Edge-Computing-LLM · waqasm86 · Jul 19, 2026 · Jul 19, 2026
diff --git a/.github/workflows/profile-validate.yml b/.github/workflows/profile-validate.yml
@@ -34,7 +34,7 @@ jobs:
             https://github.com/Edge-Computing-LLM/edge-cli \
             https://github.com/Edge-Computing-LLM/k3s-nvidia-edge \
             https://github.com/Edge-Computing-LLM/llm-observability-stack \
-            https://github.com/Edge-Computing-LLM/qwen-gguf-observability \
+            https://github.com/Edge-Computing-LLM/gguf-observability \
             https://github.com/Edge-Computing-LLM/edge-llm-tests; do
             curl --fail --location --silent --show-error --output /dev/null "$url"
           done

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
@@ -8,7 +8,7 @@ safe. Start by choosing the repository that owns the change.
 | Unified install, status, validation, logs, or orchestration | [`edge-cli`](https://github.com/Edge-Computing-LLM/edge-cli) |
 | Ubuntu, k3s, NVIDIA runtime, GPU Operator, device plugin, or DCGM substrate | [`k3s-nvidia-edge`](https://github.com/Edge-Computing-LLM/k3s-nvidia-edge) |
 | Ollama, GGUF, WebUI, OpenTelemetry, Prometheus, Grafana, Helm profiles, or benchmarks | [`llm-observability-stack`](https://github.com/Edge-Computing-LLM/llm-observability-stack) |
-| Read-only Qwen runtime contract or evidence schema | [`qwen-gguf-observability`](https://github.com/Edge-Computing-LLM/qwen-gguf-observability) |
+| Read-only GGUF model runtime contract or evidence schema | [`gguf-observability`](https://github.com/Edge-Computing-LLM/gguf-observability) |
 | Cross-repository validation and sanitized test reports | [`edge-llm-tests`](https://github.com/Edge-Computing-LLM/edge-llm-tests) |
 | Organization profile or shared community metadata | [`.github`](https://github.com/Edge-Computing-LLM/.github) |
 

diff --git a/PULL_REQUEST_TEMPLATE.md b/PULL_REQUEST_TEMPLATE.md
@@ -4,7 +4,7 @@
 
 ## Owning layer
 
-<!-- edge-cli, k3s-nvidia-edge, llm-observability-stack, qwen-gguf-observability, edge-llm-tests, or organization profile -->
+<!-- edge-cli, k3s-nvidia-edge, llm-observability-stack, gguf-observability, edge-llm-tests, or organization profile -->
 
 ## Validation
 

diff --git a/SUPPORT.md b/SUPPORT.md
@@ -5,7 +5,7 @@ Use the repository that owns the affected layer:
 - control-plane commands and ordering: [`edge-cli`](https://github.com/Edge-Computing-LLM/edge-cli/issues);
 - Ubuntu, k3s, or NVIDIA infrastructure: [`k3s-nvidia-edge`](https://github.com/Edge-Computing-LLM/k3s-nvidia-edge/issues);
 - Ollama, WebUI, Helm, or telemetry: [`llm-observability-stack`](https://github.com/Edge-Computing-LLM/llm-observability-stack/issues);
-- Qwen runtime evidence: [`qwen-gguf-observability`](https://github.com/Edge-Computing-LLM/qwen-gguf-observability/issues);
+- GGUF model runtime evidence: [`gguf-observability`](https://github.com/Edge-Computing-LLM/gguf-observability/issues);
 - test harness or report format: [`edge-llm-tests`](https://github.com/Edge-Computing-LLM/edge-llm-tests/issues).
 
