Aider builds, sliced workflows, and LLM-ready indexing.
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Formatted single-run failures with explicit Failure and Error details fields so dispatch output stays actionable and consistent.
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Accepted no-change results only when agents pair a clear no-op claim with concrete repository file evidence, using project-specific checks for Molten Hub Code and broader path patterns elsewhere.
AI Augmented Engineering
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Added Aider and OpenCode with Graphify builder runtimes, including model mapping, isolated artifacts, graph-context caching, resource leasing, usage reporting, and a repeatable agent benchmark.
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Split non-trivial planner output into ordered builder slices with edit allowlists, validation commands, acceptance checks, and corrective plans that target only unresolved review findings.
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Made reviewers compare complete staged, unstaged, and untracked inventories against planner contracts, and made planned validation commands drive the test stage.
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Defaulted local Ollama endpoints to localhost outside containers, kept container defaults inside Docker, and made GitHub setup optional during onboarding.
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Added generated /llm.txt alongside /llms.txt, with static routing, Markdown headers, cache policy, and deployment output support for AI agents.