Library
Architecture Drift with Agents: A Playbook
A snapshot tells you what the architecture is; a ledger tells you where it is going — establish an append-only structural record with backfilled history, read the direction of travel, and gate merges on the invariants the team declared.
Automate Code Quality Checks in Your CI Pipeline
Wire linting, tests, coverage, and security scans into CI. See how act101 online gates AI-generated code with a deterministic Health Score.
Continuous Quality with Agents: A Playbook
Continuous Quality is the third pillar after CI and CD: a pipeline stage that gates every push on the health of the code, not just its behavior, and feeds findings back to the agent that wrote them as something it can act on.
Diff-Aware PR Scanning Saves Engineering Hours
Diff-aware PR scans cut review time by focusing on the changed code, not the whole repo. See how a Health Score speeds up merge decisions.
Migration with Agents: A Playbook
A cross-language migration has to guard against an agent producing idiomatic target-language code that isn't faithful to the source's behavior — port at the wire, substitute libraries in writing, translate idioms by policy, and verify on bytes and concurrency, not just green tests.
Modernization with Agents: A Playbook
A modernization that doesn't preserve the contract is a rewrite with a nicer name — stage every change, run old and new in parallel, compare at the seam, and cut over with a flag, never a deploy.
Refactoring with Agents: A Playbook
An agent refactor is a deploy: version the audit, gate the diff on a verify step, and never merge a refactor whose behavior you can't prove preserved.
Supply Chain Attacks on Open-Source AI Tools
Poisoned skills, dependency steering, and prompt injection are the new AI supply chain risks. See practical controls and how act101 online scans for them.
Testing Uplift with Agents: A Playbook
Coverage is not the metric agents should chase, mutation score is: pin existing behavior, prove the pins fail when the code breaks, and never let an agent ship a test it can't justify with a behavior it preserved.
What Is AI-Generated Technical Debt?
AI-generated technical debt: hidden duplication, complexity, and security risk in agent code. See how to measure it with a repo Health Score.