© 2025, Katanemo Labs, Inc Last updated: Feb 19, 2026.
+© 2025, Katanemo Labs, Inc Last updated: Feb 22, 2026.
diff --git a/guides/state.html b/guides/state.html
index 82eb5f3a..239ff1f6 100755
--- a/guides/state.html
+++ b/guides/state.html
@@ -452,7 +452,7 @@
diff --git a/includes/llms.txt b/includes/llms.txt
index 76d0a319..eecaf1d2 100755
--- a/includes/llms.txt
+++ b/includes/llms.txt
@@ -1,6 +1,6 @@
Plano Docs v0.4.8
llms.txt (auto-generated)
-Generated (UTC): 2026-02-19T04:25:03.743931+00:00
+Generated (UTC): 2026-02-22T00:00:35.696775+00:00
Table of contents
- Agents (concepts/agents)
@@ -6026,6 +6026,114 @@ Also, Plano utilizes Envoy event-based thread model. A main thread is responsibl
Worker threads rarely share state and operate in a trivially parallel fashion. This threading model
enables scaling to very high core count CPUs.
+┌─────────────────────────────────────────────────────────────────────────────────────┐
+│ P L A N O │
+│ AI-native proxy and data plane for agentic applications │
+│ │
+│ ┌─────────────────────┐ │
+│ │ YOUR CLIENTS │ │
+│ │ (apps· agents · UI) │ │
+│ └──────────┬──────────┘ │
+│ │ │
+│ ┌──────────────────────────────┼──────────────────────────┐ │
+│ │ │ │ │
+│ ┌──────▼──────────┐ ┌─────────▼────────┐ ┌────────▼─────────┐ │
+│ │ Agent Port(s) │ │ Model Port │ │ Function-Call │ │
+│ │ :8001+ │ │ :12000 │ │ Port :10000 │ │
+│ │ │ │ │ │ │ │
+│ │ route your │ │ direct LLM │ │ prompt-target / │ │
+│ │ prompts to │ │ calls with │ │ tool dispatch │ │
+│ │ the right │ │ model-alias │ │ with parameter │ │
+│ │ agent │ │ translation │ │ extraction │ │
+│ └──────┬──────────┘ └─────────┬────────┘ └────────┬─────────┘ │
+│ └──────────────────────────────┼─────────────────────────┘ │
+│ │ │
+│ ╔══════════════════════════════════════▼══════════════════════════════════════╗ │
+│ ║ BRIGHTSTAFF (SUBSYSTEM) — Agentic Control Plane ║ │
+│ ║ Async · non-blocking · parallel per-request Tokio tasks ║ │
+│ ║ ║ │
+│ ║ ┌─────────────────────────────────────────────────────────────────────┐ ║ │
+│ ║ │ Agentic ROUTER │ ║ │
+│ ║ │ Reads listener config · maps incoming request to execution path │ ║ │
+│ ║ │ │ ║ │
+│ ║ │ /agents/* ──────────────────────► AGENT PATH │ ║ │
+│ ║ │ /v1/chat|messages|responses ──────► LLM PATH │ ║ │
+│ ║ └─────────────────────────────────────────────────────────────────────┘ ║ │
+│ ║ ║ │
+│ ║ ─────────────────────── AGENT PATH ──────────────────────────────────── ║ │
+│ ║ ║ │
+│ ║ ┌──────────────────────────────────────────────────────────────────────┐ ║ │
+│ ║ │ FILTER CHAIN (pipeline_processor.rs) │ ║ │
+│ ║ │ │ ║ │
+│ ║ │ prompt ──► [input_guards] ──► [query_rewrite] ──► [context_builder] │ ║ │
+│ ║ │ guardrails prompt mutation RAG / enrichment │ ║ │
+│ ║ │ │ ║ │
+│ ║ │ Each filter: HTTP or MCP · can mutate, enrich, or short-circuit │ ║ │
+│ ║ └──────────────────────────────────┬───────────────────────────────────┘ ║ │
+│ ║ │ ║ │
+│ ║ ┌──────────────────────────────────▼───────────────────────────────────┐ ║ │
+│ ║ │ AGENT ORCHESTRATOR (agent_chat_completions.rs) │ ║ │
+│ ║ │ Select agent · forward enriched request · manage conversation state │ ║ │
+│ ║ │ Stream response back · multi-turn aware │ ║ │
+│ ║ └──────────────────────────────────────────────────────────────────────┘ ║ │
+│ ║ ║ │
+│ ║ ─────────────────────── LLM PATH ────────────────────────────────────── ║ │
+│ ║ ║ │
+│ ║ ┌──────────────────────────────────────────────────────────────────────┐ ║ │
+│ ║ │ MODEL ROUTER (llm_router.rs + router_chat.rs) │ ║ │
+│ ║ │ Model alias resolution · preference-based provider selection │ ║ │
+│ ║ │ "fast-llm" → gpt-4o-mini · "smart-llm" → gpt-4o │ ║ │
+│ ║ └──────────────────────────────────────────────────────────────────────┘ ║ │
+│ ║ ║ │
+│ ║ ─────────────────── ALWAYS ON (every request) ───────────────────────── ║ │
