Target reader
Founder, CXO, Fractional CXO, Technical Leader
Reader problem
Leaders cannot trust agent recommendations that ignore company-specific decisions and constraints.
Working thesis
Agent capability is constrained by the quality, freshness, provenance, and relevance of business context.
Evidence required
Review primary agent-memory guidance; document stale-context failures; define provenance and review boundaries.
Original contribution
- Architecture, interface model, benchmark, experiment, or reusable framework:
- Evidence QPS can uniquely provide:
- Claims that require verification:
Planned structure
- Problem in the reader's language
- Constraints and failed assumptions
- Evidence and implementation detail
- QPS framework or system model
- Trade-offs and failure modes
- What changes in practice
Conversion path
Assess Context Debt