diff --git a/Cargo.lock b/Cargo.lock
index 72ea10089..9f926ba6a 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2043,7 +2043,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-api"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "chrono",
  "fabro-automation",
@@ -2051,9 +2051,9 @@ dependencies = [
  "fabro-environment",
  "fabro-types",
  "jsonschema",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
  "openapiv3",
- "pebble-coding-agent",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "prettyplease",
  "progenitor",
  "progenitor-client",
@@ -2069,7 +2069,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-auth"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2082,7 +2082,7 @@ dependencies = [
  "fabro-types",
  "fabro-vault",
  "httpmock",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
  "serde",
  "serde_json",
  "tempfile",
@@ -2094,7 +2094,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-automation"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "chrono",
@@ -2115,11 +2115,11 @@ dependencies = [
 
 [[package]]
 name = "fabro-build-support"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 
 [[package]]
 name = "fabro-checkpoint"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "fabro-config",
  "fabro-types",
@@ -2127,7 +2127,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-cli"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "assert_cmd",
@@ -2187,15 +2187,15 @@ dependencies = [
  "insta",
  "jsonwebtoken",
  "libc",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
  "miette",
  "nix 0.30.1",
  "object_store",
  "openssl",
  "paste",
- "pebble-agent",
+ "pebble-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "pebble-cli-core",
- "pebble-coding-agent",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "predicates",
  "progenitor-client",
  "rand 0.9.4",
@@ -2230,7 +2230,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-client"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "bytes",
@@ -2244,7 +2244,7 @@ dependencies = [
  "futures",
  "httpmock",
  "libc",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
  "progenitor-client",
  "rand 0.9.4",
  "serde",
@@ -2259,7 +2259,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-config"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "chrono",
@@ -2288,7 +2288,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-db"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "chrono",
@@ -2301,7 +2301,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-dev"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "assert_cmd",
@@ -2320,7 +2320,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-dump"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "bytes",
@@ -2334,7 +2334,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-environment"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "chrono",
@@ -2356,7 +2356,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-github"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2381,7 +2381,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-graphviz"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "fabro-types",
@@ -2395,7 +2395,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-http"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "fabro-static",
  "http 1.4.0",
@@ -2405,7 +2405,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-install"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "base64",
@@ -2424,7 +2424,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-interview"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "async-trait",
  "dialoguer",
@@ -2439,7 +2439,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-llm"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2455,7 +2455,7 @@ dependencies = [
  "fabro-types",
  "futures",
  "httpmock",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
  "serde",
  "serde_json",
  "strum 0.28.0",
@@ -2468,7 +2468,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-macros"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "clap",
  "fabro-options-metadata",
@@ -2479,7 +2479,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-manifest"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2508,7 +2508,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-mcp-server"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "chrono",
@@ -2535,7 +2535,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-mcp-store"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "chrono",
  "fabro-db",
@@ -2553,7 +2553,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-oauth"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "axum",
@@ -2575,7 +2575,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-options-metadata"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "serde",
  "serde_json",
@@ -2583,7 +2583,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-petri"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2606,8 +2606,8 @@ dependencies = [
  "fabro-vault",
  "fabro-workflow",
  "httpmock",
- "lithos-llm",
- "pebble-coding-agent",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "petri-attractor-steps",
  "petri-execution",
  "petri-frontend-attractor",
@@ -2627,7 +2627,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-proc"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "cc",
  "libc",
@@ -2640,7 +2640,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-redact"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "aho-corasick",
  "ref-cast",
@@ -2656,7 +2656,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-sandbox"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2670,7 +2670,7 @@ dependencies = [
  "fabro-types",
  "fabro-util",
  "futures",
- "pebble-coding-agent",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "reqwest 0.13.4",
  "sandbox-driver",
  "sandbox-driver-daytona",
@@ -2694,7 +2694,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-server"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2751,12 +2751,12 @@ dependencies = [
  "http-body-util",
  "httpmock",
  "jsonwebtoken",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
  "mime_guess",
  "multer",
  "object_store",
- "pebble-agent",
- "pebble-coding-agent",
+ "pebble-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "percent-encoding",
  "rand 0.9.4",
  "regex",
@@ -2791,7 +2791,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-slack"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "fabro-http",
  "fabro-interview",
@@ -2812,18 +2812,18 @@ dependencies = [
 