+│ ║ ║ │
+│ ║ ┌────────────────────┐ ┌─────────────────────┐ ┌──────────────────┐ ║ │
+│ ║ │ SIGNALS ANALYZER │ │ STATE STORAGE │ │ OTEL TRACING │ ║ │
+│ ║ │ loop detection │ │ memory / postgres │ │ traceparent │ ║ │
+│ ║ │ repetition score │ │ /v1/responses │ │ span injection │ ║ │
+│ ║ │ quality indicators│ │ stateful API │ │ trace export │ ║ │
+│ ║ └────────────────────┘ └─────────────────────┘ └──────────────────┘ ║ │
+│ ╚═════════════════════════════════════╤═══════════════════════════════════════╝ │
+│ │ │
+│ ┌─────────────────────────────────────▼──────────────────────────────────────┐ │
+│ │ LLM GATEWAY (llm_gateway.wasm — embedded in Envoy egress filter chain) │ │
+│ │ │ │
+│ │ Rate limiting · Provider format translation · TTFT metrics │ │
+│ │ OpenAI → Anthropic · Gemini · Mistral · Groq · DeepSeek · xAI · Bedrock │ │
+│ │ │ │
+│ │ Envoy handles beneath this: TLS origination · SNI · retry + backoff │ │
+│ │ connection pooling · LOGICAL_DNS · structured access logs │ │
+│ └─────────────────────────────────────┬──────────────────────────────────────┘ │
+│ │ │
+└─────────────────────────────────────────┼───────────────────────────────────────────┘
+ │
+ ┌───────────────────────────┼────────────────────────────┐
+ │ │ │
+ ┌─────────▼──────────┐ ┌────────────▼──────────┐ ┌────────────▼──────────┐
+ │ LLM PROVIDERS │ │ EXTERNAL AGENTS │ │ TOOL / API BACKENDS │
+ │ OpenAI · Anthropic│ │ (filter chain svc) │ │ (endpoint clusters) │
+ │ Gemini · Mistral │ │ HTTP / MCP :10500+ │ │ user-defined hosts │
+ │ Groq · DeepSeek │ │ input_guards │ │ │
+ │ xAI · Together.ai │ │ query_rewriter │ │ │
+ └────────────────────┘ │ context_builder │ └───────────────────────┘
+ └───────────────────────┘
+
+
+ HOW PLANO IS DIFFERENT
+ ─────────────────────────────────────────────────────────────────────────────────
+ Brightstaff is the entire agentic brain — one async Rust binary that handles
+ agent selection, filter chain orchestration, model routing, state, and signals
+ without blocking a thread per request.
+
+ Filter chains are programmable dataplane steps — reusable HTTP/MCP services
+ you wire into any agent, executing in-path before the agent ever sees the prompt.
+
+ The LLM gateway is a zero-overhead WASM plugin inside Envoy — format translation
+ and rate limiting happen in-process with the proxy, not as a separate service hop.
+
+ Envoy provides the transport substrate (TLS, HTTP codecs, retries, connection
+ pools, access logs) so Plano never reimplements solved infrastructure problems.
+
Request Flow (Ingress)
A brief outline of the lifecycle of a request and response using the example configuration above:
diff --git a/index.html b/index.html
index ab753ce7..95460953 100755
--- a/index.html
+++ b/index.html
@@ -245,7 +245,7 @@ Resources
diff --git a/resources/configuration_reference.html b/resources/configuration_reference.html
index 7b1a4efd..7e1291ca 100755
--- a/resources/configuration_reference.html
+++ b/resources/configuration_reference.html
@@ -301,7 +301,7 @@ where prompts get routed to, apply guardrails, and enable critical agent observa
diff --git a/resources/deployment.html b/resources/deployment.html
index f876666d..c18474b7 100755
--- a/resources/deployment.html
+++ b/resources/deployment.html
@@ -303,7 +303,7 @@
diff --git a/resources/llms_txt.html b/resources/llms_txt.html
index 43841399..5ffc0d34 100755
--- a/resources/llms_txt.html
+++ b/resources/llms_txt.html
@@ -178,7 +178,7 @@
diff --git a/resources/tech_overview/model_serving.html b/resources/tech_overview/model_serving.html
index 026775d0..0f2f320d 100755
--- a/resources/tech_overview/model_serving.html
+++ b/resources/tech_overview/model_serving.html
@@ -198,7 +198,7 @@ own deployments), and Plano reaches them via HTTP.
