diff --git a/crates/weaver_forge/README.md b/crates/weaver_forge/README.md
index e9788e990..1697ba1a4 100644
--- a/crates/weaver_forge/README.md
+++ b/crates/weaver_forge/README.md
@@ -26,9 +26,12 @@ Weaver Forge is a component of OTEL Weaver that facilitates documentation and
 code generation from a semantic convention registry. It uses MiniJinja, a
 template engine compatible with Jinja2 syntax, which provides extensive
 customization options (refer to this [GitHub repository](https://github.com/mitsuhiko/minijinja)
-for more details). Some good references to start developing Jinja2 templages are 
-[1](https://ttl255.com/jinja2-tutorial-part-2-loops-and-conditionals/) and 
-[2](https://jinja.palletsprojects.com/en/stable/templates).
+for more details). 
+
+**New to Jinja?** These resources will help you get started:
+- [Official Jinja Template Documentation](https://jinja.palletsprojects.com/en/stable/templates) - Complete syntax reference
+- [Jinja2 Tutorial - Loops and Conditionals](https://ttl255.com/jinja2-tutorial-part-2-loops-and-conditionals/) - Practical tutorial with examples
+
 To streamline template creation for semantic conventions,
 additional filters, functions, tests, and naming conventions have been
 integrated with the standard Jinja logic.
@@ -485,8 +488,8 @@ compatibility extensions that are also enabled in Weaver.
 In addition, OTel Weaver provides a set of custom filters to facilitate the
 generation of documentation and code.
 
-The following filters are available (the code for all available extension can be found 
-[here](./src/extensions)):
+The following filters are available (implementation can be found in the 
+[extensions source code](./src/extensions)):
 
 - `prometheus_metric_name`: Generates a single Prometheus metric name from an OpenTelemetry metric
   (more details [here](#prometheus-filters)).
diff --git a/docs/codegen.md b/docs/codegen.md
index 985b3a66e..2c13fd810 100644
--- a/docs/codegen.md
+++ b/docs/codegen.md
@@ -2,8 +2,8 @@
 
 <kbd>weaver registry generate</kbd>
 
-|Quick Links | [weaver.yaml](weaver-config.md) | [JQ](/crates/weaver_forge/README.md#jq-filters-reference) | [Jinja](/crates/weaver_forge/README.md#jinja-filters-reference) |
-|-|-|-|-|
+|Quick Links | [weaver.yaml](weaver-config.md) | [Semconv Schema](../schemas/semconv-syntax.md) | [JQ Filters](../crates/weaver_forge/README.md#jq-filters-reference) | [Jinja Filters](../crates/weaver_forge/README.md#jinja-filters-reference) |
+|-|-|-|-|-|
 
 A core element of schema-first telemetry are the artifacts it enables:
 - **Up-to-Date Documentation**: Created right from the schema, the source of truth. When a metric changes, the docs do so, too.
@@ -11,13 +11,23 @@ A core element of schema-first telemetry are the artifacts it enables:
 - etc.
 
 >[!Note]
->Weaver enables this using code-generation, powered by [minijinja](https://github.com/mitsuhiko/minijinja) and [jaq](https://github.com/01mf02/jaq).  
->Full documentation is available at [Weaver Forge](/crates/weaver_forge/README.md)
+>Weaver enables this using code-generation, powered by [minijinja](https://github.com/mitsuhiko/minijinja) (Jinja2-compatible templating) and [jaq](https://github.com/01mf02/jaq) (jq-compatible data processing).  
+>Full documentation is available at [Weaver Forge](../crates/weaver_forge/README.md)
+
+## Learning Jinja Templates
+
+If you're new to Jinja or need a refresher, these resources will help you get started:
+
+- **[Official Jinja Template Documentation](https://jinja.palletsprojects.com/en/stable/templates)** - Comprehensive reference for Jinja template syntax
+- **[Jinja2 Tutorial - Loops and Conditionals](https://ttl255.com/jinja2-tutorial-part-2-loops-and-conditionals/)** - Practical tutorial with examples
+- **[MiniJinja Documentation](https://docs.rs/minijinja/latest/minijinja/)** - Rust implementation used by Weaver (mostly compatible with Jinja2)
+
+Weaver extends Jinja with custom filters and functions specifically designed for semantic convention generation. See the [Jinja Filters Reference](../crates/weaver_forge/README.md#jinja-filters-reference) for details.
 
 ## High-level overview
 
 >[!Tip]
->For a full tutorial, consider the [Step-by-Step Guide](/crates/weaver_forge/README.md#step-by-step-guide)
+>For a full tutorial, consider the [Step-by-Step Guide](../crates/weaver_forge/README.md#step-by-step-guide)
 
