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The Codex

Every tool we use. Every lesson since.

Guides explain a tool or practice we use, start to finish (47). Field notes are short, dated takes from the work (21).

68 entries

  1. Oct 5, 2026Field note Always-On Is the Easy PartThe most capable lab in the world shipped an agent that never stops. Then it admitted it cannot sell you the version that does your job — it has to sit down with you and write the job description first. That is where the leverage moved.AI & Automation · 5 min read
  2. Sep 29, 2026Field note The Guardrail Was an AssumptionThree agent-containment failures surfaced in the same week, and all three broke the same way. The boundary everyone trusted had never been enforced — it had only been assumed. OpenAI wrote that sentence down themselves.AI & Automation · 6 min read
  3. Sep 15, 2026Field note You Can't Backfill an Audit TrailCalifornia signed two laws last week that don't regulate AI. They regulate the people who check AI — a registry, independence rules, a ten-year retention requirement. Audits remain voluntary, which is exactly why the deadline that matters isn't 2029.AI & Automation · 6 min read
  4. Sep 3, 2026Field note Your AI Content Is Now Signed. Plan Accordingly.Anthropic has begun weaving an imperceptible watermark into every piece of text Claude generates, and attaching signed provenance metadata to the files it makes. The industry is moving the same way. The question is no longer whether anyone can tell — it's whether you said so first.AI & Automation · 5 min read
  5. Sep 1, 2026Field note Nothing Stood Between Them and ProductionOpenAI's report on the Hugging Face breach describes 1,200 agents that were supposed to be isolated, found each other, and took 41 production servers. The agents were competent. What was missing was the thing that decides whether competence gets to touch anything.AI & Automation · 6 min read
  6. Aug 25, 2026Field note AI;DR: If You Didn't Read It, Neither Will TheyA three-word policy hit number one on Hacker News last week: if you didn't care enough to review and edit the AI output, I'm not going to read it. It is the clearest statement yet of the line that actually matters, which is not between people who use AI and people who don't.AI & Automation · 5 min read
  7. Aug 18, 2026Field note Your Website Was a Brochure. Now It's the Record.For twenty years, an institution's website was a marketing brochure and search was the reliable gateway that led people to it. Both halves of that arrangement are failing at once — and the consequence for a hospital, a county, or a university is that your own site is now your durable public record.Cloud & Infrastructure · 6 min read
  8. Aug 11, 2026Field note The Approve Button Is Not a ControlA study of 409,000 approve-or-deny decisions found that the humans supervising AI agents missed one threat in three. If your AI policy is 'a person reviews every action,' this is the number that policy is built on.AI & Automation · 6 min read
  9. Jul 28, 2026Field note The Model Doubled. The Invoice Didn't.Anthropic released Claude Opus 5 last Friday at exactly the same price as the model it replaces — $5 and $25 per million tokens. The benchmarks made the headlines. The unchanged price line is the part that actually changes what a small team can do this month.AI & Automation · 5 min read
  10. Jul 14, 2026Field note An AI Agent Just Ran a Complete Ransomware Breach by Itself. The Skill Floor Hit Zero.A single autonomous agent — dubbed JADEPUFFER — ran a full ransomware attack from reconnaissance to encryption with no human at the keyboard. The barrier to enterprise-grade attacks just collapsed. For healthcare, government, and professional-services organizations, that makes patched, operator-grade infrastructure the difference between a closed door and an open one.Cloud & Infrastructure · 5 min read
  11. Jul 13, 2026Field note Your AI Moat Isn't the Model. It's What You Own.The companies that win the AI era won't pick the best model. They'll own the knowledge and the learning loop it runs on. Here's why.AI & Automation · 6 min read
  12. Jul 7, 2026Field note The AI Cost Panic of 2026 Isn't an AI Problem. It's a Management Problem.Enterprises are torching agentic-AI budgets in months. The lesson isn't 'AI is too expensive' — it's that most teams gave agents a leaderboard instead of a job. Small disciplined teams are getting frontier leverage on a budget by treating agents like operators.AI & Automation · 5 min read
