Nine source-grounded Ruflo guides: wrapper and plugin boundaries, deliberate deployment, generated routing, memory representation, retrieval policy and verifiable task outcomes.
Latest article
Trace concrete implementation paths instead of treating CLI, MCP, hooks, routing and agent memory as one undifferentiated system.
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01 → 09
Trace concrete implementation paths instead of treating CLI, MCP, hooks, routing and agent memory as one undifferentiated system.
Compare deployment scope and maintenance using one evidence-backed task, rather than ranking tools by advertised agent counts or unverified speedups.
Plan an isolated Ruflo rollout with explicit workspace changes, resolved dependency versions, MCP launcher checks and machine-local memory sidecars.
Build a restrained first-run checklist that separates wrapper discovery, static routing, tool availability and evidence-backed task completion.
Design a learning project that joins source counterexamples with runtime evidence, while keeping a proposed lab separate from delivered functionality.
Understand Ruflo’s wrapper, CLI, plugin hooks and memory components, and distinguish advertised capabilities from the exact implementation reviewed at commit a295c68.
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.
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.