 [[package]]
 name = "fabro-spa"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "rust-embed",
 ]
 
 [[package]]
 name = "fabro-static"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 
 [[package]]
 name = "fabro-store"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "async-trait",
  "bytes",
@@ -2835,9 +2835,9 @@ dependencies = [
  "futures",
  "hex",
  "insta",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
  "object_store",
- "pebble-coding-agent",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "percent-encoding",
  "serde",
  "serde_json",
@@ -2855,7 +2855,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-telemetry"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "base64",
@@ -2881,7 +2881,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-template"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "fabro-types",
@@ -2895,7 +2895,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-test"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "assert_cmd",
@@ -2920,7 +2920,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-tool"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2944,7 +2944,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-tracker"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2958,7 +2958,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-types"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "chrono",
  "clap",
@@ -2966,8 +2966,8 @@ dependencies = [
  "fabro-types",
  "fabro-util",
  "hex",
- "lithos-llm",
- "pebble-coding-agent",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "sandbox-driver",
  "serde",
  "serde_json",
@@ -2985,7 +2985,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-util"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "console 0.15.11",
@@ -3008,7 +3008,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-variable"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "chrono",
@@ -3025,7 +3025,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-vault"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "chrono",
@@ -3044,7 +3044,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-workflow"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -3080,13 +3080,13 @@ dependencies = [
  "hex",
  "httpmock",
  "jsonschema",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
  "md5",
  "miette",
  "mime_guess",
  "object_store",
- "pebble-agent",
- "pebble-coding-agent",
+ "pebble-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "rand 0.9.4",
  "regex",
  "sandbox-driver",
@@ -3108,7 +3108,7 @@ dependencies = [
 
 [[package]]
 name = "fabro-workflow-version"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "fabro-config",
  "fabro-graphviz",
@@ -4407,7 +4407,7 @@ checksum = "6373607a59f0be73a39b6fe456b8192fcc3585f602af20751600e974dd455e77"
 [[package]]
 name = "lithos-llm"
 version = "0.1.0"
-source = "git+https://github.com/lithoscomputer/lithos-llm?rev=55add4596b861a0623d00c3a54aa5c147c8d504b#55add4596b861a0623d00c3a54aa5c147c8d504b"
+source = "git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb#43a42ac28e9d9bcf40a91abc02be4f12ca274ebb"
 dependencies = [
  "async-trait",
  "aws-config",
@@ -4419,6 +4419,7 @@ dependencies = [
  "crc32fast",
  "futures-core",
  "futures-util",
+ "indexmap 2.13.0",
  "mime_guess",
  "reqwest 0.13.4",
  "serde",
@@ -4430,6 +4431,24 @@ dependencies = [
  "uuid",
 ]
 