diff --git a/resources/tech_overview/request_lifecycle.html b/resources/tech_overview/request_lifecycle.html
index 4145beb8..74ed4c98 100755
--- a/resources/tech_overview/request_lifecycle.html
+++ b/resources/tech_overview/request_lifecycle.html
@@ -194,6 +194,115 @@ processing. It is responsible for managing the inbound(edge) and outbound(egress
Also, Plano utilizes Envoy event-based thread model. A main thread is responsible for the server lifecycle, configuration processing, stats, etc. and some number of worker threads process requests. All threads operate around an event loop (libevent) and any given downstream TCP connection will be handled by exactly one worker thread for its lifetime. Each worker thread maintains its own pool of TCP connections to upstream endpoints.
Worker threads rarely share state and operate in a trivially parallel fashion. This threading model
enables scaling to very high core count CPUs.
+┌─────────────────────────────────────────────────────────────────────────────────────┐
+│ P L A N O │
+│ AI-native proxy and data plane for agentic applications │
+│ │
+│ ┌─────────────────────┐ │
+│ │ YOUR CLIENTS │ │
+│ │ (apps· agents · UI) │ │
+│ └──────────┬──────────┘ │
+│ │ │
+│ ┌──────────────────────────────┼──────────────────────────┐ │
+│ │ │ │ │
+│ ┌──────▼──────────┐ ┌─────────▼────────┐ ┌────────▼─────────┐ │
+│ │ Agent Port(s) │ │ Model Port │ │ Function-Call │ │
+│ │ :8001+ │ │ :12000 │ │ Port :10000 │ │
+│ │ │ │ │ │ │ │
+│ │ route your │ │ direct LLM │ │ prompt-target / │ │
+│ │ prompts to │ │ calls with │ │ tool dispatch │ │
+│ │ the right │ │ model-alias │ │ with parameter │ │
+│ │ agent │ │ translation │ │ extraction │ │
+│ └──────┬──────────┘ └─────────┬────────┘ └────────┬─────────┘ │
+│ └──────────────────────────────┼─────────────────────────┘ │
+│ │ │
+│ ╔══════════════════════════════════════▼══════════════════════════════════════╗ │
+│ ║ BRIGHTSTAFF (SUBSYSTEM) — Agentic Control Plane ║ │
+│ ║ Async · non-blocking · parallel per-request Tokio tasks ║ │
+│ ║ ║ │
+│ ║ ┌─────────────────────────────────────────────────────────────────────┐ ║ │
+│ ║ │ Agentic ROUTER │ ║ │
+│ ║ │ Reads listener config · maps incoming request to execution path │ ║ │
+│ ║ │ │ ║ │
+│ ║ │ /agents/* ──────────────────────► AGENT PATH │ ║ │
+│ ║ │ /v1/chat|messages|responses ──────► LLM PATH │ ║ │
+│ ║ └─────────────────────────────────────────────────────────────────────┘ ║ │
+│ ║ ║ │
+│ ║ ─────────────────────── AGENT PATH ──────────────────────────────────── ║ │
+│ ║ ║ │
+│ ║ ┌──────────────────────────────────────────────────────────────────────┐ ║ │
+│ ║ │ FILTER CHAIN (pipeline_processor.rs) │ ║ │
+│ ║ │ │ ║ │
+│ ║ │ prompt ──► [input_guards] ──► [query_rewrite] ──► [context_builder] │ ║ │
+│ ║ │ guardrails prompt mutation RAG / enrichment │ ║ │
+│ ║ │ │ ║ │
+│ ║ │ Each filter: HTTP or MCP · can mutate, enrich, or short-circuit │ ║ │
+│ ║ └──────────────────────────────────┬───────────────────────────────────┘ ║ │
+│ ║ │ ║ │
+│ ║ ┌──────────────────────────────────▼───────────────────────────────────┐ ║ │
+│ ║ │ AGENT ORCHESTRATOR (agent_chat_completions.rs) │ ║ │
+│ ║ │ Select agent · forward enriched request · manage conversation state │ ║ │
+│ ║ │ Stream response back · multi-turn aware │ ║ │
+│ ║ └──────────────────────────────────────────────────────────────────────┘ ║ │
+│ ║ ║ │
+│ ║ ─────────────────────── LLM PATH ────────────────────────────────────── ║ │
+│ ║ ║ │
+│ ║ ┌──────────────────────────────────────────────────────────────────────┐ ║ │
+│ ║ │ MODEL ROUTER (llm_router.rs + router_chat.rs) │ ║ │
+│ ║ │ Model alias resolution · preference-based provider selection │ ║ │
+│ ║ │ "fast-llm" → gpt-4o-mini · "smart-llm" → gpt-4o │ ║ │
