. It offers a specific method for building this file, which can be directly applied to enhance productivity in AI projects.","\u002Fsummaries\u002F7db846cc30c3f06d-root-file-unifies-ai-thinking-across-contexts-summary","2026-04-29 12:28:23","2026-05-03 17:01:23",{"title":3942,"description":139},{"loc":4141},"7db846cc30c3f06d","Robots Ate My Homework","article","https:\u002F\u002Frobotsatemyhomework.substack.com\u002Fp\u002Fai-root-file-context-switching","summaries\u002F7db846cc30c3f06d-root-file-unifies-ai-thinking-across-contexts-summary",[280,279,281],"Capture your core cognitive principles in a single .md root file (\u003C300 words) and paste it into every AI project to eliminate the 'identity tax' of rebuilding your thinking for each domain, ensuring consistent reasoning from newsletters to product specs.",[281],"3OGktm_VwIh_V9k4hYtu-N04EIv1G7u4FblGoqoenE8",{"id":4156,"title":4157,"ai":4158,"body":4163,"categories":4194,"created_at":261,"date_modified":261,"description":139,"extension":263,"faq":261,"featured":264,"kicker_label":261,"meta":4195,"navigation":266,"path":4196,"published_at":4197,"question":261,"scraped_at":261,"seo":4198,"sitemap":4199,"source_id":4200,"source_name":4201,"source_type":4148,"source_url":4202,"stem":4203,"tags":4204,"thumbnail_url":261,"tldr":4205,"tweet":261,"unknown_tags":4206,"__hash__":4207},"summaries\u002Fsummaries\u002Fescape-ai-tool-anxiety-with-eudaimonia-stack-summary.md","Escape AI Tool Anxiety with Eudaimonia Stack",{"provider":7,"model":8,"input_tokens":4159,"output_tokens":4160,"processing_time_ms":4161,"cost_usd":4162},5348,1198,10669,0.00164595,{"type":14,"value":4164,"toc":4189},[4165,4169,4172,4175,4179,4182,4186],[17,4166,4168],{"id":4167},"tool-chasing-traps-slow-you-down","Tool-Chasing Traps Slow You Down",[22,4170,4171],{},"AI's exploding options trigger decision fatigue: infinite tools mean fear of picking the wrong one, disguised as ambition. This leads high performers to repetitive tasks or overwhelm, trading high-impact work for noise. Chasing speed via more tabs and hacks fails because 'fast eats slow' rewards throughput, not tool knowledge. Result: frantic builders drown in unbounded optimization, as XKCD illustrates—automation rarely eliminates the original task, just adds maintenance.",[22,4173,4174],{},"XKCD's optimization table sets a clear rule: only automate if time saved (frequency × duration) exceeds setup cost. For a daily 5-minute task, cap setup at 25 hours; beyond that, ship messy and iterate later. This permission slip prevents spiraling: shave 1 minute daily, reclaim a full day yearly through compounding.",[17,4176,4178],{"id":4177},"anchor-on-outcomes-for-stable-speed","Anchor on Outcomes for Stable Speed",[22,4180,4181],{},"Define a North Star outcome like 'ship 1 prototype weekly,' 'automate 1 workflow monthly,' or 'turn work into reusable assets.' Stable goals let tools evolve without derailing you. Momentum beats mastery—replace 'keep up' with one concrete weekly ship: a tiny agent, Claude Code prototype, evaluation harness, or personal automation. This builds reliable ambiguity-to-artifact pipelines, turning frantic energy into calm capability.",[17,4183,4185],{"id":4184},"eudaimonia-stack-toolchains-over-collections","Eudaimonia Stack: Toolchains Over Collections",[22,4187,4188],{},"Craft repeatable toolchains reducing idea-to-prototype friction, minimizing decisions. Set hard XKCD budgets: if not worth it, ship imperfect. Protect identity—don't become a 'tool person'; become one who converts ambiguity to decisions. This