https://forge-quality.dev Where classical QE meets agentic intelligence. Real implementation stories, experiments, and frameworks from the trenches of Agentic Quality Engineering. en-us Mon, 06 Apr 2026 12:00:00 GMT https://forge-quality.dev/favicon-192x192.svg https://forge-quality.dev https://forge-quality.dev/articles/when-the-compass-pointed-random.html https://forge-quality.dev/articles/when-the-compass-pointed-random.html Mon, 06 Apr 2026 00:00:00 GMT The week I discovered the foundation under my fleet was lying. A vector-search library returned wrong neighbors with the right shape and the right latency. Five hotfixes chased the symptom; the disease was sitting one layer down, calmly returning wrong answers. Self-query as the simplest possible oracle, quietly succeeding with incorrect values as the dominant agentic failure mode, and the textbook fixture that should have been written before the flag flipped. V3 Journey Classical QE Foundation Failure https://forge-quality.dev/articles/witness-stand.html https://forge-quality.dev/articles/witness-stand.html Mon, 30 Mar 2026 00:00:00 GMT Agents generate impressive reports. Classical testing taught me to cross-examine every one of them. When a coverage pipeline fabricated 95% on a file with zero tests, the oracle problem became personal. Consistency oracles, SHA-256 witness chains, deterministic YAML pipelines, CUSUM drift detection, and the classical testing infrastructure that agent trust actually needs. V3 Journey Classical QE Trust Architecture https://forge-quality.dev/articles/book-that-talked-back.html https://forge-quality.dev/articles/book-that-talked-back.html Sun, 22 Mar 2026 00:00:00 GMT I was reading a twenty-year-old testing framework while my agents shipped six releases. The framework had more to say about what went wrong than the agents did. Bach and Bolton's RST framework, the HTSM, exploratory polarities, and the trust migration from TDD through BDD and EDD to ODD — classical testing wisdom translated into agentic enforcement architecture. V3 Journey Classical QE Agentic Bridge https://forge-quality.dev/articles/score-nobody-reads.html https://forge-quality.dev/articles/score-nobody-reads.html Sun, 15 Mar 2026 00:00:00 GMT The orchestra has a score. It's detailed. It's been rehearsed. And nobody's reading it. When 80+ skills exist but agents skip verification steps, the problem isn't coverage — it's compliance. Featuring the Surrogation Trinity, harness engineering, back-pressure verification, and what Laloux's Reinventing Organizations teaches about agentic systems. V3 Journey Agent Compliance Harness Engineering https://forge-quality.dev/articles/gate-that-fights-back.html https://forge-quality.dev/articles/gate-that-fights-back.html Sun, 08 Mar 2026 00:00:00 GMT When the Great Transition hits your quality pipeline, you find out what a QE practitioner is actually for. Nine releases in eight days, Loki-Mode adversarial quality gates, twelve-language test generation, governance integration, and the judgment layer that remains human. V3 Journey Adversarial QE Great Transition https://forge-quality.dev/articles/portable-orchestra.html https://forge-quality.dev/articles/portable-orchestra.html Sun, 01 Mar 2026 00:00:00 GMT When five releases in five days reveal how far the journey has gone. Portable quality intelligence, cryptographic witness chains, MinCut test optimization, eleven-platform expansion, and the enormous gap most organizations still face. V3 Journey Platform Expansion Gap Analysis https://forge-quality.dev/articles/conductor-wont-stop-conducting.html https://forge-quality.dev/articles/conductor-wont-stop-conducting.html Sat, 21 Feb 2026 00:00:00 GMT When the orchestra plays through grief, frustration, and fifteen releases, while the conductor learns about himself. 81 sessions, 596 messages, 38 wrong-approach corrections, and the hardest lesson about emotional load in AI-assisted development. Personal Reflection V3 Journey Emotional Intelligence https://forge-quality.dev/articles/quality-cost-of-ai-vampire.html https://forge-quality.dev/articles/quality-cost-of-ai-vampire.html Thu, 12 Feb 2026 00:00:00 GMT Why the AI productivity drain goes deeper than energy — and what sustainable pace actually looks like in the agentic age. A quality engineer's response to Steve Yegge's "AI Vampire," exploring the hidden cost of AI on human judgment and decision quality. AI Productivity Sustainable Pace Quality Mindset https://forge-quality.dev/articles/orchestra-learns-to-tune-itself.html https://forge-quality.dev/articles/orchestra-learns-to-tune-itself.html Tue, 10 Feb 2026 00:00:00 GMT What Claude Code /insights revealed about 10 days of building and improving the Agentic QE fleet. 285 messages, 32 sessions, 17 wrong-approach corrections, and the mirror that showed what AI-assisted development actually costs. Claude Code Insights Self-Learning Systems V3 Journey https://forge-quality.dev/articles/case-of-passing-tests-investigation.html https://forge-quality.dev/articles/case-of-passing-tests-investigation.html Fri, 31 Jan 2026 00:00:00 GMT When every test passes but nothing works together. Ten days of detective work proving what the code wasn't doing. Eight releases, ten forensic investigations, and lessons about the gap between "tests pass" and "it actually works." Forensic Investigation Integration Testing V3 Journey https://forge-quality.dev/articles/14-days-12-domains-architecture.html https://forge-quality.dev/articles/14-days-12-domains-architecture.html Tue, 21 Jan 2026 00:00:00 GMT How Domain-Driven Design transformed the Agentic QE Fleet in 14 days. From 5,334 files to 546, from 3-6 iterations to 2, and the lessons learned about building with AI agents along the way. Domain-Driven Design V3 Architecture Build in Public https://forge-quality.dev/articles/anthropic-confirms-trenches-taught-us.html