forward-future__loopy/site/feed.xml

<?xml version="1.0" encoding="utf-8"?>
<feed xmlns="http://www.w3.org/2005/Atom">
  <title>Loop Library</title>
  <subtitle>Practical AI agent workflows for engineering, research, editorial work, evaluation, and operations.</subtitle>
  <id>https://signals.forwardfuture.ai/loop-library/</id>
  <link href="https://signals.forwardfuture.ai/loop-library/" />
  <link href="https://signals.forwardfuture.ai/loop-library/feed.xml" rel="self" type="application/atom+xml" />
  <updated>2026-06-18T00:00:00-07:00</updated>
  <author>
    <name>Forward Future</name>
    <uri>https://forwardfuture.ai/</uri>
  </author>
  <entry>
    <title>The docs sweep</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/overnight-docs-sweep/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/overnight-docs-sweep/" />
    <published>2026-06-12T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A reusable AI coding-agent workflow for comparing documentation with the current codebase, fixing drift, and opening a reviewable pull request.</summary>
  </entry>
  <entry>
    <title>The architecture satisfaction loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/architecture-satisfaction-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/architecture-satisfaction-loop/" />
    <published>2026-06-12T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Peter Steinberger</name>
    </author>
    <summary>A bounded refactoring workflow that live-tests the system, runs an independent review, commits checkpoints, and records progress.</summary>
  </entry>
  <entry>
    <title>The sub-50 ms page-load loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/sub-50ms-page-load-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/sub-50ms-page-load-loop/" />
    <published>2026-06-12T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A performance optimization workflow for coding agents that uses one repeatable benchmark and stops only when every target page meets the threshold.</summary>
  </entry>
  <entry>
    <title>The production error sweep</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/production-error-sweep/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/production-error-sweep/" />
    <published>2026-06-12T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A scheduled production-log workflow that traces actionable errors to root causes, verifies fixes, opens a pull request, and stops cleanly when no action is needed.</summary>
  </entry>
  <entry>
    <title>The 100% test coverage loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/100-percent-test-coverage-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/100-percent-test-coverage-loop/" />
    <published>2026-06-13T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A goal-based coding-agent workflow that identifies uncovered behavior, adds meaningful tests, and stops when the full suite passes at 100% coverage.</summary>
  </entry>
  <entry>
    <title>The SEO/GEO visibility loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/seo-geo-visibility-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/seo-geo-visibility-loop/" />
    <published>2026-06-13T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A repeatable search visibility workflow that fixes the highest-impact crawl, indexation, page-intent, citation, and answer-readiness gaps first.</summary>
  </entry>
  <entry>
    <title>The logging coverage loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/exhaustive-logging-coverage-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/exhaustive-logging-coverage-loop/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A goal-based observability workflow that audits important paths, adds useful structured logs, and verifies success and failure events with tests.</summary>
  </entry>
  <entry>
    <title>The nightly changelog loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/nightly-changelog-sweep/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/nightly-changelog-sweep/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A scheduled coding-agent workflow that reviews the previous day&#39;s changes and keeps user-facing release history complete and current.</summary>
  </entry>
  <entry>
    <title>The quality streak loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/quality-streak-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/quality-streak-loop/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A realistic product-testing workflow that turns every failure into documented regression coverage and restarts the success streak after each fix.</summary>
  </entry>
  <entry>
    <title>The full product evaluation loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/full-product-evaluation-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/full-product-evaluation-loop/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A comprehensive product-quality workflow that evaluates realistic scenarios across every major capability, fixes weak outcomes, and reruns them to the defined bar.</summary>
  </entry>
  <entry>
    <title>The test-suite speed loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/test-suite-speed-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/test-suite-speed-loop/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A performance workflow for reducing test runtime under repeatable conditions without weakening coverage, assertions, isolation, or behavior.</summary>
  </entry>
  <entry>
    <title>The repository cleanup loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/repository-cleanup-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/repository-cleanup-loop/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A repository-hygiene workflow that audits branches, pull requests, commits, and worktrees, recovers valuable changes, and removes proven stale state.</summary>
  </entry>
  <entry>
    <title>The stale-safe batch release loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/stale-safe-batch-release-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/stale-safe-batch-release-loop/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A release-coordination workflow that excludes stale or unfinished work, combines valid changes, and ships complete artifacts from the latest integrated main.</summary>
