If you are not sure if the website you would like to visit is secure, you can verify it here. Enter the website address of the page and see parts of its content and the thumbnail images on this site. None (if any) dangerous scripts on the referenced page will be executed. Additionally, if the selected site contains subpages, you can verify it (review) in batches containing 5 pages.
favicon.ico: github.com/cobusgreyling/loop-engineering/blob/main/docs/anti-patterns.md - loop-engineering/docs/anti-pat.

site address: github.com/cobusgreyling/loop-engineering/blob/main/docs/anti-patterns.md redirected to: github.com/cobusgreyling/loop-engineering/blob/main/docs/anti-patterns.md

site title: loop-engineering/docs/anti-patterns.md at main · cobusgreyling/loop-engineering · GitHub

Our opinion (on Wednesday 15 July 2026 16:05:13 UTC):

GREEN status (no comments) - no comments
After content analysis of this website we propose the following hashtags:



Meta tags:
description=Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-audit, loop-init, loop-cost. - loop-engineering/docs/anti-patterns.md at main · cobusgreyling/loop-engineering;

Headings (most frequently used words):

anti, patterns, no, code, saved, searches, md, navigation, file, breadcrumbs, and, without, with, footer, search, repositories, users, issues, pull, requests, provide, feedback, menu, use, to, filter, your, results, more, quickly, filesexpand, tree, latest, commit, history, metadata, controls, same, agent, implements, verifies, attempt, cap, vague, triage, output, l3, before, l1, quality, shared, state, schema, mcp, write, everything, scope, kill, switch, fixing, flakes, auto, merge, allowlist, 10, run, log,

Text of the page (most frequently used words):
loop (14), anti (14), and (13), why (12), code (12), security (11), #pattern (11), github (10), instead (10), fails (10), with (8), file (8), state (7), one (7), actions (7), all (7), you (6), merge (6), your (6), enterprise (6), view (6), engineering (5), search (5), docs (4), community (4), navigation (4), loops (4), only (4), history (4), triage (4), before (4), session (4), patterns (4), raw (4), issues (4), support (4), can (3), per (3), path (3), for (3), business (3), verifier (3), auto (3), fix (3), quality (3), see (3), copy (3), blame (3), main (3), more (3), insights (3), pull (3), requests (3), signed (3), settings (3), another (3), tab (3), window (3), refresh (3), reload (3), sign (3), saved (3), documentation (3), use (3), feedback (3), grade (3), features (3), copilot (3), platform (3), solutions (3), explore (3), that (2), action (2), manage (2), footer (2), append (2), run (2), log (2), cannot (2), did (2), explicit (2), allowlist (2), weak (2), without (2), escalate (2), infra (2), changes (2), application (2), pause (2), kill (2), budget (2), alert (2), incidents (2), read (2), expand (2), scope (2), after (2), trust (2), bad (2), edit (2), day (2), mcp (2), write (2), sections (2), items (2), enabling (2), cap (2), agent (2), tests (2), work (2), lines (2), loc (2), breadcrumbs (2), projects (2), discussions (2), cobusgreyling (2), appearance (2), cancel (2), available (2), searches (2), repositories (2), advanced (2), developer (2), topics (2), open (2), source (2), resources (2), customer (2), services (2), devops (2), app (2), perform, this, time, not, share, personal, information, cookies, contact, status, privacy, terms, 2026, inc, operating, debug, tuesday, what, the, human, denylist, paths, safety, logic, bugs, pass, verifiers, passed, classify, quarantine, retry, policy, env, failures, masks, problems, introduces, random, diffs, sweeper, when, classification, flake, fixing, flakes, document, templates, template, fatigue, overrun, weekend, runs, criteria, switch, connectors, earned, blast, radius, decision, huge, prs, post, slack, production, tickets, everything, clearly, separated, prune, rules, rot, conflicting, ghost, three, unstructured, shared, schema, report, week, measure, accuracy, acts, signal, comprehension, debt, explodes, structured, markdown, line, suggested, parse, priorities, humans, ignore, skill, returns, paragraphs, narrative, vague, output, hard, attempts, full, context, infinite, token, burn, wrong, fixes, keep, trying, until, green, attempt, separate, sub, model, checker, default, stance, reject, goal, confirmation, bias, get, rubber, stamped, marks, its, own, done, running, once, same, implements, verifies, design, mistakes, avoid, unattended, runtime, failure, modes, outline, download, preview, metadata, controls, top, latest, commit, tree, files, additional, options, star, fork, must, change, notification, notifications, public, message, dismiss, switched, accounts, out, resetting, focus, create, qualifiers, our, query, name, filter, results, quickly, submit, include, email, address, contacted, every, piece, take, input, very, seriously, provide, syntax, tips, clear, users, jump, pricing, premium, add, ons, powered, collections, trending, archive, program, stars, accelerator, maintainer, lab, programs, fund, developers, sponsors, partners, center, forum, skills, ebooks, reports, events, webinars, stories, type, software, development, topic, industries, government, manufacturing, financial, healthcare, industry, cases, devsecops, modernization, case, nonprofits, startups, small, medium, teams, enterprises, company, size, marketplace, changelog, blog, stop, leaks, they, start, secret, protection, secure, build, find, vulnerabilities, review, plan, track, instant, dev, environments, codespaces, automate, any, workflow, workflows, integrate, external, tools, registry, new, direct, agents, from, issue, better, creation, toggle, menu, skip, content,