+│ ║ └──────────────────────────────────────────────────────────────────────┘ ║ │
+│ ║ ║ │
+│ ║ ─────────────────── ALWAYS ON (every request) ───────────────────────── ║ │
+│ ║ ║ │
+│ ║ ┌────────────────────┐ ┌─────────────────────┐ ┌──────────────────┐ ║ │
+│ ║ │ SIGNALS ANALYZER │ │ STATE STORAGE │ │ OTEL TRACING │ ║ │
+│ ║ │ loop detection │ │ memory / postgres │ │ traceparent │ ║ │
+│ ║ │ repetition score │ │ /v1/responses │ │ span injection │ ║ │
+│ ║ │ quality indicators│ │ stateful API │ │ trace export │ ║ │
+│ ║ └────────────────────┘ └─────────────────────┘ └──────────────────┘ ║ │
+│ ╚═════════════════════════════════════╤═══════════════════════════════════════╝ │
+│ │ │
+│ ┌─────────────────────────────────────▼──────────────────────────────────────┐ │
+│ │ LLM GATEWAY (llm_gateway.wasm — embedded in Envoy egress filter chain) │ │
+│ │ │ │
+│ │ Rate limiting · Provider format translation · TTFT metrics │ │
+│ │ OpenAI → Anthropic · Gemini · Mistral · Groq · DeepSeek · xAI · Bedrock │ │
+│ │ │ │
+│ │ Envoy handles beneath this: TLS origination · SNI · retry + backoff │ │
+│ │ connection pooling · LOGICAL_DNS · structured access logs │ │
+│ └─────────────────────────────────────┬──────────────────────────────────────┘ │
+│ │ │
+└─────────────────────────────────────────┼───────────────────────────────────────────┘
+ │
+ ┌───────────────────────────┼────────────────────────────┐
+ │ │ │
+ ┌─────────▼──────────┐ ┌────────────▼──────────┐ ┌────────────▼──────────┐
+ │ LLM PROVIDERS │ │ EXTERNAL AGENTS │ │ TOOL / API BACKENDS │
+ │ OpenAI · Anthropic│ │ (filter chain svc) │ │ (endpoint clusters) │
+ │ Gemini · Mistral │ │ HTTP / MCP :10500+ │ │ user-defined hosts │
+ │ Groq · DeepSeek │ │ input_guards │ │ │
+ │ xAI · Together.ai │ │ query_rewriter │ │ │
+ └────────────────────┘ │ context_builder │ └───────────────────────┘
+ └───────────────────────┘
+
+
+ HOW PLANO IS DIFFERENT
+ ─────────────────────────────────────────────────────────────────────────────────
+ Brightstaff is the entire agentic brain — one async Rust binary that handles
+ agent selection, filter chain orchestration, model routing, state, and signals
+ without blocking a thread per request.
+
+ Filter chains are programmable dataplane steps — reusable HTTP/MCP services
+ you wire into any agent, executing in-path before the agent ever sees the prompt.
+
+ The LLM gateway is a zero-overhead WASM plugin inside Envoy — format translation
+ and rate limiting happen in-process with the proxy, not as a separate service hop.
+
+ Envoy provides the transport substrate (TLS, HTTP codecs, retries, connection
+ pools, access logs) so Plano never reimplements solved infrastructure problems.
+
+
Request Flow (Ingress)
@@ -375,7 +484,7 @@ processing request headers and then finalized by the HCM during post-request pro
diff --git a/resources/tech_overview/tech_overview.html b/resources/tech_overview/tech_overview.html
index 7ace1272..06ce0e98 100755
--- a/resources/tech_overview/tech_overview.html
+++ b/resources/tech_overview/tech_overview.html
@@ -199,7 +199,7 @@
diff --git a/resources/tech_overview/threading_model.html b/resources/tech_overview/threading_model.html
index 420db8f0..5a4e4b29 100755
--- a/resources/tech_overview/threading_model.html
+++ b/resources/tech_overview/threading_model.html
@@ -199,7 +199,7 @@ hardware threads on the machine.
diff --git a/search.html b/search.html
index 0bfad9f7..1be22e31 100755
--- a/search.html
+++ b/search.html
@@ -220,7 +220,7 @@
diff --git a/searchindex.js b/searchindex.js
index 512b8a57..bbc92f3d 100755
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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