Brief · Ariesnet original
The L0 to L5 context maturity model
How each stage is placed during an assessment, and what each placement actually means in practice.
Resources
The thinking, and the paperwork.
Ariesnet originals are canonical here. Pieces marked as syndicated are canonical on aramai.net and appear here as excerpts with attribution.
Library
Everything we have published
3 Ariesnet originals · 2 syndicated from aramai.net
Brief · Ariesnet original
Procurement guide: buying context supply chain work
Written for the procurement reader: what you are buying, how it is priced, what you own afterwards.
Ariesnet original
Why AI agents fail on context, not intelligence
The model is rarely the weak link. What reaches it usually is — and unlike a model, that part is engineerable.
Syndicated · aramai.net
Schema authority for enterprise AI
Without a governed schema layer, every downstream consumer invents its own interpretation — and they disagree silently.
Originally published on aramai.net
Syndicated · aramai.net
Look up before you make up
The cheapest reliability discipline available to an agent system: check before you assert.
Originally published on aramai.net
Glossary
Terms as we use them
- Conformance gateway
- The control point where context is checked against conformance and efficiency protocols before it is allowed into retrieval or agent use. See also: Context supply chain
- Context supply chain
- The end-to-end path that sources, structures, validates, retrieves, and governs enterprise context so agents can act on material that is correct, current, and usable. See also: Maturity level, Retrieval quality
- Context yield
- The useful context delivered per unit of cost, latency, and operational effort—how much fit-for-purpose material the supply chain actually produces. See also: Context supply chain
- Governed write-back
- Controlled updates from agents into systems of record, with ownership, checks, and audit so automated actions do not silently corrupt trusted data. See also: Context supply chain
- Grounding rate
- The share of agent outputs that can be traced to approved, retrieved context rather than unsupported inference or stale material. See also: Retrieval quality
- Learning loop
- Stage seven of the supply chain: whether a failure observed in production results in a change to sources, structure, semantics or evaluation. Without an owner this stage decays silently, because nothing breaks when it stops running. See also: Retrieval quality
- Maturity level (L0 to L5)
- A six-point placement applied per stage: L0 Ad hoc, L1 Structured, L2 Semantic, L3 Validated, L4 Operational, L5 Self-improving. Stages are scored independently — a mature retrieval layer sitting on L0 sources is a common and diagnostic pattern. See also: Context supply chain
- Retrieval quality
- Whether what comes back is the right material, established by evaluation against known-correct answers rather than by inspection. Untested retrieval usually returns something topically related and confidently wrong, which is the failure mode hardest to notice in production. See also: Context supply chain, Learning loop
- ROKA (return on knowledge assets)
- A quarterly statement of what changed in a context supply chain, what operating it cost, and what it returned — reported with the basis for each figure attached so a finance reviewer can check the arithmetic. See also: Learning loop
- Semantic layer
- The shared meaning layer that aligns terms, entities, and relationships across systems so agents and people interpret the same business facts the same way. See also: Context supply chain