Practical AI agent workflows for engineering, research, editorial work, evaluation, and operations. https://signals.forwardfuture.ai/loop-library/ 2026-06-18T00:00:00-07:00 Forward Future https://forwardfuture.ai/ https://signals.forwardfuture.ai/loop-library/loops/overnight-docs-sweep/ 2026-06-12T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A scheduled AI coding-agent workflow for comparing documentation with the current codebase, fixing drift, and opening a reviewable pull request.

https://signals.forwardfuture.ai/loop-library/loops/architecture-satisfaction-loop/ 2026-06-12T00:00:00-07:00 2026-06-17T00:00:00-07:00 Peter Steinberger

A bounded refactoring workflow that live-tests the system, runs an independent review, commits checkpoints, and records progress.

https://signals.forwardfuture.ai/loop-library/loops/sub-50ms-page-load-loop/ 2026-06-12T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A performance optimization workflow for coding agents that uses one repeatable benchmark and stops only when every target page meets the threshold.

https://signals.forwardfuture.ai/loop-library/loops/production-error-sweep/ 2026-06-12T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A scheduled production-log workflow that traces actionable errors to root causes, verifies fixes, opens a pull request, and reports the result.

https://signals.forwardfuture.ai/loop-library/loops/100-percent-test-coverage-loop/ 2026-06-13T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A goal-based coding-agent workflow that identifies uncovered behavior, adds meaningful tests, and stops when the full suite passes at 100% coverage.

https://signals.forwardfuture.ai/loop-library/loops/seo-geo-visibility-loop/ 2026-06-13T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A repeatable search visibility workflow that fixes the highest-impact crawl, indexation, page-intent, citation, and answer-readiness gaps first.

https://signals.forwardfuture.ai/loop-library/loops/exhaustive-logging-coverage-loop/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A goal-based observability workflow that audits important paths, adds useful structured logs, and verifies success and failure events with tests.

https://signals.forwardfuture.ai/loop-library/loops/nightly-changelog-sweep/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A scheduled coding-agent workflow that reviews the previous day's changes and keeps user-facing release history complete and current.

https://signals.forwardfuture.ai/loop-library/loops/quality-streak-loop/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A realistic product-testing workflow that turns every failure into documented regression coverage and restarts the success streak after each fix.

https://signals.forwardfuture.ai/loop-library/loops/full-product-evaluation-loop/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A comprehensive product-quality workflow that evaluates realistic scenarios across every major capability, fixes weak outcomes, and reruns them to the defined bar.

https://signals.forwardfuture.ai/loop-library/loops/test-suite-speed-loop/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A performance workflow for reducing test runtime under repeatable conditions without weakening coverage, assertions, isolation, or behavior.

https://signals.forwardfuture.ai/loop-library/loops/repository-cleanup-loop/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A repository-hygiene workflow that audits branches, pull requests, commits, and worktrees, recovers valuable changes, and removes proven stale state.

https://signals.forwardfuture.ai/loop-library/loops/stale-safe-batch-release-loop/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A release-coordination workflow that excludes stale or unfinished work, combines valid changes, and ships complete artifacts from the latest integrated main.

https://signals.forwardfuture.ai/loop-library/loops/production-data-cleanup-loop/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A production-data quality workflow that removes disallowed records, improves classification logic, and verifies the remaining dataset against an explicit definition.

https://signals.forwardfuture.ai/loop-library/loops/post-release-baseline-loop/ 2026-06-16T00:00:00-07:00 2026-06-17T00:00:00-07:00 Matthew Berman

A triggered release workflow that runs standard benchmarks against the completed release and records a reproducible baseline for future comparisons.