diff --git a/.github/workflows/profile-validate.yml b/.github/workflows/profile-validate.yml
index fb11116..d564605 100644
--- 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
index 3b6ac82..3c8fb55 100644
--- 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
index 8e6c1a8..9649287 100644
--- a/PULL_REQUEST_TEMPLATE.md
+++ b/PULL_REQUEST_TEMPLATE.md
@@ -4,7 +4,7 @@
## Owning layer
-
+
## Validation
diff --git a/SUPPORT.md b/SUPPORT.md
index d1b4171..8b5741a 100644
--- 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
new file mode 100644
index 0000000..76cfe12
--- /dev/null
+++ 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 | 1983ร793 | `e0441b8aab1e2187ee01e14850abe216cb5068bffee60261ac7e610855602777` |
+| `edge-llm-avatar-v2.png` | Current GitHub organization avatar | 1254ร1254 | `9e1e83b04733bf1369065ac65bafd59e02da23b4ed053d5acd629dd7258e7e62` |
+| `edge-llm-avatar.png` | Detailed alternate avatar concept | 1254ร1254 | `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
index 62b0076..c931d64 100644
--- 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
index 508910e..319e7f5 100644
--- a/profile/README.md
+++ b/profile/README.md
@@ -30,7 +30,7 @@
-
+