From 75db157d926d5fc7a30d48228af33a2e25a99a89 Mon Sep 17 00:00:00 2001
From: adilhafeez <adilhafeez@users.noreply.github.com>
Date: Wed, 22 Apr 2026 18:19:41 +0000
Subject: [PATCH] deploy: 22f332f62dfc1c642140b0e66f12251fadd186fb

---
 concepts/agents.html                          |  2 +-
 concepts/filter_chain.html                    |  2 +-
 concepts/listeners.html                       |  2 +-
 concepts/llm_providers/client_libraries.html  |  2 +-
 concepts/llm_providers/llm_providers.html     |  2 +-
 concepts/llm_providers/model_aliases.html     |  2 +-
 .../llm_providers/supported_providers.html    |  2 +-
 concepts/prompt_target.html                   |  2 +-
 concepts/signals.html                         |  2 +-
 get_started/intro_to_plano.html               |  2 +-
 get_started/overview.html                     |  2 +-
 get_started/quickstart.html                   |  2 +-
 guides/function_calling.html                  |  2 +-
 guides/llm_router.html                        |  2 +-
 guides/observability/access_logging.html      |  2 +-
 guides/observability/monitoring.html          | 51 ++++++++++++++++-
 guides/observability/observability.html       |  3 +-
 guides/observability/tracing.html             |  2 +-
 guides/orchestration.html                     |  2 +-
 guides/prompt_guard.html                      |  2 +-
 guides/state.html                             |  2 +-
 includes/llms.txt                             | 56 ++++++++++++++++++-
 index.html                                    |  2 +-
 resources/cli_reference.html                  |  2 +-
 resources/configuration_reference.html        |  2 +-
 resources/deployment.html                     |  2 +-
 resources/llms_txt.html                       |  2 +-
 resources/tech_overview/model_serving.html    |  2 +-
 .../tech_overview/request_lifecycle.html      |  2 +-
 resources/tech_overview/tech_overview.html    |  2 +-
 resources/tech_overview/threading_model.html  |  2 +-
 search.html                                   |  2 +-
 searchindex.js                                |  2 +-
 33 files changed, 137 insertions(+), 33 deletions(-)

diff --git a/concepts/agents.html b/concepts/agents.html
index 8f3876c2..c793db86 100755
--- a/concepts/agents.html
+++ b/concepts/agents.html
@@ -267,7 +267,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/concepts/filter_chain.html b/concepts/filter_chain.html
index 24c9e1d6..e9d1c893 100755
--- a/concepts/filter_chain.html
+++ b/concepts/filter_chain.html
@@ -333,7 +333,7 @@ powerful abstraction for evolving your agent workflows over time.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/concepts/listeners.html b/concepts/listeners.html
index 92e145c6..c988787d 100755
--- a/concepts/listeners.html
+++ b/concepts/listeners.html
@@ -270,7 +270,7 @@ application to LLMs (API-based or hosted) via prompt targets.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/concepts/llm_providers/client_libraries.html b/concepts/llm_providers/client_libraries.html
index 6d451463..e21b2383 100755
--- a/concepts/llm_providers/client_libraries.html
+++ b/concepts/llm_providers/client_libraries.html
@@ -660,7 +660,7 @@ Implement fallback logic for better reliability:</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/concepts/llm_providers/llm_providers.html b/concepts/llm_providers/llm_providers.html
index ba3e07ca..932f5ed8 100755
--- a/concepts/llm_providers/llm_providers.html
+++ b/concepts/llm_providers/llm_providers.html
@@ -304,7 +304,7 @@ Use your preferred client library without changing existing code (see <a class="
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/concepts/llm_providers/model_aliases.html b/concepts/llm_providers/model_aliases.html
index 8287a375..6f0c5498 100755
--- a/concepts/llm_providers/model_aliases.html
+++ b/concepts/llm_providers/model_aliases.html
@@ -434,7 +434,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/concepts/llm_providers/supported_providers.html b/concepts/llm_providers/supported_providers.html
index 8b0f8cfe..1cfefce9 100755