  13. Jun 29, 2026Field note Who Gets AI First? Government Gatekeeping Is the New Frontier-Model StoryOpenAI shipped GPT-5.6 to government-approved partners first, at Washington's request. The release process, not the benchmarks, is the real story, and it changes how regulated organizations should plan for AI.Strategy & Positioning · 8 min read
  14. Jun 19, 2026Guide Enterprise-Managed Authorization: Adopting AI Tools Without Opening Security HolesEnterprise-managed authorization provisions AI connectors through your IdP—no per-user OAuth. What it means for regulated and institutional orgs.Cloud & Infrastructure · 6 min read
  15. May 12, 2026Guide Brand Strategy WorkbookWhat a brand strategy workbook is, why it comes before design, and how to fill one out so every brand decision after it gets easier.Strategy & Positioning · 11 min read
  16. Apr 19, 2026Guide Fullstory for User AnalyticsHow Pixelworkers uses Fullstory session replay to find conversion friction on client websites — what it shows that traditional analytics cannot, and where the limits of replay tooling actually live.Growth & Analytics · 18 min read
  17. Apr 19, 2026Guide Linear for Issue TrackingHow Pixelworkers uses Linear to run engineering work for clients — why opinionated issue tracking beats flexible project tools for shipping software, and where Linear stops being the right answer.Strategy & Positioning · 11 min read
  18. Apr 19, 2026Guide Notion for Project ManagementHow Pixelworkers uses Notion as the operating system for client projects — why it works as a flexible project management tool for agencies, and when it becomes the wrong place for the work.Strategy & Positioning · 11 min read
  19. Apr 18, 2026Guide Google Workspace for Agency TeamsHow Pixelworkers uses Google Workspace to run a distributed agency — why it remains the collaboration backbone for our clients, and what to watch out for as your team grows.Strategy & Positioning · 10 min read
  20. Apr 18, 2026Field note How Pixelworkers Builds With AI: A Human-in-the-Loop, Multi-Model WorkflowHow we pair multi-model AI with custom skills and named playbooks — with a human accountable at every step.AI & Automation · 7 min read
  21. Apr 17, 2026Field note Enterprise Platforms Are Redesigning for AI Agents: What Salesforce Headless 360 Tells UsSalesforce just rearchitected its entire platform as infrastructure for AI agents. Here's what this shift signals for enterprise software and the organizations that run on it.AI & Automation · 4 min read
  22. Apr 17, 2026Guide Shopify for E-Commerce AgenciesHow Pixelworkers uses Shopify to launch and scale e-commerce stores for clients — and why it remains the platform we recommend for most product-based businesses.Web Design & Development · 9 min read
  23. Apr 16, 2026Guide Cloudflare for Web PerformanceHow Pixelworkers uses Cloudflare to make client websites faster, more secure, and more reliable — and why it has become essential infrastructure for every project we ship.Cloud & Infrastructure · 9 min read
  24. Apr 15, 2026Guide Azure for Enterprise DevelopmentHow Pixelworkers uses Microsoft Azure to build secure, scalable enterprise web applications for clients — from startups to corporations.Cloud & Infrastructure · 7 min read
  25. Apr 14, 2026Guide AWS for Scalable InfrastructureHow Pixelworkers uses Amazon Web Services to give clients enterprise-grade infrastructure without enterprise-grade complexity — and when it is the right tool versus overkill.Cloud & Infrastructure · 8 min read
  26. Apr 13, 2026Guide Supabase for Backend InfrastructureHow Pixelworkers uses Supabase to ship Postgres-backed applications for businesses without standing up a custom backend — and why it has become our go-to for client database infrastructure.Engineering · 8 min read
  27. Apr 12, 2026Guide Vercel for Next.js DeploymentHow Pixelworkers uses Vercel to deploy fast, reliable Next.js sites for businesses — and why it's the deployment platform we recommend for modern web projects.Web Design & Development · 7 min read
  28. Apr 11, 2026Field note Andrej Karpathy's Personal Knowledge Base Method — and Why Your Business Should Steal ItAndrej Karpathy runs his entire knowledge system out of three folders. Here's the method — and why small businesses should build one too.AI & Automation · 1 min read
  29. Apr 11, 2026Guide GitHub for Team CollaborationHow Pixelworkers uses GitHub to manage code, streamline reviews, and keep development teams aligned across every client project.Engineering · 8 min read
  30. Apr 10, 2026Guide Python for Backend & DataHow Pixelworkers uses Python for backend development, data processing, and automation to build smarter digital products for businesses.Engineering · 7 min read
