9 articles2026-09-14
Spec Kit: from testable intent to traceable acceptance
Nine evidence-backed chapters on specifications, setup, template layers, prerequisite scripts, convergence and bounded adoption.
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EasyAI / Open source
One project, one complete learning path: discover the idea, run it safely, inspect the architecture and code, then decide what to build next.
Nine evidence-backed chapters on specifications, setup, template layers, prerequisite scripts, convergence and bounded adoption.
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Nine source-backed chapters on conditional guidance, live type contracts, loop design, iteration routing, review capacity and explicit authority.
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Nine source-backed chapters on bounded scouts, operating homes, semantic state, merge receipts, cost measurement and safe adoption.
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Nine practical lessons on Git worktree coordination for AI development, with pinned sources, seven teaching-model cases and explicit runtime limits.
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Nine evidence-led chapters on manifests, local distribution, overlay selection, draft hooks, service permissions and a read-only inspection project.
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Nine source-backed lessons on pattern detection, minimal editing, package validation, privacy boundaries and evidence-first review.
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Nine chapters from first document ingestion to event-driven RAG, candidate-pool recall, deployment, cost and sandbox boundaries.
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Nine source-backed lessons on output structure, reversible installation, host lifecycles and honest evaluation, with fourteen isolated adapter cases.
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Nine source-grounded DeerFlow chapters: a checked first task, deployment, middleware, loop fingerprints, cost, security and a proposed quality observatory.
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Nine lessons on semantic patterns, diagram fidelity, profiles and checker limits, with sixteen actual rectangle-checker cases and original diagrams.
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Nine evidence-led Marketing Skills guides: shared context, installation, metadata parsing, evaluation, cost, permissions and an editorial lab.
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Nine source-backed lessons on the companion stack, query routing, account portability and responsible operation, with sixteen offline teaching-model cases.
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