--- a/concepts/llm_providers/supported_providers.html
+++ b/concepts/llm_providers/supported_providers.html
@@ -1190,7 +1190,7 @@ Any provider that implements the OpenAI API interface can be configured using cu
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/concepts/prompt_target.html b/concepts/prompt_target.html
index f2c03b48..1818762a 100755
--- a/concepts/prompt_target.html
+++ b/concepts/prompt_target.html
@@ -473,7 +473,7 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/concepts/signals.html b/concepts/signals.html
index 7d98c99a..ebd0e7e3 100755
--- a/concepts/signals.html
+++ b/concepts/signals.html
@@ -540,7 +540,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/get_started/intro_to_plano.html b/get_started/intro_to_plano.html
index c5b96b5d..7d70702e 100755
--- a/get_started/intro_to_plano.html
+++ b/get_started/intro_to_plano.html
@@ -226,7 +226,7 @@ This gives Plano several advantages:</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/get_started/overview.html b/get_started/overview.html
index 4f375925..2055ee5e 100755
--- a/get_started/overview.html
+++ b/get_started/overview.html
@@ -337,7 +337,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/get_started/quickstart.html b/get_started/quickstart.html
index 6b4cccb2..b9500cae 100755
--- a/get_started/quickstart.html
+++ b/get_started/quickstart.html
@@ -568,7 +568,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/guides/function_calling.html b/guides/function_calling.html
index 51424a5f..771a10ca 100755
--- a/guides/function_calling.html
+++ b/guides/function_calling.html
@@ -372,7 +372,7 @@ on the stuff that matters most.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/guides/llm_router.html b/guides/llm_router.html
index ccf7f989..f37c2282 100755
--- a/guides/llm_router.html
+++ b/guides/llm_router.html
@@ -714,7 +714,7 @@ instead of a file.</p></li>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/guides/observability/access_logging.html b/guides/observability/access_logging.html
index 82d29141..43183c36 100755
--- a/guides/observability/access_logging.html
+++ b/guides/observability/access_logging.html
@@ -248,7 +248,7 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/guides/observability/monitoring.html b/guides/observability/monitoring.html
index eef8b0ff..b50a13b6 100755
--- a/guides/observability/monitoring.html
+++ b/guides/observability/monitoring.html
@@ -229,6 +229,54 @@ are some sample configuration files for both, respectively.</p>
 </div>
 </div>
 </section>
+<section id="brightstaff-metrics">
+<h2>Brightstaff metrics<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#brightstaff-metrics" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#brightstaff-metrics'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
+<p>In addition to Envoy’s stats on <code class="docutils literal notranslate"><span class="pre">:9901</span></code>, the brightstaff dataplane
+process exposes its own Prometheus endpoint on <code class="docutils literal notranslate"><span class="pre">0.0.0.0:9092</span></code> (override
+with <code class="docutils literal notranslate"><span class="pre">METRICS_BIND_ADDRESS</span></code>). It publishes:</p>
+<ul class="simple">
+<li><p>HTTP RED — <code class="docutils literal notranslate"><span class="pre">brightstaff_http_requests_total</span></code>,
+<code class="docutils literal notranslate"><span class="pre">brightstaff_http_request_duration_seconds</span></code>,
+<code class="docutils literal notranslate"><span class="pre">brightstaff_http_in_flight_requests</span></code> (labels: <code class="docutils literal notranslate"><span class="pre">handler</span></code>, <code class="docutils literal notranslate"><span class="pre">method</span></code>,
+<code class="docutils literal notranslate"><span class="pre">status_class</span></code>).</p></li>
+<li><p>LLM upstream — <code class="docutils literal notranslate"><span class="pre">brightstaff_llm_upstream_requests_total</span></code>,
+<code class="docutils literal notranslate"><span class="pre">brightstaff_llm_upstream_duration_seconds</span></code>,