  31. Apr 10, 2026Field note Your AI Has Feelings (Sort Of) — What Anthropic's Emotion Research Means for Your BusinessAnthropic discovered functional emotion-like states inside Claude that actually change how it behaves. Here's why that matters if you're building a business on AI.AI & Automation · 5 min read
  32. Apr 9, 2026Guide TypeScript for Type-Safe CodeHow Pixelworkers uses TypeScript to ship more reliable websites and apps for clients — fewer bugs, faster refactors, and cleaner handoffs.Engineering · 7 min read
  33. Apr 8, 2026Field note Anthropic's Project Glasswing and Claude Mythos: What AI Cybersecurity Actually Looks Like NowAnthropic just revealed Claude Mythos — a frontier AI model that found zero-day vulnerabilities in OpenBSD, FFmpeg, and the Linux kernel.AI & Automation · 4 min read
  34. Apr 8, 2026Guide React for Component-Based DesignHow Pixelworkers uses React to build fast, scalable, component-based websites for clients — and when it's the right tool for the job.Web Design & Development · 6 min read
  35. Apr 8, 2026Field note We Audited 50 Fredericksburg Business Websites. Here's What We Found.We reviewed 50 local business websites across Fredericksburg, VA and found the same problems over and over...here's the data and what to do about it.Strategy & Positioning · 9 min read
  36. Apr 7, 2026Guide Framer for Interactive PrototypesHow Pixelworkers uses Framer to build interactive prototypes and production websites that close the gap between design concepts and live user experiences.Digital Product Design · 6 min read
  37. Apr 6, 2026Guide Docker for Scalable DevelopmentEnvironment inconsistencies slow teams down and break deployments. How Docker containerization solves those problems — and when it makes sense for your project.Engineering · 6 min read
  38. Apr 2, 2026Guide Autonomous Systems DeploymentWe build the operating system your company runs on: a knowledge base you own, an always-on AI ops layer, and one hub for your live data. Custom code, self-hosted, yours.AI & Automation · 5 min read
  39. Apr 2, 2026Guide Brand EngineeringYour brand isn't a document. It's an engine. Brand Engineering translates your competitive position into a working operational system.Strategy & Positioning · 5 min read
  40. Apr 2, 2026Guide ElevenLabs Text-to-Speech for ContentHow Pixelworkers uses the ElevenLabs API to produce studio-quality voiceovers, multilingual audio, and accessible content for agency clients.AI & Automation · 7 min read
  41. Apr 1, 2026Guide Cursor IDE for Faster DevelopmentHow Pixelworkers uses Cursor IDE to accelerate web development — from AI-assisted code generation to refactoring entire components in seconds.Engineering · 9 min read
  42. Mar 31, 2026Guide OpenAI API for Content AgenciesLearn how content and marketing agencies use the OpenAI API to automate copywriting, streamline content production, and build smarter client workflows — without replacing the creative strategy behind them.AI & Automation · 8 min read
  43. Mar 30, 2026Guide Runway AI for Video Production AgenciesHow Pixelworkers uses Runway AI to produce marketing videos, social media clips, and brand content — bringing video production in-house without a full production crew.AI & Automation · 8 min read
  44. Mar 29, 2026Guide Midjourney for AI Brand ImageryHow Pixelworkers uses Midjourney to generate concept art, social media visuals, and brand imagery — faster than traditional methods without replacing human design judgment.AI & Automation · 8 min read
  45. Mar 29, 2026Field note Why a Rebellion? Because Design and Technology Were Never Supposed to Be This ComplicatedSix-month timelines. Hourly rates that punish fast work. Fourteen layers of approval. The old model is broken — so we started a revolution.Strategy & Positioning · 2 min read
  46. Mar 28, 2026Guide Adobe Creative Cloud for Branding AgenciesHow Pixelworkers uses Adobe Creative Cloud to build cohesive brand identities — from logo design in Illustrator to production-ready assets in InDesign and Photoshop.Brand Identity · 8 min read
  47. Mar 26, 2026Guide Claude API for AI-Powered Development with PixelworkersHow to build AI features into your products with the Claude API. Real integration patterns, pricing, model selection, and where Claude fits vs GPT and open-source alternatives.AI & Automation · 11 min read
  48. Mar 26, 2026Guide Figma for Design System Management at PixelworkersHow design teams use Figma to scale brand consistency across client projects. Real workflows, best practices, and limitations.Digital Product Design · 5 min read
