How Microsoft's EvalAgentic project reframes AI cost management:
context compression, prompt caching, model routing, and short-term memory.
Applied to Justrite's meeting intelligence pipeline.
Post-generation validation: shape checks, evidence verification (span + quote substring),
and format enforcement. "Not found" as a first-class output in enterprise RAG systems.
Microsoft's open format for packaging domain expertise: SKILL.md + scripts + reference docs.
Progressive disclosure in 4 stages. Three authoring modes: file-based, code-based, NuGet packages.
Anthropic's latest recommendation: sub-agents can now spawn their own sub-agents (5 levels deep).
CLAUDE.md as "compounding engineering." Parallel sessions as the real productivity multiplier.
Five rules extracted from Anthropic's Fable 5 model: context density over volume,
structured constraints over politeness, output verification loops,
explicit fallback paths, and progressive refinement.