+<code class="docutils literal notranslate"><span class="pre">brightstaff_llm_time_to_first_token_seconds</span></code>,
+<code class="docutils literal notranslate"><span class="pre">brightstaff_llm_tokens_total</span></code> (labels: <code class="docutils literal notranslate"><span class="pre">provider</span></code>, <code class="docutils literal notranslate"><span class="pre">model</span></code>,
+<code class="docutils literal notranslate"><span class="pre">error_class</span></code>, <code class="docutils literal notranslate"><span class="pre">kind</span></code>).</p></li>
+<li><p>Routing — <code class="docutils literal notranslate"><span class="pre">brightstaff_router_decisions_total</span></code>,
+<code class="docutils literal notranslate"><span class="pre">brightstaff_router_decision_duration_seconds</span></code>,
+<code class="docutils literal notranslate"><span class="pre">brightstaff_routing_service_requests_total</span></code>,
+<code class="docutils literal notranslate"><span class="pre">brightstaff_session_cache_events_total</span></code>.</p></li>
+<li><p>Process &amp; build — <code class="docutils literal notranslate"><span class="pre">process_resident_memory_bytes</span></code>,
+<code class="docutils literal notranslate"><span class="pre">process_cpu_seconds_total</span></code>, <code class="docutils literal notranslate"><span class="pre">brightstaff_build_info</span></code>.</p></li>
+</ul>
+<p>A self-contained Prometheus + Grafana stack is shipped under
+<code class="docutils literal notranslate"><span class="pre">config/grafana/</span></code>. With Plano already running on the host, bring it up
+with one command:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nb">cd</span><span class="w"> </span>config/grafana
+</span><span id="line-2">docker<span class="w"> </span>compose<span class="w"> </span>up<span class="w"> </span>-d
+</span><span id="line-3">open<span class="w"> </span>http://localhost:3000<span class="w">   </span><span class="c1"># admin / admin (anonymous viewer also enabled)</span>
+</span></code></pre></div>
+</div>
+<p>Grafana auto-loads the Prometheus datasource and the brightstaff
+dashboard (look under the <em>Plano</em> folder). Prometheus scrapes the host’s
+<code class="docutils literal notranslate"><span class="pre">:9092</span></code> and <code class="docutils literal notranslate"><span class="pre">:9901</span></code> via <code class="docutils literal notranslate"><span class="pre">host.docker.internal</span></code>.</p>
+<p>Files:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">config/grafana/docker-compose.yaml</span></code> — one-command Prom + Grafana
+stack with provisioning.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config/grafana/prometheus_scrape.yaml</span></code> — complete Prometheus config
+with <code class="docutils literal notranslate"><span class="pre">envoy</span></code> and <code class="docutils literal notranslate"><span class="pre">brightstaff</span></code> scrape jobs (mounted by the
+compose).</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config/grafana/brightstaff_dashboard.json</span></code> — 19-panel dashboard
+across HTTP RED, LLM upstream, Routing service, and Process &amp; Envoy
+link rows. Auto-provisioned by the compose; can also be imported by
+hand via <em>Dashboards → New → Import</em>.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">config/grafana/provisioning/</span></code> — Grafana provisioning files for the
+datasource and dashboard provider.</p></li>
+</ul>
+</section>
 </section>
 </div><div class="flex justify-between items-center pt-6 mt-12 border-t border-border gap-4">
 <div class="mr-auto">
@@ -252,6 +300,7 @@ are some sample configuration files for both, respectively.</p>
 <ul>
 <li><a :data-current="activeSection === '#metrics-dashboard-via-grafana'" class="reference internal" href="#metrics-dashboard-via-grafana">Metrics Dashboard (via Grafana)</a></li>
 <li><a :data-current="activeSection === '#configure-monitoring'" class="reference internal" href="#configure-monitoring">Configure Monitoring</a></li>