+[[package]]
+name = "lithos-llm"
+version = "0.1.0"
+source = "git+https://github.com/lithoscomputer/lithos-llm?rev=55add4596b861a0623d00c3a54aa5c147c8d504b#55add4596b861a0623d00c3a54aa5c147c8d504b"
+dependencies = [
+ "async-trait",
+ "futures-core",
+ "futures-util",
+ "reqwest 0.13.4",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.18",
+ "tokio",
+ "toml 0.8.23",
+ "tracing",
+ "uuid",
+]
+
 [[package]]
 name = "litrs"
 version = "1.0.0"
@@ -5238,11 +5257,28 @@ checksum = "df94ce210e5bc13cb6651479fa48d14f601d9858cfe0467f43ae157023b938d3"
 [[package]]
 name = "pebble-agent"
 version = "0.1.0"
-source = "git+https://github.com/lithoscomputer/pebble?rev=a39f43e26effdf99635eaf343f095c17157c9c93#a39f43e26effdf99635eaf343f095c17157c9c93"
+source = "git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d#67c9f486dd28f15c04e8d590a91e6f5563f7605d"
 dependencies = [
  "async-trait",
  "futures-util",
- "lithos-llm",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.18",
+ "tokio",
+ "tokio-util",
+ "tracing",
+ "uuid",
+]
+
+[[package]]
+name = "pebble-agent"
+version = "0.1.0"
+source = "git+https://github.com/lithoscomputer/pebble.git?rev=a39f43e26effdf99635eaf343f095c17157c9c93#a39f43e26effdf99635eaf343f095c17157c9c93"
+dependencies = [
+ "async-trait",
+ "futures-util",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=55add4596b861a0623d00c3a54aa5c147c8d504b)",
  "serde",
  "serde_json",
  "thiserror 2.0.18",
@@ -5255,7 +5291,7 @@ dependencies = [
 [[package]]
 name = "pebble-cli-core"
 version = "0.1.0"
-source = "git+https://github.com/lithoscomputer/pebble?rev=a39f43e26effdf99635eaf343f095c17157c9c93#a39f43e26effdf99635eaf343f095c17157c9c93"
+source = "git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d#67c9f486dd28f15c04e8d590a91e6f5563f7605d"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -5265,9 +5301,9 @@ dependencies = [
  "fs2",
  "futures-util",
  "humantime",
- "lithos-llm",
- "pebble-agent",
- "pebble-coding-agent",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
+ "pebble-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
  "rustix",
  "serde",
  "serde_json",
@@ -5284,12 +5320,36 @@ dependencies = [
 [[package]]
 name = "pebble-coding-agent"
 version = "0.1.0"
-source = "git+https://github.com/lithoscomputer/pebble?rev=a39f43e26effdf99635eaf343f095c17157c9c93#a39f43e26effdf99635eaf343f095c17157c9c93"
+source = "git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d#67c9f486dd28f15c04e8d590a91e6f5563f7605d"
 dependencies = [
  "async-trait",
  "futures-util",
- "lithos-llm",
- "pebble-agent",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=43a42ac28e9d9bcf40a91abc02be4f12ca274ebb)",
+ "pebble-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble?rev=67c9f486dd28f15c04e8d590a91e6f5563f7605d)",
+ "reqwest 0.13.4",
+ "rmcp",
+ "rustix",
+ "serde",
+ "serde_json",
+ "sha2 0.10.9",
+ "sse-stream",
+ "thiserror 2.0.18",
+ "tokio",
+ "tokio-util",
+ "tracing",
+ "url",
+ "uuid",
+]
+
+[[package]]
+name = "pebble-coding-agent"
+version = "0.1.0"
+source = "git+https://github.com/lithoscomputer/pebble.git?rev=a39f43e26effdf99635eaf343f095c17157c9c93#a39f43e26effdf99635eaf343f095c17157c9c93"
+dependencies = [
+ "async-trait",
+ "futures-util",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=55add4596b861a0623d00c3a54aa5c147c8d504b)",
+ "pebble-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble.git?rev=a39f43e26effdf99635eaf343f095c17157c9c93)",
  "reqwest 0.13.4",
  "rmcp",
  "rustix",
@@ -5329,9 +5389,9 @@ dependencies = [
  "async-trait",
  "globset",
  "jsonschema",
- "lithos-llm",
- "pebble-agent",
- "pebble-coding-agent",
+ "lithos-llm 0.1.0 (git+https://github.com/lithoscomputer/lithos-llm?rev=55add4596b861a0623d00c3a54aa5c147c8d504b)",
+ "pebble-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble.git?rev=a39f43e26effdf99635eaf343f095c17157c9c93)",
+ "pebble-coding-agent 0.1.0 (git+https://github.com/lithoscomputer/pebble.git?rev=a39f43e26effdf99635eaf343f095c17157c9c93)",
  "petri-execution",
  "petri-executor",
  "petri-frontend",
@@ -8065,7 +8125,7 @@ dependencies = [
 
 [[package]]
 name = "twin-github"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 dependencies = [
  "axum",
  "base64",
diff --git a/Cargo.toml b/Cargo.toml
index 4ddb5c447..ce62b8d85 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -10,7 +10,7 @@ resolver = "2"
 
 [workspace.package]
 edition = "2021"
-version = "0.357.0-nightly.0"
+version = "0.361.0-nightly.0"
 license = "MIT"
 