aligns with eudaimonia: building with purpose compounds capability and calm. Evidence: 13k signed up for OpenClaw workshop; masterclass ships Mac minis to every student for hands-on leverage, proving demand for systems over tips.",{"title":139,"searchDepth":248,"depth":248,"links":4190},[4191,4192,4193],{"id":4167,"depth":248,"text":4168},{"id":4177,"depth":248,"text":4178},{"id":4184,"depth":248,"text":4185},[288],{},"\u002Fsummaries\u002Fescape-ai-tool-anxiety-with-eudaimonia-stack-summary","2026-04-08 21:21:17",{"title":4157,"description":139},{"loc":4196},"05d6ac8505c9d278","AI Product Academy","https:\u002F\u002Funknown","summaries\u002Fescape-ai-tool-anxiety-with-eudaimonia-stack-summary",[279,278,281],"Chasing AI tools creates noise, not speed—anchor on North Star outcomes, toolchains, XKCD budgets, and weekly ships for calm, compounding throughput.",[281],"LScDa94VKuPh8fHsQ_OwZxr1LHQMCyTP1zho4lWVBus",{"id":4209,"title":4210,"ai":4211,"body":4216,"categories":4256,"created_at":261,"date_modified":261,"description":4257,"extension":263,"faq":261,"featured":264,"kicker_label":261,"meta":4258,"navigation":266,"path":4259,"published_at":4260,"question":261,"scraped_at":4261,"seo":4262,"sitemap":4263,"source_id":4264,"source_name":4265,"source_type":274,"source_url":4266,"stem":4267,"tags":4268,"thumbnail_url":261,"tldr":4269,"tweet":261,"unknown_tags":4270,"__hash__":4271},"summaries\u002Fsummaries\u002F74b1199b70221af9-wispr-flow-4-6x-faster-claude-code-via-dictation-summary.md","Wispr Flow: 4-6x Faster Claude Code via Dictation",{"provider":7,"model":8,"input_tokens":4212,"output_tokens":4213,"processing_time_ms":4214,"cost_usd":4215},5510,1328,14122,0.00129875,{"type":14,"value":4217,"toc":4251},[4218,4222,4225,4228,4232,4235,4238,4242,4245,4248],[17,4219,4221],{"id":4220},"dictation-delivers-detailed-prompts-for-first-try-claude-code-success","Dictation Delivers Detailed Prompts for First-Try Claude Code Success",[22,4223,4224],{},"Replace typing's 20-25 words per minute with Wispr Flow's 150 wpm dictation to craft nuanced prompts that capture full intent without simplification. For a login page, dictate: \"Build with email\u002Fpassword fields, validation errors below each, forgot password modal, Google\u002FGitHub OAuth buttons, Tailwind-responsive design, and submit loading states.\" This 15-second speech yields a complete component on Claude Code's first generation, avoiding 20 minutes of lazy-prompt follow-ups. Detailed input reduces iteration because Claude builds exactly what's specified—email validation, modals, OAuth, responsiveness—in one shot, saving output time too.",[22,4226,4227],{},"Follow-ups benefit equally: Dictate corrections like \"Button mismatches design system—use Tailwind primary blue, add 10% darker hover, fix form field vertical padding\" in 10 seconds for instant multi-change application, versus fragmented typed instructions.",[17,4229,4231],{"id":4230},"claudemd-and-documentation-accelerate-via-natural-speech","CLAUDE.md and Documentation Accelerate via Natural Speech",[22,4233,4234],{},"Document projects comprehensively by dictating CLAUDE.md files, which sub-agents inherit for codebase awareness. Speak: \"Next.js app router, TypeScript everywhere, app\u002Fapi routes, Prisma\u002FPostgreSQL DB, Tailwind custom config, Vitest in tests folder, default server components.