 Before opening an issue, search existing issues and read the repository's

diff --git a/assets/README.md b/assets/README.md
@@ -0,0 +1,21 @@
+# Edge Computing LLM media library
+
+This directory is the canonical home for first-party organization images and
+other publishable multimedia used by Edge Computing LLM.
+
+| Asset | Purpose | Dimensions | SHA-256 |
+|---|---|---:|---|
+| `edge-llm-hero.png` | Organization profile hero | 1983×793 | `e0441b8aab1e2187ee01e14850abe216cb5068bffee60261ac7e610855602777` |
+| `edge-llm-avatar-v2.png` | Current GitHub organization avatar | 1254×1254 | `9e1e83b04733bf1369065ac65bafd59e02da23b4ed053d5acd629dd7258e7e62` |
+| `edge-llm-avatar.png` | Detailed alternate avatar concept | 1254×1254 | `361b741df53cbdaf8416c65c8d95d0c5ffab6c87e9feb5d8f3f19842703add53` |
+
+There are currently no first-party videos or audio files. Add future profile
+screenshots, diagrams, demonstrations, or recordings here with descriptive,
+lowercase filenames. Document their source, purpose, license, creation date,
+and checksum in this catalog.
+
+Do not copy media from vendored Helm charts, dashboard-template candidates,
+dependency environments, backups, or unrelated event directories into this
+library. Those files belong to their upstream projects and may carry different
+licenses. Do not store screenshots containing host addresses, tokens, private
+prompts, model responses, usernames, or other unsanitized runtime data.
diff --git a/docs/ORGANIZATION-OPERATIONS.md b/docs/ORGANIZATION-OPERATIONS.md
@@ -28,7 +28,7 @@ table whenever the organization positioning changes.
 | Field | Current value | Rationale |
 |---|---|---|
 | Display name | Edge Computing LLM | Human-readable form of the organization name. |
-| Description | Go-first private LLM infrastructure and observability for Ubuntu, k3s, NVIDIA GPUs, and constrained edge systems | Matches the repository portfolio and deployed target platform. |
+| Description | Go-first private multi-model LLM infrastructure and observability for Ubuntu, k3s, NVIDIA GPUs, and constrained edge systems | Matches the repository portfolio and deployed target platform. |
 | URL | `https://github.com/Edge-Computing-LLM/.github#readme` | Sends visitors to the maintained organization overview until a dedicated organization website exists. |
 | Location | Lahore, Pakistan | Matches the organization owner's published GitHub location. |
 | X / Twitter | `https://twitter.com/waqasm86` | Matches the organization owner's published GitHub social handle. |

diff --git a/profile/README.md b/profile/README.md
@@ -30,7 +30,7 @@
   <a href="https://github.com/Edge-Computing-LLM/edge-cli/actions/workflows/validate.yaml"><img alt="edge-cli CI" src="https://github.com/Edge-Computing-LLM/edge-cli/actions/workflows/validate.yaml/badge.svg?branch=main"></a>
   <a href="https://github.com/Edge-Computing-LLM/k3s-nvidia-edge/actions/workflows/validate.yaml"><img alt="k3s-nvidia-edge CI" src="https://github.com/Edge-Computing-LLM/k3s-nvidia-edge/actions/workflows/validate.yaml/badge.svg?branch=main"></a>
   <a href="https://github.com/Edge-Computing-LLM/llm-observability-stack/actions/workflows/helm-validate.yaml"><img alt="llm-observability-stack CI" src="https://github.com/Edge-Computing-LLM/llm-observability-stack/actions/workflows/helm-validate.yaml/badge.svg?branch=main"></a>
-  <a href="https://github.com/Edge-Computing-LLM/qwen-gguf-observability/actions/workflows/validate.yaml"><img alt="qwen-gguf-observability CI" src="https://github.com/Edge-Computing-LLM/qwen-gguf-observability/actions/workflows/validate.yaml/badge.svg?branch=main"></a>
+  <a href="https://github.com/Edge-Computing-LLM/gguf-observability/actions/workflows/validate.yaml"><img alt="gguf-observability CI" src="https://github.com/Edge-Computing-LLM/gguf-observability/actions/workflows/validate.yaml/badge.svg?branch=main"></a>
   <a href="https://github.com/Edge-Computing-LLM/edge-llm-tests/actions/workflows/validate.yaml"><img alt="edge-llm-tests CI" src="https://github.com/Edge-Computing-LLM/edge-llm-tests/actions/workflows/validate.yaml/badge.svg?branch=main"></a>
 </p>
 