 [workspace.dependencies]
@@ -93,7 +93,7 @@ insta = "1"
 fabro-test = { path = "lib/foundation/fabro-test" }
 # Provider-neutral LLM catalog and client. Pinned to a revision until 0.x is
 # published to crates.io.
-lithos-llm = { git = "https://github.com/lithoscomputer/lithos-llm", rev = "55add4596b861a0623d00c3a54aa5c147c8d504b", default-features = false }
+lithos-llm = { git = "https://github.com/lithoscomputer/lithos-llm", rev = "43a42ac28e9d9bcf40a91abc02be4f12ca274ebb", default-features = false }
 # Deterministic OpenAI twin used by twin-mode E2E tests; the same revision
 # lithos-llm verifies its codecs against.
 twin-openai = { git = "https://github.com/lithoscomputer/twins", rev = "ca45f0e50a6716d716aa2f638ca3cf767e88f613" }
@@ -124,9 +124,9 @@ sandbox-driver-testing = { git = "https://github.com/lithoscomputer/sandbox-driv
 # sandbox, so the pebble and sandbox-driver pins move independently. Pebble
 # pins the same lithos-llm rev as fabro, and its lockfile policy is that
 # every shared crate resolves to the version lithos-llm locks.
-pebble-agent = { git = "https://github.com/lithoscomputer/pebble", rev = "a39f43e26effdf99635eaf343f095c17157c9c93" }
-pebble-coding-agent = { git = "https://github.com/lithoscomputer/pebble", rev = "a39f43e26effdf99635eaf343f095c17157c9c93", features = ["mcp", "search-providers"] }
-pebble-cli-core = { git = "https://github.com/lithoscomputer/pebble", rev = "a39f43e26effdf99635eaf343f095c17157c9c93" }
+pebble-agent = { git = "https://github.com/lithoscomputer/pebble", rev = "67c9f486dd28f15c04e8d590a91e6f5563f7605d" }
+pebble-coding-agent = { git = "https://github.com/lithoscomputer/pebble", rev = "67c9f486dd28f15c04e8d590a91e6f5563f7605d", features = ["mcp", "search-providers"] }
+pebble-cli-core = { git = "https://github.com/lithoscomputer/pebble", rev = "67c9f486dd28f15c04e8d590a91e6f5563f7605d" }
 # petri: the workflow engine Fabro runs its workflows on. Pinned by rev, the
 # same way pebble and sandbox-driver are. Petri pins the same pebble,
 # lithos-llm and sandbox-driver revisions as this file, so the workspace links
diff --git a/apps/fabro-web/app/routes/run-detail.test.ts b/apps/fabro-web/app/routes/run-detail.test.ts
index f21e2774d..add888ba6 100644
--- a/apps/fabro-web/app/routes/run-detail.test.ts
+++ b/apps/fabro-web/app/routes/run-detail.test.ts
@@ -19,6 +19,7 @@ import { TEST_PRINCIPAL, makeUsage } from "../lib/test-fixtures";
 let currentRunSummary: any = null;
 let currentRunState: any = null;
 let currentQuestions: any[] = [];
+let currentBoardRuns: any[] = [];
 let deleteRunApiResult: Promise<unknown> | null = null;
 const mountedRenderers: TestRenderer.ReactTestRenderer[] = [];
 
@@ -27,6 +28,12 @@ const deleteRunApiMock = mock((_id: string) =>
 );
 const mutateRunListCachesMock = mock((_mutate: unknown) => undefined);
 const swrMutateMock = mock((_key: unknown) => Promise.resolve(undefined));
+const questionQueryMock = mock((_runId: string, _enabled: boolean) => ({ data: currentQuestions }));
+const submitAnswerMock = mock((_answer: unknown) => Promise.resolve(undefined));
+const submitAnswerHookMock = mock((_runId: string) => ({
+  isMutating: false,
+  trigger: submitAnswerMock,
+}));
 
 mock.module("@headlessui/react", () => ({
   Dialog: ({ open, children }: any) =>
@@ -48,6 +55,10 @@ mock.module("@headlessui/react", () => ({
 }));
 
 mock.module("../lib/queries", () => ({
+  useAllRuns: () => ({ data: { data: currentBoardRuns }, isLoading: false }),
+  useRunsPage: () => ({ data: null, isLoading: false }),
+  useAuthConfig: () => ({ data: { methods: [] } }),
+  useSystemInfo: () => ({ data: null }),
   useRun: () => ({
     data:      currentRunSummary,
     isLoading: false,
@@ -56,9 +67,7 @@ mock.module("../lib/queries", () => ({
     data:      null,
     isLoading: false,
   }),
-  useRunQuestions: () => ({
-    data: currentQuestions,
-  }),
+  useRunQuestions: questionQueryMock,
   useRunPullRequest: () => ({
     data:      null,
     isLoading: false,
@@ -79,6 +88,11 @@ mock.module("../lib/run-events", () => ({
   useRunEvents: () => undefined,
 }));
 