  49. Mar 26, 2026Field note Google TurboQuant: AI Model Compression Reduces Size 80% With Zero Accuracy LossGoogle's TurboQuant compresses AI models by 80% with zero accuracy loss. Learn what this means for your business and how to deploy efficient AI infrastructure.AI & Automation · 5 min read
  50. Mar 26, 2026Guide Next.js for Full-Stack Web ApplicationsWhen your project outgrows page builders and needs real application logic. How Next.js powers modern web apps — and when simpler tools are the better call.Web Design & Development · 6 min read
  51. Mar 26, 2026Guide Stripe Payment Integration for BusinessesHow to integrate Stripe into your web application for payments, subscriptions, and invoicing. Real integration patterns, pricing breakdown, and common pitfalls.Engineering · 12 min read
  52. Mar 26, 2026Guide Webflow for Web Design & DevelopmentHow teams use Webflow to design and launch responsive websites without custom code. Real workflows, pricing breakdown, and when Webflow is (and isn't) the right choice.Web Design & Development · 5 min read
  53. Apr 8, 2025Guide Technology AuditAn assessment of organizational systems identifying outdated, redundant, or risky technology infrastructure — and what to do about it.Cloud & Infrastructure · 5 min read
  54. Feb 25, 2025Guide Web DevelopmentA sophisticated blend of technical precision and artistic vision, where functionality meets elegance across security, accessibility, and performance.Web Design & Development · 6 min read
  55. Feb 24, 2025Guide Image AttributesProper image tagging and attributes for improving SEO and user experience — from alt text and file names to schema markup and lazy loading.Growth & Analytics · 5 min read
  56. Feb 13, 2025Guide Open SourceSoftware whose source code is publicly accessible, offering greater flexibility, security, and long-term value compared to proprietary alternatives.Engineering · 4 min read
  57. Jan 11, 2025Guide ChatGPTAn advanced AI language model by OpenAI that generates text dynamically and adapts to a wide range of tasks, from drafting copy to troubleshooting code.AI & Automation · 8 min read
  58. Jan 6, 2025Guide BrandingBranding is more than just a logo or a color scheme — it is the essence of a business's identity, shaping perception and building marketplace credibility.Brand Identity · 6 min read
  59. Jan 6, 2025Guide Color PaletteA curated selection of colors used consistently in design to create harmony, evoke emotions, and establish a visual identity.Brand Identity · 4 min read
  60. Jan 6, 2025Guide GitHubA web-based platform for version control and collaborative software development with repositories, pull requests, and issue tracking.Engineering · 1 min read
  61. Jan 6, 2025Guide Graphic DesignThe art and practice of creating visual content to communicate ideas, messages, or concepts through typography, imagery, color, and layout.Creative & Content · 7 min read
  62. Jan 6, 2025Guide IsometricA method of visual representation where three-dimensional objects are depicted in two dimensions with equal scale using parallel lines.Creative & Content · 1 min read
  63. Jan 6, 2025Guide LogoA distinct symbol, design, or emblem that represents a brand, company, or organization — serving as the most immediate visual identifier.Brand Identity · 6 min read
  64. Jan 6, 2025Guide Search Engine MarketingCombines paid search ads with strategic keyword targeting for immediate visibility and measured results when potential customers express interest.Growth & Analytics · 8 min read
  65. Jan 6, 2025Guide Search Engine OptimizationThe practice of optimizing websites to improve visibility and ranking on search engine results pages through organic, non-paid methods.Growth & Analytics · 9 min read
  66. Jan 6, 2025Guide User Experience (UX)The overall experience a person has when interacting with a system, encompassing usability, accessibility, aesthetics, and functionality.Digital Product Design · 4 min read
  67. Jan 6, 2025Guide Web DesignCombining strategy, design, code, and testing to create functional digital experiences that work as hard as their creators.Web Design & Development · 7 min read
  68. Jan 6, 2025Guide WordPressAn open-source content management system powering over 40% of all websites, offering flexibility, user-friendly design, and extensive customization.Web Design & Development · 3 min read

The manifesto · Why we work this way

This isn’t automation. It’s craftsmanship, out in the open.

Super Intelligence is not a smarter machine. It is a credentialed human and a named AI operator, working the same problem, in the open, on the record.

Read the manifesto