Turning AI capability into business outcomes: taxonomy and terminology, intent and decision policy, requirements and contracts, product and workflow value, compound system architecture, cross-discipline synthesis and the frontier questions a strategist has to watch.
Strategy, product and value · 5 min read · with a concept loop
A mechanism ownership map separates AI engineering labels like harness and loop from the work underneath, so spend and hiring track real mechanisms.
enterprise architecturewhat to fundboard-level questionsagent runtime
Strategy, product and value · 4 min read · with a concept loop
AI agents can pass every test and still miss the point. The two-gate model separates whether a spec means the right thing from whether code obeys it.
product and workflow designformal verificationrelease gatescoding agents
Strategy, product and value · 4 min read · with a concept loop
Judging AI products by end to end outcomes, not model output. The accountability chain shows what to pilot, fund, measure and stop first.
product and workflow designROI and value measurementwhat to fundboard-level questions
Strategy, product and value · 5 min read · with a concept loop
AI agents fail when goals, metrics and permissions blur together. Separate intent, objective and decision policy before delegating real authority.
agent governancereward designproduct and workflow designROI and value measurement
Strategy, product and value · 5 min read · with a concept loop
Most AI research claims reaching leadership are relabeled prior art. The novelty gate tests mechanism, evidence and ownership before a claim gets a budget.
research due diligencewhat to fundboard-level questionsevaluation and benchmarks
Strategy, product and value · 5 min read · with a concept loop
A cross-layer synthesis audit checks where AI components meet, not just each one alone, before a board funds the next phase of the program.
board-level questionsenterprise architectureresearch due diligenceaudit trails
Strategy, product and value · 5 min read · with a concept loop
Component wins in serving, routing or oversight do not make a better system. Judge every AI investment against a shared boundary-first decision atlas.
enterprise architecturewhat to fundboard-level questionsROI and value measurement
Strategy, product and value · 4 min read · with a concept loop
A defensible compound AI system keeps arithmetic, permissions and state deterministic and treats every model as a replaceable adapter at the edge.
enterprise architecturestructured outputsvendor and build decisionstool use and integration
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