Datasets:

CodeNinjatools
/

engine-mro-shop-us-ontology

choice,picked,why
Reasoning model,"GLM 5.3 open weights, 753 billion parameters filed, served at INT4 (376 GB of weights) on vLLM on one node in the shop's own server room, GLM-5.3 bespoke licence","The register's one held model, frontier class at or above the 300 billion parameter threshold; carries the agentic work surface (critical path, workscope and vendor drafting agents, the command center and the cited conversational interface) and ontology maintenance; the licence permits commercial use, fine tuning and redistribution, so the shop can hold the weights and keep them when the engagement ends"
Model set aside,"gpt-oss-120b, US origin, permissive and ungated terms, proposed for a site inference server","Its source was never returned by the run's search, so it stays outside the register as open work; the requirement named it and the site inference server's node count is open until the register's held model is sized (chapter 9.5)"
Retrieval model set aside,"BGE-M3, proposed for citation retrieval","Set aside with provenance unrechecked, so the register carries no second model; the citation path is open work"
Frontier hardware,"80 GB HBM GPU class, eight GPUs per node, one node (640 GB)","Holds the 376 GB of INT4 weights with 264 GB beside them for KV cache and activations against the 1.2 planning factor; headroom lets the KV cache ceiling rise with concurrent planner sessions"
Frontier footprint sizing rule,"Frontier Model GPU Footprint Sizing Rule (vLLM, SGLang)","Converts filed parameter counts and precision into a node count before any purchase: 376 GB of weights times 1.2 is 452 GB against the node's 640 GB"
Serving runtime,vLLM,"The stack's on site language model serving choice, serving the INT4 weights within the KV cache ceiling the sizing reserves"
Event backbone,Apache Kafka 4.4,"Carries the streams between adapters and the object model; ordering from change data capture offsets and monotonic sequence numbers per partition, so no precision time protocol is needed; at least once delivery with idempotent consumers"
Registry,"Harbor, air gapped artifact and model registry","Artifacts and weights arrive signed inside the boundary; if the update path fails the running versions continue on pinned versions"
Observability,"Prometheus 3.13 LTS with Grafana and Loki","Carries the status lag gauge that shows how far the object model trails the systems of record, which outranks any serving benchmark"
Time series store,"InfluxDB 3 Core or TimescaleDB, chosen at design","Test cell data volumes are unstated, so the class is committed and the product is an open decision (chapter 9.5)"
Sensing,"None; records and plans, not cameras","Parts flow arrives as events from the systems of record, so there is no edge tier, no edge orchestration and no vision stack to license or maintain"
Pattern: memory,"Memory loops over confirmed delay causes and accepted recoveries, nothing trained into weights","The requirement asks that every confirmed outcome improve the next plan without training a model; the shop can read, audit and export the memory"
Pattern: validation,"Reconciliation of live statuses proved on a week of production data before any agent runs, then shadow mode beside the planners' process","An object model that cannot reconcile one part's status across the systems of record has nothing to draft from; agreement rates are logged and the disagreement path is built first"
Pattern: export control fence,"US person access control as an ontology property, with a data classification pass before go live","Engine technical data is export controlled and a non United States person's access is a deemed export under the ITAR; a network rule alone would break the join the ontology exists to build"
Pattern: boundary,"The shop's own servers, single site, segregated VLAN; customer, engine and vendor data never leave the shop's hardware; no third party model service; sovereign exit rehearsed in phase two","The operator's own words set the boundary, and the exit rehearsal proves the model, the memory and the object model leave together"

	choice,picked,why
	Reasoning model,"GLM 5.3 open weights, 753 billion parameters filed, served at INT4 (376 GB of weights) on vLLM on one node in the shop's own server room, GLM-5.3 bespoke licence","The register's one held model, frontier class at or above the 300 billion parameter threshold; carries the agentic work surface (critical path, workscope and vendor drafting agents, the command center and the cited conversational interface) and ontology maintenance; the licence permits commercial use, fine tuning and redistribution, so the shop can hold the weights and keep them when the engagement ends"
	Model set aside,"gpt-oss-120b, US origin, permissive and ungated terms, proposed for a site inference server","Its source was never returned by the run's search, so it stays outside the register as open work; the requirement named it and the site inference server's node count is open until the register's held model is sized (chapter 9.5)"
	Retrieval model set aside,"BGE-M3, proposed for citation retrieval","Set aside with provenance unrechecked, so the register carries no second model; the citation path is open work"
	Frontier hardware,"80 GB HBM GPU class, eight GPUs per node, one node (640 GB)","Holds the 376 GB of INT4 weights with 264 GB beside them for KV cache and activations against the 1.2 planning factor; headroom lets the KV cache ceiling rise with concurrent planner sessions"
	Frontier footprint sizing rule,"Frontier Model GPU Footprint Sizing Rule (vLLM, SGLang)","Converts filed parameter counts and precision into a node count before any purchase: 376 GB of weights times 1.2 is 452 GB against the node's 640 GB"
	Serving runtime,vLLM,"The stack's on site language model serving choice, serving the INT4 weights within the KV cache ceiling the sizing reserves"
	Event backbone,Apache Kafka 4.4,"Carries the streams between adapters and the object model; ordering from change data capture offsets and monotonic sequence numbers per partition, so no precision time protocol is needed; at least once delivery with idempotent consumers"
	Registry,"Harbor, air gapped artifact and model registry","Artifacts and weights arrive signed inside the boundary; if the update path fails the running versions continue on pinned versions"
	Observability,"Prometheus 3.13 LTS with Grafana and Loki","Carries the status lag gauge that shows how far the object model trails the systems of record, which outranks any serving benchmark"
	Time series store,"InfluxDB 3 Core or TimescaleDB, chosen at design","Test cell data volumes are unstated, so the class is committed and the product is an open decision (chapter 9.5)"
	Sensing,"None; records and plans, not cameras","Parts flow arrives as events from the systems of record, so there is no edge tier, no edge orchestration and no vision stack to license or maintain"
	Pattern: memory,"Memory loops over confirmed delay causes and accepted recoveries, nothing trained into weights","The requirement asks that every confirmed outcome improve the next plan without training a model; the shop can read, audit and export the memory"
	Pattern: validation,"Reconciliation of live statuses proved on a week of production data before any agent runs, then shadow mode beside the planners' process","An object model that cannot reconcile one part's status across the systems of record has nothing to draft from; agreement rates are logged and the disagreement path is built first"
	Pattern: export control fence,"US person access control as an ontology property, with a data classification pass before go live","Engine technical data is export controlled and a non United States person's access is a deemed export under the ITAR; a network rule alone would break the join the ontology exists to build"
	Pattern: boundary,"The shop's own servers, single site, segregated VLAN; customer, engine and vendor data never leave the shop's hardware; no third party model service; sovereign exit rehearsed in phase two","The operator's own words set the boundary, and the exit rehearsal proves the model, the memory and the object model leave together"