Text of the page (random words):
loop engineering docs anti patterns md at main cobusgreyling loop engineering github skip to content navigation menu toggle navigation sign in appearance settings platform ai code creation github copilot write better code with ai github copilot app direct agents from issue to merge mcp registry new integrate external tools developer workflows actions automate any workflow codespaces instant dev environments issues plan and track work code review manage code changes application security github advanced security find and fix vulnerabilities code security secure your code as you build secret protection stop leaks before they start explore why github documentation blog changelog marketplace view all features solutions by company size enterprises small and medium teams startups nonprofits by use case app modernization devsecops devops ci cd view all use cases by industry healthcare financial services manufacturing government view all industries view all solutions resources explore by topic ai software development devops security view all topics explore by type customer stories events webinars ebooks reports business insights github skills support services documentation customer support community forum trust center partners view all resources open source community github sponsors fund open source developers programs security lab maintainer community accelerator github stars archive program repositories topics trending collections enterprise enterprise solutions enterprise platform ai powered developer platform available add ons github advanced security enterprise grade security features copilot for business enterprise grade ai features premium support enterprise grade 24 7 support pricing search or jump to search code repositories users issues pull requests search clear search syntax tips provide feedback we read every piece of feedback and take your input very seriously include my email address so i can be contacted cancel submit feedback saved searches use saved searches to filter your results more quickly name query to see all available qualifiers see our documentation cancel create saved search sign in sign up appearance settings resetting focus you signed in with another tab or window reload to refresh your session you signed out in another tab or window reload to refresh your session you switched accounts on another tab or window reload to refresh your session dismiss alert message cobusgreyling loop engineering public notifications you must be signed in to change notification settings fork 1k star 7 9k code issues 17 pull requests 7 discussions actions projects security and quality 0 insights additional navigation options code issues pull requests discussions actions projects security and quality insights files expand file tree main breadcrumbs loop engineering docs anti patterns md copy path blame more file actions blame more file actions latest commit history history history 83 lines 42 loc 2 68 kb main breadcrumbs loop engineering docs anti patterns md copy path top file metadata and controls preview code blame 83 lines 42 loc 2 68 kb raw copy raw file download raw file outline edit and raw actions anti patterns design mistakes to avoid before enabling unattended loops for runtime incidents see failure modes md 1 same agent implements and verifies anti pattern one session marks its own work done after running tests once why it fails confirmation bias weak tests get rubber stamped do instead separate verifier sub agent model or goal checker verifier default stance reject 2 no attempt cap anti pattern keep trying until ci is green why it fails infinite fix loops token burn merge of wrong fixes do instead hard cap e g 3 attempts escalate with full context in state file 3 vague triage output anti pattern triage skill returns paragraphs of narrative why it fails loop cannot parse priorities humans ignore state md do instead structured markdown sections with one line items and explicit suggested loop action 4 l3 before l1 quality anti pattern auto fix and auto pr on day one why it fails loop acts on bad signal comprehension debt explodes do instead l1 report only week one measure triage accuracy before enabling l2 5 shared state without schema anti pattern three loops append to one unstructured state md why it fails state rot conflicting actions ghost items do instead one state file per pattern or clearly separated sections with prune rules 6 mcp with write everything scope anti pattern loop can merge prs post to slack and edit production tickets on day one why it fails blast radius of a bad triage decision is huge do instead l1 read only connectors expand scope only after trust is earned 7 no kill switch anti pattern loop runs 24 7 with no pause criteria why it fails alert fatigue budget overrun weekend incidents do instead document pause kill in loop md templates loop budget md template 8 fixing flakes with code anti pattern ci sweeper changes application code when classification is flake why it fails masks infra problems introduces random diffs do instead classify quarantine or retry policy escalate env infra failures 9 auto merge without allowlist anti pattern verifier passed merge it why it fails security and business logic bugs pass weak verifiers do instead explicit path allowlist human merge for denylist paths per safety md 10 no run log anti pattern only state md no history of what the loop did why it fails cannot debug why did it do that tuesday do instead append to loop run log md per operating loops md footer 2026 github inc footer navigation terms privacy security status community docs contact manage cookies do not share my personal information you can t perform that action at this time
Thumbnail images (randomly selected): * Images may be subject to copyright.GREEN status (no comments)