 Let's say we want to generate Markdown documentation for the metrics of our application or convention.
 With Weaver Forge, the following directory layout is used by default:
@@ -104,10 +114,93 @@ jinja --> file1
 jinja --> file2
 ```
 
-Weaver resolves the entire registry (http and grpc in this case) into a single document. This is passed to the [JQ filter](/crates/weaver_forge/README.md#jq-filters) `semconv_grouped_metrics`. This groups individual metrics by their root namespace (`http` or `grpc`)
+Weaver resolves the entire registry (http and grpc in this case) into a single document. This is passed to the [JQ filter](../crates/weaver_forge/README.md#jq-filters) `semconv_grouped_metrics`. This groups individual metrics by their root namespace (`http` or `grpc`)
 
 This output in turn is passed to the `metrics.md.j2` template, evaluated by the [minijinja](https://github.com/mitsuhiko/minijinja) templating engine. Because `application_mode` is set to `each`, the template is invoked for each group, so this yields a `http.md` and a separate `grpc.md`.
 
+## Understanding Filters
+
+The `filter` field in `weaver.yaml` is a powerful feature that preprocesses your schema data before it reaches your templates. Think of filters as data transformations that shape how your templates receive information.
+
+### Default Behavior (No Filter)
+
+When you **don't specify a filter**, the entire resolved registry is passed directly to your template in the `ctx` variable:
+
+```yaml
+templates:
+  - template: "all_data.j2"
+    application_mode: single
+    # No filter specified - ctx contains the entire registry
+```
+
+Your template receives everything:
+```jinja
+{# ctx.groups contains all semantic convention groups #}
+{% for group in ctx.groups %}
+  {{ group.id }}
+{% endfor %}
+```
+
+### With a Filter
+
+When you **do specify a filter**, it transforms the data before passing it to the template. Filters use JQ expressions to select and transform data:
+
+```yaml
+templates:
+  - template: "metrics.md.j2"
+    filter: '.groups | map(select(.type == "metric"))'  # Select only metric groups
+    application_mode: each
+```
+
+Now `ctx` contains the output of the filter - each metric group object:
+```jinja
+{# ctx is a single metric group #}
+## {{ ctx.id }}
+{{ ctx.brief }}
+{% for attr in ctx.attributes %}
+  - {{ attr.name }}
+{% endfor %}
+```
+
+### Common Helper Filters
+
+For convenience, Weaver provides pre-built helper filters for common operations:
+
+- **`semconv_grouped_attributes`** - Groups attributes by root namespace (e.g., `http`, `db`)
+- **`semconv_grouped_metrics`** - Groups metrics by root namespace
+- **`semconv_grouped_events`** - Groups events by root namespace
+
+### Filter Options
+
+Many filters accept options to customize their behavior:
+
+```yaml
+templates:
+  - template: "stable_attrs.j2"
+    filter: >
+      semconv_grouped_attributes({
+        "stable_only": true,
+        "exclude_deprecated": true,
+        "exclude_root_namespace": ["url", "network"]
+      })
+    application_mode: each
+```
+
+**Options explained:**
+- `stable_only: true` - Only include stable attributes
+- `exclude_deprecated: true` - Skip deprecated attributes  
+- `exclude_root_namespace` - Exclude specific namespaces
+
+### The `ctx` Variable
+
+The `ctx` variable is the primary way your template accesses data:
+
+- **Without a filter**: `ctx` = the entire resolved registry
+- **With `application_mode: single`**: `ctx` = the filter's complete output
+- **With `application_mode: each`**: `ctx` = one element from the filter's output array
+
+For more details on available filters, see the [JQ Filters Reference](../crates/weaver_forge/README.md#jq-filters-reference).
+
 
 ## Tips and Tricks
 
@@ -122,3 +215,38 @@ Jinja2 can be overwhelming and hard to discover. Try putting `debug()` somewhere
 ```
 
 This gives you a JSON-like dump of every exact variable and corresponding value, identifier, function, filter, test, etc.
+
+## Built-in Helper Functions and Filters
+
+Weaver provides numerous built-in filters and functions to simplify template development. Here are the most commonly used ones:
+
+### Case Conversion Filters
+
+Transform strings between different naming conventions:
+
+- `kebab_case` - Converts to kebab-case: `{{ "Hello World" | kebab_case }}` → `hello-world`
+- `snake_case` - Converts to snake_case: `{{ "Hello World" | snake_case }}` → `hello_world`  
+- `pascal_case` - Converts to PascalCase: `{{ "hello_world" | pascal_case }}` → `HelloWorld`
+- `camel_case` - Converts to camelCase: `{{ "hello_world" | camel_case }}` → `helloWorld`
+- `screaming_snake_case` - Converts to SCREAMING_SNAKE_CASE
+- `screaming_kebab_case` - Converts to SCREAMING-KEBAB-CASE
+- `upper_case`, `lower_case`, `title_case` - Standard case conversions
+- `capitalize_first` - Capitalizes only the first character
+
+**Example:**
+```jinja
+file_name: "{{ctx.root_namespace | snake_case}}.md"
+```
+
+### Other Useful Filters
+
+- `comment` - Format text as comments (language-specific, configured in weaver.yaml)
+- `attribute_sort` - Sort attributes by requirement level, then name
+- `required` / `not_required` - Filter attributes by requirement level
+- `flatten` - Convert nested lists into a single list
+- `map_text` - Map values using text_maps in weaver.yaml
+
+For a complete list of all filters, functions, and tests, see:
+- **[Jinja Filters Reference](../crates/weaver_forge/README.md#jinja-filters-reference)** - Complete filter documentation
+- **[Jinja Functions Reference](../crates/weaver_forge/README.md#jinja-functions-reference)** - Available functions
+- **[Source Code](../../crates/weaver_forge/src/extensions)** - Implementation details