\" Finish in minutes what typing skips due to tedium, including forgotten details like conventions and deployment. Strong CLAUDE.md prevents agents from flying blind, ensuring consistent outputs across tasks, teams, and parallel execution.",[22,4236,4237],{},"Extend to commit messages\u002FPRs: Dictate \"Refactored auth middleware for JWT\u002Fsession support, added login rate limiting, updated Vitest for OAuth flow\" in 5 seconds per commit. Over dozens daily, this scales savings without sacrificing clarity for teams or open source.",[17,4239,4241],{"id":4240},"developer-features-minimize-editing-and-adapt-to-coding-contexts","Developer Features Minimize Editing and Adapt to Coding Contexts",[22,4243,4244],{},"Wispr Flow activates via hotkey in terminals, VS Code, browsers, Slack—any typing app—with real-time transcription stripping filler (ums), adding punctuation\u002Fformatting. Post-use, it learns vocab: Prisma, Vitest, TypeScript, Supabase spell correctly after days, unlike generic tools.",[22,4246,4247],{},"Whisper mode captures speech in coffee shops\u002Fshared offices without disturbance. Mid-sentence fixes (\"add POST endpoint—actually PUT\") output only finals, eliminating backspace. Cross-device Mac sync maintains consistent hotkeys\u002Fsettings.",[22,4249,4250],{},"Free tier: 2,000 words\u002Fweek suffices for trials; Pro unlimited via promo (AICodeKING link) adds one free month. No integrations needed—install and dictate instantly, making typed AI coding obsolete for prompt-heavy flows.",{"title":139,"searchDepth":248,"depth":248,"links":4252},[4253,4254,4255],{"id":4220,"depth":248,"text":4221},{"id":4230,"depth":248,"text":4231},{"id":4240,"depth":248,"text":4241},[288],"Download Wispr Flow by using my link with promo code AICODEKING for an extra month of Wispr Flow Pro today: https:\u002F\u002Fref.wisprflow.ai\u002FAICodeKing\n\nThanks to Wispr Flow for sponsoring! I've been using Wispr Flow, a voice-to-text tool that actually cleans up what I say as I speak, and it is a game-changer and much faster and smarter than native or built-in voice input! \n\nIn this video, I'll be telling you about Wispr Flow, an AI-powered speech-to-text tool, and how it can massively speed up your Claude Code workflow by letting you dictate detailed prompts instead of typing them out.\n\n--\nKey Takeaways:\n\n🎙️ Wispr Flow turns your speech into clean, polished text in any app, including your terminal, VS Code, Slack, and browser.\n⚡ Dictating at 150 words per minute is 4 to 6 times faster than typing, leading to a massive overall speed boost.\n📝 Better prompts from voice dictation means Claude Code gets it right on the first try, reducing back-and-forth.\n🧠 Wispr Flow learns your technical vocabulary, correctly spelling terms like Prisma, Vitest, and TypeScript.\n🤫 It even works when you whisper, making it perfect for shared offices or coffee shops.\n📄 Writing CLAUDE.md files and documentation becomes effortless when you can just talk through your project.\n✅ Wispr Flow handles mid-sentence corrections naturally, only outputting your final intended version.",{},"\u002Fsummaries\u002F74b1199b70221af9-wispr-flow-4-6x-faster-claude-code-via-dictation-summary","2026-03-12 08:58:34","2026-04-04 23:37:15",{"title":4210,"description":4257},{"loc":4259},"74b1199b70221af9","AICodeKing","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=oIRkmf89URo","summaries\u002F74b1199b70221af9-wispr-flow-4-6x-faster-claude-code-via-dictation-summary",[279,280,281],"Dictate detailed Claude Code prompts at 150 wpm with Wispr Flow—4-6x faster than typing 20-25 wpm—delivering precise first-try results that cut follow-ups and compound to 20x workflow speed.",[281],"0RWbnEk9D0aH-132G8Otx5rAEGOXc6FjI445aFFn44M"]