    No Images


    Verified site has: 70 subpage(s). Do you want to verify them? Verify pages:

    1-5 6-10 11-15 16-20 21-25 26-30 31-35 36-40 41-45 46-50
    51-55 56-60 61-65 66-70


    The site also has 3 references to external domain(s).

     github.blog  Verify  githubstatus.com  Verify  github.community  Verify


    Top 50 hastags from of all verified websites.

    Supplementary Information (add-on for SEO geeks)*- See more on header.verify-www.com

    Header

    HTTP/1.1 301 Moved Permanently
    Content-Length 0
    Location htt????/github.com/cobusgreyling/loop-engineering/blob/main/docs/anti-patterns.md
    connection close
    HTTP/2 200
    date Wed, 15 Jul 2026 16:05:13 GMT
    content-type text/html; charset=utf-8
    vary X-PJAX, X-PJAX-Container, Turbo-Visit, Turbo-Frame, X-Requested-With, Sec-Fetch-Site,Accept-Encoding, Accept, X-Requested-With
    x-repository-download git clone htt????/github.com/cobusgreyling/loop-engineering.git
    x-raw-download htt????/raw.githubusercontent.com/cobusgreyling/loop-engineering/main/docs/anti-patterns.md
    etag W/ 4b6cfb40563bf602d64f91f36eb70bca
    cache-control max-age=0, private, must-revalidate
    strict-transport-security max-age=31536000; includeSubdomains; preload
    x-frame-options deny
    x-content-type-options nosniff
    x-xss-protection 0
    referrer-policy no-referrer-when-downgrade
    content-security-policy default-src none ; base-uri self ; child-src github.githubassets.com github.com/assets-cdn/worker/ github.com/assets/ gist.github.com/assets-cdn/worker/; connect-src self uploads.github.com www.githubstatus.com collector.github.com raw.githubusercontent.com api.github.com github-cloud.s3.amazonaws.com github-production-repository-file-5c1aeb.s3.amazonaws.com github-production-upload-manifest-file-7fdce7.s3.amazonaws.com github-production-user-asset-6210df.s3.amazonaws.com *.rel.tunnels.api.visualstudio.com wss://*.rel.tunnels.api.visualstudio.com github.githubassets.com objects-origin.githubusercontent.com copilot-proxy.githubusercontent.com proxy.individual.githubcopilot.com proxy.business.githubcopilot.com proxy.enterprise.githubcopilot.com *.actions.githubusercontent.com wss://*.actions.githubusercontent.com productionresultssa0.blob.core.windows.net productionresultssa1.blob.core.windows.net productionresultssa2.blob.core.windows.net productionresultssa3.blob.core.windows.net productionresultssa4.blob.core.windows.net productionresultssa5.blob.core.windows.net productionresultssa6.blob.core.windows.net productionresultssa7.blob.core.windows.net productionresultssa8.blob.core.windows.net productionresultssa9.blob.core.windows.net productionresultssa10.blob.core.windows.net productionresultssa11.blob.core.windows.net productionresultssa12.blob.core.windows.net productionresultssa13.blob.core.windows.net productionresultssa14.blob.core.windows.net