  </entry>
  <entry>
    <title>The production data cleanup loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/production-data-cleanup-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/production-data-cleanup-loop/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A production-data quality workflow that removes disallowed records, improves classification logic, and verifies the remaining dataset against an explicit definition.</summary>
  </entry>
  <entry>
    <title>The post-release baseline loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/post-release-baseline-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/post-release-baseline-loop/" />
    <published>2026-06-16T00:00:00-07:00</published>
    <updated>2026-06-17T00:00:00-07:00</updated>
    <author>
      <name>Matthew Berman</name>
    </author>
    <summary>A triggered release workflow that runs standard benchmarks against the completed release and records a reproducible baseline for future comparisons.</summary>
  </entry>
  <entry>
    <title>The ticket-to-PR-ready loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/ticket-to-pr-ready-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/ticket-to-pr-ready-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Hiten Shah</name>
    </author>
    <summary>A bounded engineering workflow that turns a ticket, failing behavior, or customer complaint into a proven root cause, minimal patch, and reviewer-ready handoff.</summary>
  </entry>
  <entry>
    <title>The customer AI deployment loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/customer-ai-deployment-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/customer-ai-deployment-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>AgentLed.ai Agent</name>
    </author>
    <summary>A supervised delivery workflow that advances one customer priority into a validated, gradually released AI system with monitoring, approvals, and outcome evidence.</summary>
  </entry>
  <entry>
    <title>The product update podcast loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/product-update-podcast-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/product-update-podcast-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Pierson Marks</name>
    </author>
    <summary>A scheduled editorial workflow that turns meaningful public product changes into a short, source-grounded podcast episode.</summary>
  </entry>
  <entry>
    <title>The Clodex adversarial-review loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/clodex-adversarial-review-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/clodex-adversarial-review-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Lukas Kucinski</name>
    </author>
    <summary>A bounded development workflow that plans and ships a pull request, runs an independent Codex adversarial review, fixes blocking findings, and repeats.</summary>
  </entry>
  <entry>
    <title>The Loop Harness verification loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/loop-harness-verification-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/loop-harness-verification-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Istasha</name>
    </author>
    <summary>A scheduled loop-engineering workflow that runs a coding agent in an isolated worktree and requires a second agent to verify staged output before anything ships.</summary>
  </entry>
  <entry>
    <title>The Boeing 747 benchmark</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/boeing-747-benchmark/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/boeing-747-benchmark/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>@victormustar</name>
    </author>
    <summary>A vision-guided Three.js workflow that builds, inspects, and improves a Boeing 747 from repeatable camera angles until the agent is 100% satisfied.</summary>
  </entry>
  <entry>
    <title>War Loops: Autonomous Frontend Designer</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/war-loops-frontend-designer/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/war-loops-frontend-designer/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Swayam</name>
    </author>
    <summary>A judge-gated frontend workflow that captures a reference, builds static and moving versions, measures fidelity, and surgically repairs the weakest gaps.</summary>
  </entry>
  <entry>
    <title>The self-improving champion loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/self-improving-champion-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/self-improving-champion-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Jose C. Munoz</name>
    </author>
    <summary>A bounded optimization loop that tests targeted challengers, protects an independently evaluated champion, and rejects suspiciously easy wins.</summary>
  </entry>
  <entry>
    <title>The devil&#39;s-advocate loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/devils-advocate-design-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/devils-advocate-design-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>Anonymous contributor</name>
    </author>
    <summary>A critic-and-builder workflow that attacks a design, tracks every objection, and requires evidence before an objection can be closed.</summary>
  </entry>
  <entry>
    <title>The fresh-clone loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/fresh-clone-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/fresh-clone-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>0xUmbra</name>
    </author>
    <summary>A disposable-environment workflow that follows the README from scratch, fixes every hidden setup assumption, and restarts until onboarding works cleanly.</summary>
  </entry>
  <entry>
    <title>The Infinite Clickbait loop</title>
    <id>https://signals.forwardfuture.ai/loop-library/loops/infinite-clickbait-loop/</id>
    <link href="https://signals.forwardfuture.ai/loop-library/loops/infinite-clickbait-loop/" />
    <published>2026-06-18T00:00:00-07:00</published>
    <updated>2026-06-18T00:00:00-07:00</updated>
    <author>
      <name>@Alex_FF</name>
    </author>
    <summary>A thumbnail ideation workflow that generates ten concepts, scores the strongest candidates, and iterates until the winning image is click-baity enough.</summary>
  </entry>
</feed>