+<li><a :data-current="activeSection === '#brightstaff-metrics'" class="reference internal" href="#brightstaff-metrics">Brightstaff metrics</a></li>
 </ul>
 </div>
 </aside>
@@ -260,7 +309,7 @@ are some sample configuration files for both, respectively.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
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diff --git a/guides/observability/observability.html b/guides/observability/observability.html
index 4e1b485e..00444ee2 100755
--- a/guides/observability/observability.html
+++ b/guides/observability/observability.html
@@ -182,6 +182,7 @@
 <li class="toctree-l1"><a class="reference internal" href="monitoring.html">Monitoring</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="monitoring.html#metrics-dashboard-via-grafana">Metrics Dashboard (via Grafana)</a></li>
 <li class="toctree-l2"><a class="reference internal" href="monitoring.html#configure-monitoring">Configure Monitoring</a></li>
+<li class="toctree-l2"><a class="reference internal" href="monitoring.html#brightstaff-metrics">Brightstaff metrics</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="access_logging.html">Access Logging</a><ul>
@@ -216,7 +217,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/guides/observability/tracing.html b/guides/observability/tracing.html
index 320ebc6c..90d9fcc9 100755
--- a/guides/observability/tracing.html
+++ b/guides/observability/tracing.html
@@ -792,7 +792,7 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/guides/orchestration.html b/guides/orchestration.html
index ebad53cb..3a54d431 100755
--- a/guides/orchestration.html
+++ b/guides/orchestration.html
@@ -1003,7 +1003,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/guides/prompt_guard.html b/guides/prompt_guard.html
index eb5c748d..b54708dd 100755
--- a/guides/prompt_guard.html
+++ b/guides/prompt_guard.html
@@ -298,7 +298,7 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/guides/state.html b/guides/state.html
index 5d297623..a940834e 100755
--- a/guides/state.html
+++ b/guides/state.html
@@ -453,7 +453,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
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 </div>
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diff --git a/includes/llms.txt b/includes/llms.txt
index 2f08dc09..ebc09ecd 100755
--- a/includes/llms.txt
+++ b/includes/llms.txt
@@ -1,6 +1,6 @@
 Plano Docs v0.4.20
 llms.txt (auto-generated)
-Generated (UTC): 2026-04-19T04:21:44.790991+00:00
+Generated (UTC): 2026-04-22T18:19:37.841645+00:00
 
 Table of contents
 - Agents (concepts/agents)
@@ -4318,6 +4318,60 @@ datasources:
     access: proxy
     editable: true
 
+Brightstaff metrics
+
+In addition to Envoy’s stats on :9901, the brightstaff dataplane
+process exposes its own Prometheus endpoint on 0.0.0.0:9092 (override
+with METRICS_BIND_ADDRESS). It publishes:
+
+HTTP RED — brightstaff_http_requests_total,
+brightstaff_http_request_duration_seconds,
+brightstaff_http_in_flight_requests (labels: handler, method,
+status_class).
+
+LLM upstream — brightstaff_llm_upstream_requests_total,
+brightstaff_llm_upstream_duration_seconds,
+brightstaff_llm_time_to_first_token_seconds,
+brightstaff_llm_tokens_total (labels: provider, model,
+error_class, kind).
+
+Routing — brightstaff_router_decisions_total,
+brightstaff_router_decision_duration_seconds,
+brightstaff_routing_service_requests_total,
+brightstaff_session_cache_events_total.
+
+Process & build — process_resident_memory_bytes,
+process_cpu_seconds_total, brightstaff_build_info.
+
+A self-contained Prometheus + Grafana stack is shipped under
+config/grafana/. With Plano already running on the host, bring it up
+with one command:
+
+cd config/grafana
+docker compose up -d
+open http://localhost:3000   # admin / admin (anonymous viewer also enabled)
+
+Grafana auto-loads the Prometheus datasource and the brightstaff
+dashboard (look under the Plano folder). Prometheus scrapes the host’s
+:9092 and :9901 via host.docker.internal.