productionresultssa15.blob.core.windows.net productionresultssa16.blob.core.windows.net productionresultssa17.blob.core.windows.net productionresultssa18.blob.core.windows.net productionresultssa19.blob.core.windows.net github-production-repository-image-32fea6.s3.amazonaws.com github-production-release-asset-2e65be.s3.amazonaws.com insights.github.com wss://alive.github.com wss://alive-staging.github.com api.githubcopilot.com api.individual.githubcopilot.com api.business.githubcopilot.com api.enterprise.githubcopilot.com wss://production-copilot-host.webpubsub.azure.com; font-src github.githubassets.com; form-action self github.com gist.github.com copilot-workspace.githubnext.com objects-origin.githubusercontent.com; frame-ancestors none ; frame-src viewscreen.githubusercontent.com notebooks.githubusercontent.com; img-src self data: blob: github.githubassets.com media.githubusercontent.com camo.githubusercontent.com identicons.github.com avatars.githubusercontent.com private-avatars.githubusercontent.com github-cloud.s3.amazonaws.com objects.githubusercontent.com release-assets.githubusercontent.com secured-user-images.githubusercontent.com user-images.githubusercontent.com private-user-images.githubusercontent.com opengraph.githubassets.com marketplace-screenshots.githubusercontent.com copilotprodattachments.blob.core.windows.net/github-production-copilot-attachments/ github-production-user-asset-6210df.s3.amazonaws.com customer-stories-feed.github.com spotlights-feed.github.com explore-feed.github.com objects-origin.githubusercontent.com *.githubusercontent.com; manifest-src self ; media-src github.com user-images.githubusercontent.com secured-user-images.githubusercontent.com private-user-images.githubusercontent.com github-production-user-asset-6210df.s3.amazonaws.com gist.github.com github.githubassets.com; script-src github.githubassets.com; style-src unsafe-inline github.githubassets.com; upgrade-insecure-requests; worker-src github.githubassets.com github.com/assets-cdn/worker/ github.com/assets/ gist.github.com/assets-cdn/worker/
    server github.com
    content-encoding gzip
    accept-ranges bytes
    set-cookie _gh_sess=qTRoCSyKsZiRl8BGQqsMtZD3Rg2IeBWwnPkdrg15cNFEj0AZ8cMEwbaNUE%2F6UfEvYpDYnZrq7chRqPigWjeBso1FLyy0CsvPsbNyWBL1ANMNPtFDCFLRklxB7g4LzsRuuvG%2B0NlXGPx5i0sYJwDj4KD%2F%2FoCGgtTsQVAsvTNwd1UD5OCU3airqumUdn3QVgphKKYpOZ6SFs28DV229DN61NSKNTO7%2FeFTpoknFC6JDRmWyduzkgkrfWES5rKRJbTmT7pNdBJgWQQGrKSf%2Bt1Ivw%3D%3D--AFQu6rb5tlrLa7ob--3%2BYyclOalh05htkUM8zDFw%3D%3D; path=/; HttpOnly; secure; SameSite=Lax
    set-cookie _octo=GH1.1.694482161.1784131512; expires=Thu, 15 Jul 2027 16:05:12 GMT; domain=.github.com; path=/; secure; SameSite=Lax
    set-cookie logged_in=no; expires=Thu, 15 Jul 2027 16:05:12 GMT; domain=.github.com; path=/; HttpOnly; secure; SameSite=Lax
    x-github-request-id B2A4:110AED:12FB4D6:F14862:6A57AFB8

