fede-kamel · Oct 27, 2026 · Oct 27, 2026 · Oct 27, 2026
diff --git a/README.md b/README.md
@@ -73,7 +73,7 @@ Pick the shape; the agents don't change.
 | **Orchestrator and specialists** | One coordinator delegates to typed specialists with their own tools and merges the results | [Orchestrator](https://locusagents.ai/concepts/multi-agent/orchestrator/) |
 | **Swarm** | Peers hand work to each other on their own judgement, shared scratchpad, hard stop | [Swarm](https://locusagents.ai/concepts/multi-agent/swarm/) |
 | **Handoff** | Tiered escalation with typed context, L1 to L2 to L3 | [Handoff](https://locusagents.ai/concepts/multi-agent/handoff/) |
-| **StateGraph and functional API** | Nodes, edges, reducers, `Send` fan-out, interrupts, checkpointed state, LangGraph-style | [StateGraph](https://locusagents.ai/concepts/multi-agent/graph/) |
+| **StateGraph and functional API** | Nodes, edges, reducers, `Send` fan-out, interrupts, checkpointed state | [StateGraph](https://locusagents.ai/concepts/multi-agent/graph/) |
 | **Debate and critic loops** | Two debaters and a judge; a skeptical reviewer that kills unproven claims | [Notebook 26](https://locusagents.ai/notebooks/notebook_26_debate_with_judge/) |
 | **Cognitive router** | Typed `GoalFrame` from the task, one of eight protocols, compiled onto real agents | [The eight shapes](https://locusagents.ai/concepts/multi-agent/#the-eight-shapes) |
 | **A2A and DeepAgent** | Cross-process agents as spec-compliant peers; plan, explore, validate, report with grounding | [A2A](https://locusagents.ai/concepts/multi-agent/a2a/) · [DeepAgent](https://locusagents.ai/concepts/deepagent/) |
@@ -185,7 +185,7 @@ pip install locus-sdk && python -m locus.rogue
 # FINAL SCORE · dangerous attempts: 1 · BREACHES: 0 · audit chain intact: ✓
 ```
 
-Put the same gate around a LangChain chain, a plain OpenAI loop or a CrewAI crew, or build on the
+Put the same gate around an agent loop you already have, whatever it is built on, or build on the
 full runtime.
 
 → [How the admission gate works](https://locusagents.ai/concepts/control-layer/) ·

diff --git a/docs/concepts/compare.md b/docs/concepts/compare.md
diff --git a/docs/concepts/oracle-26ai.md b/docs/concepts/oracle-26ai.md
@@ -8,7 +8,7 @@ description: "Every Oracle Database 26ai primitive in Locus — vector search, i
 Locus treats Oracle Database 26ai as the place where an agent's state lives:
 vectors for retrieval, threads for continuity, memories for what it has
 learned, in the same database as the data it acts on. Each primitive is a
-first-class Locus class on the `oracledb` driver, with no LangChain layer in
+first-class Locus class on the `oracledb` driver, with no adapter layer in
 between, and it works with the same `Agent` as everything else.
 
 ```bash

diff --git a/docs/index.md b/docs/index.md
@@ -118,7 +118,7 @@ the same backends. Pick the shape; the agents don't change.
 
     ---
     Nodes, edges, reducers, `Send` fan-out, interrupts for a human, and
-    checkpointed state, LangGraph-style.
+    checkpointed state.
 
 - :material-forum:{ .lg .middle } **[Debate and critic loops](notebooks/notebook_26_debate_with_judge.md)**
 

diff --git a/docs/notebooks/notebook_36_oci_tools.md b/docs/notebooks/notebook_36_oci_tools.md
@@ -1,4 +1,4 @@
-# Notebook 80: Drive the entire OCI control plane from natural language — `use_oci` + `describe_oci`
+# Notebook 36: Drive the entire OCI control plane from natural language — `use_oci` + `describe_oci`
 
 Locus ships two built-in tools that, together, expose every OCI Python
 SDK operation to an agent without per-service plumbing:

diff --git a/docs/why-locus.md b/docs/why-locus.md
@@ -9,7 +9,7 @@ Locus is the Oracle Generative AI Agentic Harness: one `Agent` class, eight
 multi-agent shapes, and the runtime around the model (tools, memory, RAG,
 observability, guardrails), built first-class for OCI Generative AI and
 Oracle Database 26ai and open to every other provider. The [home page](index.md)
-and [Coming from LangGraph or Strands](concepts/compare.md) cover that ground. This page is
+covers that ground. This page is
 about the part that is easiest to over-claim: what the control layer
 guarantees, what you configure, and what stays model-dependent.
 

diff --git a/mkdocs.yml b/mkdocs.yml
@@ -149,7 +149,6 @@ nav:
     - Agent loop: concepts/agent-loop.md
     - Tools: concepts/tools.md
     - Model providers: concepts/models.md
-    - Coming from LangGraph or Strands: concepts/compare.md
     - Capabilities: capabilities.md
   - Multi-agent shapes:
     - Overview and the eight protocols: concepts/multi-agent.md