Browse all 9 articles in this open-source series. Nine source-grounded Ruflo guides: wrapper and plugin boundaries, deliberate deployment, generated routing, memory representation, retrieval policy and verifiable task outcomes.
Featured starting point
Understand Ruflo’s wrapper, CLI, plugin hooks and memory components, and distinguish advertised capabilities from the exact implementation reviewed at commit a295c68.
Suggested learning path
01 → 09
Understand Ruflo’s wrapper, CLI, plugin hooks and memory components, and distinguish advertised capabilities from the exact implementation reviewed at commit a295c68.
Build a restrained first-run checklist that separates wrapper discovery, static routing, tool availability and evidence-backed task completion.
Plan an isolated Ruflo rollout with explicit workspace changes, resolved dependency versions, MCP launcher checks and machine-local memory sidecars.
Trace concrete implementation paths instead of treating CLI, MCP, hooks, routing and agent memory as one undifferentiated system.
Reproduce how generated routing differs from the root snapshot, why first-match order matters and why a heuristic confidence must not be sold as model accuracy.
Trace the quantization format and storage arithmetic, then separate byte reduction from retrieval quality, cold-start latency and accepted-task cost.
Follow the retrieval guard’s feature gate, strict mode and string-length check, and distinguish best-effort hook telemetry from enforceable permission boundaries.
Compare deployment scope and maintenance using one evidence-backed task, rather than ranking tools by advertised agent counts or unverified speedups.
Design a learning project that joins source counterexamples with runtime evidence, while keeping a proposed lab separate from delivered functionality.