    Meta Tags

    title="loop-engineering/docs/anti-patterns.md at main · cobusgreyling/loop-engineering · GitHub"
    charset="utf-8"
    name="route-pattern" content="/:user_id/:repository/blob/*name(/*path)" data-turbo-transient
    name="route-controller" content="blob" data-turbo-transient
    name="route-action" content="show" data-turbo-transient
    name="fetch-nonce" content="v2:e7a36815-896e-4132-6645-029fd3a5919b"
    name="current-catalog-service-hash" content="f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb"
    name="request-id" content="B2A4:110AED:12FB4D6:F14862:6A57AFB8" data-pjax-transient="true"
    name="html-safe-nonce" content="81af2b2f68c8aad9c52da7928fbbab4f4198e8d54c0f385bd8a4b604c4455310" data-pjax-transient="true"
    name="visitor-payload" content="eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCMkE0OjExMEFFRDoxMkZCNEQ2OkYxNDg2Mjo2QTU3QUZCOCIsInZpc2l0b3JfaWQiOiIyOTgyNzc4MTcwOTM0NTM4MTY4IiwicmVnaW9uX2VkZ2UiOiJmcmEiLCJyZWdpb25fcmVuZGVyIjoiZnJhIn0=" data-pjax-transient="true"
    name="visitor-hmac" content="1ab73dc8db1fe6f7dd5c01170c296aa2c2103e67ccf49e55c52fb17b21c914fa" data-pjax-transient="true"
    name="hovercard-subject-tag" content="repository:1263648864" data-turbo-transient
    name="github-keyboard-shortcuts" content="repository,source-code,file-tree,copilot" data-turbo-transient="true"
    name="selected-link" value="repo_source" data-turbo-transient
    name="google-site-verification" content="Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I"
    name="octolytics-url" content="htt????/collector.github.com/github/collect"
    name="analytics-location" content="/<user-name>/<repo-name>/blob/show" data-turbo-transient="true"
    name="user-login" content=""
    name="viewport" content="width=device-width"
    name="description" content="Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-audit, loop-init, loop-cost. - loop-engineering/docs/anti-patterns.md at main · cobusgreyling/loop-engineering"
    property="fb:app_id" content="1401488693436528"
    name="apple-itunes-app" content="app-id=1477376905, app-argument=htt????/github.com/cobusgreyling/loop-engineering/blob/main/docs/anti-patterns.md"
    name="twitter:image" content="htt????/repository-images.githubusercontent.com/1263648864/e1d343b2-4e6d-455b-ad54-49a72f2d3c48"
    name="twitter:site" content="@github"
    name="twitter:card" content="summary_large_image"
    name="twitter:title" content="loop-engineering/docs/anti-patterns.md at main · cobusgreyling/loop-engineering"
    name="twitter:description" content="Practical patterns, starters &amp;amp; CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes l..."
    property="og:image" content="htt????/repository-images.githubusercontent.com/1263648864/e1d343b2-4e6d-455b-ad54-49a72f2d3c48"
    property="og:image:alt" content="Practical patterns, starters &amp; CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-..."
    property="og:site_name" content="GitHub"
    property="og:type" content="object"
    property="og:title" content="loop-engineering/docs/anti-patterns.md at main · cobusgreyling/loop-engineering"
    property="og:url" content="htt????/github.com/cobusgreyling/loop-engineering/blob/main/docs/anti-patterns.md"
    property="og:description" content="Practical patterns, starters &amp; CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-..."
    name="hostname" content="github.com"
    name="expected-hostname" content="github.com"
    http-equiv="x-pjax-version" content="93ef6ec676b6a5f32a0e7d9fa3a2861e4534e0f813e2064f852c134eb5da4e4d" data-turbo-track="reload"
    http-equiv="x-pjax-csp-version" content="cb4cffb7c023f774818cf728eb860debf1fc8ecf88a20487b238da276df1eb7d" data-turbo-track="reload"
    http-equiv="x-pjax-css-version" content="75800b04ef8c39be45b59d67db5c34812833aea93456f8c335f9a8c482e7a369" data-turbo-track="reload"
    http-equiv="x-pjax-js-version" content="899c314dfde9abcf8fc1fe8c04f09866b347ea06f43166d653afc482795c9fca" data-turbo-track="reload"
    name="turbo-cache-control" content="no-preview" data-turbo-transient=""
    name="turbo-cache-control" content="no-cache" data-turbo-transient
    data-hydrostats="publish"
    name="go-import" content="github.com/cobusgreyling/loop-engineering git htt????/github.com/cobusgreyling/loop-engineering.git"
    name="octolytics-dimension-user_id" content="7868717"
    name="octolytics-dimension-user_login" content="cobusgreyling"
    name="octolytics-dimension-repository_id" content="1263648864"
    name="octolytics-dimension-repository_nwo" content="cobusgreyling/loop-engineering"
    name="octolytics-dimension-repository_public" content="true"
    name="octolytics-dimension-repository_is_fork" content="false"
    name="octolytics-dimension-repository_network_root_id" content="1263648864"
    name="octolytics-dimension-repository_network_root_nwo" content="cobusgreyling/loop-engineering"
    name="turbo-body-classes" content="logged-out env-production page-responsive"
    name="disable-turbo" content="false"
    name="browser-stats-url" content="htt????/api.github.com/_private/browser/stats"
    name="browser-errors-url" content="htt????/api.github.com/_private/browser/errors"
    name="release" content="67aa73f3bba9e68b2de0ebe01c65fcd120461cba" data-turbo-track="reload"
    name="ui-target" content="full"
    name="theme-color" content="#1e2327"
    name="color-scheme" content="light dark"
    name="github-code-view-meta-stats" id="github-code-view-meta-stats" data-hydrostats="publish"

    Load Info

    page size52228
    load time (s)0.66054
    redirect count1
    speed download79133
    server IP 140.82.121.3
    * all occurrences of the string "http://" have been changed to "htt???/"