@@ -49,7 +49,7 @@ flowchart LR
   CLI --> L2[llm-observability-stack<br/>Layer 2]
   L1 --> K[(Ubuntu + k3s<br/>NVIDIA runtime)]
   L2 --> A[(Ollama + WebUI<br/>telemetry + dashboards)]
-  K --> Q[qwen-gguf-observability<br/>runtime evidence]
+  K --> Q[gguf-observability<br/>multi-model runtime evidence]
   A --> Q
   CLI --> T[edge-llm-tests<br/>validation evidence]
   L1 --> T
@@ -62,7 +62,7 @@ flowchart LR
 | 🧭 [`edge-cli`](https://github.com/Edge-Computing-LLM/edge-cli) | Unified install, validation, status, logs, and safe uninstall workflows | Platform operators |
 | ⚙️ [`k3s-nvidia-edge`](https://github.com/Edge-Computing-LLM/k3s-nvidia-edge) | Ubuntu, k3s, containerd NVIDIA runtime, GPU Operator, device plugin, and DCGM substrate | Infrastructure contributors |
 | 📈 [`llm-observability-stack`](https://github.com/Edge-Computing-LLM/llm-observability-stack) | Ollama/GGUF, Open WebUI, OpenTelemetry, Prometheus, Grafana, alerts, benchmarks, and Helm profiles | LLMOps and observability contributors |
-| 🔎 [`qwen-gguf-observability`](https://github.com/Edge-Computing-LLM/qwen-gguf-observability) | Dependency-free, read-only Qwen runtime contracts and privacy-safe evidence | Runtime verification |
+| 🔎 [`gguf-observability`](https://github.com/Edge-Computing-LLM/gguf-observability) | Dependency-free, read-only contracts and privacy-safe evidence for Qwen, Gemma, Llama, and future GGUF models | Runtime verification |
 | 🧪 [`edge-llm-tests`](https://github.com/Edge-Computing-LLM/edge-llm-tests) | Cross-repository Go/Git/Helm tests plus sanitized Ubuntu, k3s, NVIDIA, and inference results | Quality and reproducibility |
 
 ## Explore by goal
@@ -72,7 +72,7 @@ flowchart LR
 | Install or operate the complete platform | [`edge-cli`](https://github.com/Edge-Computing-LLM/edge-cli#readme) | One control plane orders infrastructure and observability workflows. |
 | Prepare Ubuntu, k3s, and an NVIDIA GPU | [`k3s-nvidia-edge`](https://github.com/Edge-Computing-LLM/k3s-nvidia-edge#readme) | Layer 1 owns host and Kubernetes accelerator readiness. |
 | Deploy local inference and telemetry | [`llm-observability-stack`](https://github.com/Edge-Computing-LLM/llm-observability-stack#readme) | Layer 2 owns Ollama, WebUI, OpenTelemetry, metrics, dashboards, and profiles. |
-| Verify the deployed Qwen contract | [`qwen-gguf-observability`](https://github.com/Edge-Computing-LLM/qwen-gguf-observability#readme) | Read-only checks capture privacy-safe runtime evidence. |
+| Verify a deployed GGUF model contract | [`gguf-observability`](https://github.com/Edge-Computing-LLM/gguf-observability#readme) | Model-selectable, read-only checks capture privacy-safe runtime evidence. |
 | Reproduce cross-project quality checks | [`edge-llm-tests`](https://github.com/Edge-Computing-LLM/edge-llm-tests#readme) | One Go harness records source, chart, cluster, GPU, and smoke-test results. |
 
 ## What makes this stack different
@@ -92,23 +92,24 @@ flowchart LR
 ## Reference edge path
 
 The project family is exercised on Ubuntu 24.04 with k3s and an NVIDIA GeForce
-940M, including a Qwen 1.8B Chat Q4_K_M GGUF profile. This proves that useful
-private inference and observability can fit into a 1 GiB VRAM envelope; it is a
-constrained-edge reference, not a claim of fleet-scale production capacity.
+940M using low-memory Qwen 1.8B, Gemma 3 1B, and Llama 3.2 1B profiles. Models
+run sequentially with partial CUDA layer offload, system-RAM fallback, and a
+900 MiB observed VRAM ceiling. This is a constrained-edge reference, not a
+claim of fleet-scale production capacity.
 
 ```text
 Ubuntu host
 └── k3s + containerd
     ├── NVIDIA runtime + GPU resource
-    ├── Ollama + Qwen GGUF
+    ├── Ollama + selectable Qwen, Gemma, or Llama GGUF model
     ├── Open WebUI
     └── OpenTelemetry → Prometheus → Grafana
 ```
 
 Point-in-time claims belong in versioned evidence, not marketing copy. Browse
 [`edge-llm-tests`](https://github.com/Edge-Computing-LLM/edge-llm-tests) for the
 cross-project matrix and
-[`qwen-gguf-observability`](https://github.com/Edge-Computing-LLM/qwen-gguf-observability)
+[`gguf-observability`](https://github.com/Edge-Computing-LLM/gguf-observability)
 for the model-runtime contract.
 
 ## Get started