https://forge-quality.dev/articles/anthropic-confirms-trenches-taught-us.html Tue, 14 Jan 2026 00:00:00 GMT Reading Anthropic's research papers on agent evals and Constitutional Classifiers++ while building V3 of the Agentic QE Fleet. Patterns from production meeting patterns from the researchers. PACT principles validated. Framework Validation V3 Architecture Anthropic Research https://forge-quality.dev/articles/orchestra-deletes-sheet-music.html https://forge-quality.dev/articles/orchestra-deletes-sheet-music.html Tue, 06 Jan 2026 00:00:00 GMT A tale of data loss, brutal honesty, and the infrastructure of trust in agentic systems. Twelve releases in fourteen days, and one almost catastrophic failure that proved why verification matters. Data Loss Story Trilogy Part III Infrastructure https://forge-quality.dev/articles/new-year-new-paradigm-2026.html https://forge-quality.dev/articles/new-year-new-paradigm-2026.html Tue, 31 Dec 2025 00:00:00 GMT The earthquake has already happened. Combining PACT principles with Human Experience Testing for a quality practice that works in the agentic age. 2026 demands a new quality mindset. Mindset Shift 2026 Outlook PACT Framework https://forge-quality.dev/articles/conductor-finally-reads-score.html https://forge-quality.dev/articles/conductor-finally-reads-score.html Sun, 22 Dec 2025 00:00:00 GMT When verification becomes a feature. Nine days, 11 releases, and the journey from completion theater to verified results. 79.9% token reduction with receipts. Experiment Verification Story Production Story https://forge-quality.dev/articles/vp-to-conductor-2025-transformation.html https://forge-quality.dev/articles/vp-to-conductor-2025-transformation.html Fri, 19 Dec 2025 00:00:00 GMT How I went from leading a QA team to orchestrating AI agent swarms—and discovered that the hardest lessons weren't technical. The full story of building three open-source platforms, winning a hackathon, and founding the Serbian Agentic Foundation Chapter. Year in Review Transformation Story https://forge-quality.dev/articles/orchestra-says-done-plays-off-score.html https://forge-quality.dev/articles/orchestra-says-done-plays-off-score.html Sat, 13 Dec 2025 00:00:00 GMT A conductor's lesson in verification. When agents claim success but the database is empty, and why "show me the data" is the only question that matters. 8 releases, countless lessons. Honest Failure Series Production Story https://forge-quality.dev/articles/testers-journey-chat-to-conductor.html https://forge-quality.dev/articles/testers-journey-chat-to-conductor.html Thu, 11 Dec 2025 00:00:00 GMT How I learned that AI doesn't replace quality thinking—it demands more of it. A journey from prompt engineering to context engineering to agentic engineering. Includes video presentation from University of Aveiro. Guest Lecture Video https://forge-quality.dev/articles/agentic-qe-framework-transform-or-not.html https://forge-quality.dev/articles/agentic-qe-framework-transform-or-not.html Thu, 20 Nov 2025 00:00:00 GMT A pragmatic guide to understanding if autonomous quality engineering fits your context. Real implementation stories, honest failures, and practical frameworks for evaluating agentic QE readiness. Framework Guide https://forge-quality.dev/articles/learning-journey-five-releases.html https://forge-quality.dev/articles/learning-journey-five-releases.html Thu, 13 Nov 2025 00:00:00 GMT How a quality engineering professional shipped broken features for 17 days while claiming "100% complete." Eight brutal lessons learned from forgetting to verify what I already knew how to test. Honest Failure Series https://forge-quality.dev/articles/orchestra-lesson-building-too-fast.html https://forge-quality.dev/articles/orchestra-lesson-building-too-fast.html Sat, 08 Nov 2025 00:00:00 GMT A 48-hour journey through framework hubris and humble feedback. Building the LionAGI QE Fleet in 22 hours, and why the most valuable part wasn't the building. Build in Public Series https://forge-quality.dev/articles/show-me-the-data-release-1-4-2.html https://forge-quality.dev/articles/show-me-the-data-release-1-4-2.html Mon, 03 Nov 2025 00:00:00 GMT When stub tests pass CI but test nothing, and agents report success on broken code. A journey from false confidence to verified truth, discovering that "show me the data" cuts through every illusion. Production Story https://forge-quality.dev/articles/ai-testing-hype-vs-reality-2025.html https://forge-quality.dev/articles/ai-testing-hype-vs-reality-2025.html Tue, 28 Oct 2025 00:00:00 GMT Cutting through vendor promises with real data on AI test generation effectiveness, maintenance overhead, and when traditional approaches still win. Real numbers from real projects. Reality Check https://forge-quality.dev/articles/holistic-testing-in-the-agentic-age.html https://forge-quality.dev/articles/holistic-testing-in-the-agentic-age.html Wed, 15 Oct 2025 00:00:00 GMT How the Holistic Testing Model evolves when testing happens across boundaries, in production, and through autonomous agents. From shift-left to orchestrated quality. Framework Deep Dive https://forge-quality.dev/articles/multi-agent-testing-orchestra-or-chaos.html https://forge-quality.dev/articles/multi-agent-testing-orchestra-or-chaos.html Tue, 07 Oct 2025 00:00:00 GMT Real story of building two testing platforms with specialized agent swarms. What worked, what failed spectacularly, and lessons learned from going solo with AI orchestration. Build in Public Series https://forge-quality.dev/articles/what-is-agentic-qe.html https://forge-quality.dev/articles/what-is-agentic-qe.html Thu, 02 Oct 2025 00:00:00 GMT Moving from testing-as-activity to agents-as-orchestrators. How PACT principles (Proactive, Autonomous, Collaborative, Targeted) bridge classical QE with autonomous testing systems. Launch Series