Update Go-native organization documentation

AGENTS.md

@@ -0,0 +1,10 @@
+# Repository instructions
+
+This repository is the Go control plane for the Edge-Computing-LLM organization.
+Keep Layer 1 (`k3s-nvidia-edge`) and Layer 2 (`llm-observability-stack`)
+ownership explicit. Do not embed application services, Helm templates, model
+weights, credentials, or arbitrary model-generated shell execution here.
+
+Before completing a change run `gofmt`, `go test ./...`, `go vet ./...`, and
+`go build -o /tmp/edge ./cmd/edge`. Mutating cluster operations must retain
+dry-run behavior and require `--yes`. Never log Secrets or kubeconfig content.

README.md

@@ -15,10 +15,9 @@ a read-only evidence companion for the deployed Qwen runtime. It consumes the
 status produced by these layers; `edge-cli` does not install it as another
 cluster layer.
 
-[`Frontend-Edge-LLM-Observability`](https://github.com/Edge-Computing-LLM/Frontend-Edge-LLM-Observability)
-is the TypeScript/Vue presentation companion. It is also outside the ordered
-cluster lifecycle and consumes controlled metrics endpoints rather than direct
-host or Kubernetes credentials.
+Dashboard presentation is owned by the Helm-provisioned Grafana dashboards in
+`llm-observability-stack`; there is no separate browser repository or
+browser-side Kubernetes credential path.
 
 The CLI supports automatic NVIDIA/CPU selection. It does not currently install
 AMD, Intel, or Apple Silicon accelerator runtimes.

docs/LANGUAGE-BOUNDARIES.md

@@ -6,22 +6,21 @@ every repository into one implementation language.
 | Language or format | Use it for | Do not use it for |
 |---|---|---|
 | Go | Durable CLIs, install/uninstall workflows, validation gates, typed configuration, command execution, and cross-repository orchestration | Browser UI or one-off data analysis |
-| Python 3.11 | Structured evidence, benchmarks, API services, notebooks, Kubernetes reporting, and test tooling | Host package installation or a second deployment control plane |
+| Python | Optional Jupyter learning material only | Deployed services, host validation, benchmarks, evidence collection, or a second control plane |
 | Bash | Short transparent wrappers around Helm, kubectl, container image import, and workshop command sequences | Growing business logic, complex parsing, persistent state, or duplicated Go workflows |
-| TypeScript/Vue | Browser dashboards, typed frontend models, chart interaction, and client-side Prometheus parsing | Direct privileged Kubernetes access or host orchestration |
+| Grafana JSON | Reproducible dashboard presentation provisioned by Helm | Direct privileged Kubernetes access or host orchestration |
 | Helm/YAML | Declarative Kubernetes resources and deployment profiles | Imperative host installation logic |
 
 ## Repository mapping
 
 - `edge-cli`: Go only for product behavior; Make and YAML remain build/CI glue.
 - `k3s-nvidia-edge`: Go for infrastructure workflows and Helm/YAML for the GPU
   Operator profile.
-- `llm-observability-stack`: Helm/YAML for resources, Go for its legacy/helper
-  CLI, Python 3.11 for application/benchmark/diagnostic code, and Bash only for
-  thin local operator wrappers.
-- `qwen-gguf-observability`: dependency-free Python 3.11 for structured,
-  read-only evidence collection.
-- `Frontend-Edge-LLM-Observability`: Vue 3 and TypeScript for the browser.
+- `llm-observability-stack`: Helm/YAML for resources and Go for its helper CLI,
+  gateway, toolbox, benchmark, Kubernetes inspection, telemetry, and tests.
+- `qwen-gguf-observability`: dependency-free Go for structured, read-only
+  evidence collection.
+- Grafana JSON in `llm-observability-stack`: browser presentation.
 
 New deployable repositories require a clear ownership boundary. A new
 repository should not be created merely to move an existing script to another

docs/LOCAL-DEPENDENCY-INVENTORY.md

@@ -14,7 +14,7 @@ lockfiles, generated package metadata, and documentation.
 | Infrastructure | `Edge-Computing-LLM/k3s-nvidia-edge` | Install or validate k3s and, conditionally, NVIDIA Container Toolkit, GPU Operator, RuntimeClass, device plugin, and DCGM. |
 | Application | `Edge-Computing-LLM/llm-observability-stack` | Deploy CPU- or GPU-profiled Ollama, Open WebUI, OpenTelemetry, Prometheus, and Grafana workloads. |
 | Evidence | `Edge-Computing-LLM/qwen-gguf-observability` | Validate the live Qwen runtime contract and capture sanitized evidence without owning cluster resources. |
-| Dashboard | `Edge-Computing-LLM/Frontend-Edge-LLM-Observability` | Present LLM, Kubernetes, and accelerator telemetry. |
+| Dashboard | Grafana JSON in `Edge-Computing-LLM/llm-observability-stack` | Present LLM, Kubernetes, and accelerator telemetry through Helm provisioning. |
 
 The NVIDIA infrastructure layer is conditional. CPU hosts skip its GPU-specific
 components and deploy the application layer with `values.cpu-k3s.yaml`.
@@ -59,8 +59,7 @@ instead.
 | Kubernetes | `kubernetes/kubernetes` | Released k3s/Kubernetes binaries and APIs |
 | NVIDIA | `NVIDIA/k8s-dra-driver-gpu` | Reference/documentation; the current platform uses the device plugin and GPU Operator path |
 | Metrics | `prometheus/prometheus`, `prometheus/alertmanager`, `prometheus/node_exporter`, `prometheus/blackbox_exporter`, `kubernetes/kube-state-metrics`, `grafana/grafana` | Vendored Helm charts and released images |
-| Python service | `fastapi/fastapi`, `encode/uvicorn`, `pydantic/pydantic`, `langchain-ai/langchain`, `encode/httpx`, `prometheus/client_python` | Pinned Python 3.11 packages in `langchain-demo/requirements.txt` |
-| Frontend | `ag-grid/ag-grid`, `primefaces/primevue`, `primefaces/primeicons`, `vuejs/core`, `ecomfe/vue-echarts`, `tailwindlabs/tailwindcss`, `vitejs/vite` | Locked npm packages; `apache/echarts` is already local |
+| Go telemetry | `prometheus/client_golang`, `open-telemetry/opentelemetry-go` | Versioned Go modules used by the Ollama gateway and edge toolbox |
 | Tika | `apache/tika`, `apache/tika-docker` | Released chart/image; `apache/tika-helm` is local |
 | Documentation tooling | `norwoodj/helm-docs`, `helm-unittest/helm-unittest` | Optional development tooling |
 
@@ -77,12 +76,12 @@ boundary.
   clean, current clone is sufficient.
 - The NVIDIA DRA repository referenced as `NVIDIA/k8s-dra-driver-gpu` is distinct
   from the locally available `kubernetes-sigs/dra-driver-nvidia-gpu`.
-- `Frontend-Edge-LLM-Observability` is the actual organization repository name;
-  use that case in documentation and remotes.
+- The former standalone frontend was retired; Grafana dashboard JSON is the
+  organization-owned presentation source.
 
 ## Audit method
 
 The inventory combined Git remote enumeration for every `.git` worktree with
 repository URL extraction, Go module files, Helm `Chart.yaml`/`Chart.lock`, Python
-requirements, npm lock metadata, CI workflows, and runtime manifests from all five
+requirements, npm lock metadata, CI workflows, and runtime manifests from all four
 organization projects. Credentials and generated build output were excluded.