+
+Files:
+
+config/grafana/docker-compose.yaml — one-command Prom + Grafana
+stack with provisioning.
+
+config/grafana/prometheus_scrape.yaml — complete Prometheus config
+with envoy and brightstaff scrape jobs (mounted by the
+compose).
+
+config/grafana/brightstaff_dashboard.json — 19-panel dashboard
+across HTTP RED, LLM upstream, Routing service, and Process & Envoy
+link rows. Auto-provisioned by the compose; can also be imported by
+hand via Dashboards → New → Import.
+
+config/grafana/provisioning/ — Grafana provisioning files for the
+datasource and dashboard provider.
+
 ---
 
 Observability
diff --git a/index.html b/index.html
index 077a8306..d1488cc8 100755
--- a/index.html
+++ b/index.html
@@ -247,7 +247,7 @@ Resources</label><div class="sd-tab-content docutils">
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/resources/cli_reference.html b/resources/cli_reference.html
index 2e28493c..d4a36e6c 100755
--- a/resources/cli_reference.html
+++ b/resources/cli_reference.html
@@ -437,7 +437,7 @@ Use this page as the canonical source for command syntax, options, and recommend
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/resources/configuration_reference.html b/resources/configuration_reference.html
index 4c2929e8..3742ae91 100755
--- a/resources/configuration_reference.html
+++ b/resources/configuration_reference.html
@@ -414,7 +414,7 @@ where prompts get routed to, apply guardrails, and enable critical agent observa
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/resources/deployment.html b/resources/deployment.html
index 7b076dd7..77d35099 100755
--- a/resources/deployment.html
+++ b/resources/deployment.html
@@ -542,7 +542,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/resources/llms_txt.html b/resources/llms_txt.html
index 380f2f8e..e2d88bba 100755
--- a/resources/llms_txt.html
+++ b/resources/llms_txt.html
@@ -179,7 +179,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
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diff --git a/resources/tech_overview/model_serving.html b/resources/tech_overview/model_serving.html
index f35e00a1..aa9901fd 100755
--- a/resources/tech_overview/model_serving.html
+++ b/resources/tech_overview/model_serving.html
@@ -199,7 +199,7 @@ own deployments), and Plano reaches them via HTTP.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/resources/tech_overview/request_lifecycle.html b/resources/tech_overview/request_lifecycle.html
index bd2df6dd..7891259d 100755
--- a/resources/tech_overview/request_lifecycle.html
+++ b/resources/tech_overview/request_lifecycle.html
@@ -485,7 +485,7 @@ processing request headers and then finalized by the HCM during post-request pro
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
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diff --git a/resources/tech_overview/tech_overview.html b/resources/tech_overview/tech_overview.html
index 1332c827..cd427656 100755
--- a/resources/tech_overview/tech_overview.html
+++ b/resources/tech_overview/tech_overview.html
@@ -200,7 +200,7 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
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diff --git a/resources/tech_overview/threading_model.html b/resources/tech_overview/threading_model.html
index b6f57461..c8773445 100755
--- a/resources/tech_overview/threading_model.html
+++ b/resources/tech_overview/threading_model.html
@@ -200,7 +200,7 @@ hardware threads on the machine.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 19, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Apr 22, 2026. </p>
 </div>
 </div>
 </footer>
diff --git a/search.html b/search.html
index ac3ec9a5..752c8447 100755
--- a/search.html
+++ b/search.html
@@ -221,7 +221,7 @@
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-        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company&nbsp;Last updated: Apr 19, 2026.&nbsp;</p>
+        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company&nbsp;Last updated: Apr 22, 2026.&nbsp;</p>
 </div>
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diff --git a/searchindex.js b/searchindex.js
index 89503dbd..25e72a6e 100755
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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