+mock.module("../lib/board-events", () => ({
+  shouldRefreshBoardForEvent: () => false,
+  useBoardEvents: () => undefined,
+}));
+
 mock.module("../hooks/use-run-toasts", () => ({
   useRunToasts: () => undefined,
 }));
@@ -168,7 +182,7 @@ mock.module("../lib/mutations", () => ({
   useInterruptRun:         mutationState,
   usePreviewRun:           mutationState,
   useSteerRun:             mutationState,
-  useSubmitInterviewAnswer: mutationState,
+  useSubmitInterviewAnswer: submitAnswerHookMock,
   useUpdateRunTitle:       mutationState,
   useUnarchiveRun:         mutationState,
 }));
@@ -186,6 +200,7 @@ const {
   default: RunDetail,
   resolveDockClearance,
 } = await import("./run-detail");
+const { default: Runs } = await import("./runs");
 mock.restore();
 type LifecycleToastState = import("./run-detail/lifecycle-toasts").LifecycleToastState;
 type RunDetailActionResult = import("./run-detail/lifecycle-toasts").RunDetailActionResult;
@@ -333,7 +348,7 @@ async function renderRunDetailHarness({
     [
       {
         path:    "/runs",
-        element: h("div", { "data-route": "runs-index" }, "Runs"),
+        element: h(Runs),
       },
       {
         path:    "/runs/:id",
@@ -634,6 +649,10 @@ describe("RunDetail full-height child routes", () => {
     currentRunSummary = null;
     currentRunState = null;
     currentQuestions = [];
+    currentBoardRuns = [];
+    questionQueryMock.mockClear();
+    submitAnswerMock.mockClear();
+    submitAnswerHookMock.mockClear();
     deleteRunApiResult = null;
     deleteRunApiMock.mockClear();
     mutateRunListCachesMock.mockClear();
@@ -641,6 +660,55 @@ describe("RunDetail full-height child routes", () => {
     delete (globalThis as { IS_REACT_ACT_ENVIRONMENT?: boolean }).IS_REACT_ACT_ENVIRONMENT;
   });
 
+  test("Answer Question on a blocked board card opens that run's pending interview", async () => {
+    currentBoardRuns = [
+      { ...makeRunSummary(), id: "other-run" },
+      makeRunSummary({ status: "blocked" }),
+    ];
+    const { renderer, router } = await renderRunDetailHarness({
+      initialEntry: "/runs?view=columns",
+      status: "blocked",
+      questions: [makeQuestion()],
+    });
+
+    await act(async () => {
+      findButtonByText(renderer, "Answer Question")!.props.onClick();
+    });
+
+    expect(router.state.location.pathname).toBe("/runs/run_1");
+    expect(questionQueryMock).toHaveBeenCalledWith("run_1", true);
+    const interview = renderer.root.findByProps({ "aria-label": "Interview question" });
+    expect(textFromTestNode(interview)).toContain("Approve?");
+    const answer = interview.findByProps({ "aria-label": "Answer yes" });
+    expect(answer.props.disabled).toBe(false);
+    await act(async () => {
+      answer.props.onClick();
+    });
+    expect(submitAnswerHookMock).toHaveBeenCalledWith("run_1");
+    expect(submitAnswerMock).toHaveBeenCalledWith({ questionId: "q_1", answer: { kind: "yes" } });
+  });
+
+  for (const status of ["blocked", "running"]) {
+    test(`a stale blocked card opens the ${status} run without an already answered question`, async () => {
+      currentBoardRuns = [makeRunSummary({ status: "blocked" })];
+      const { renderer, router } = await renderRunDetailHarness({
+        initialEntry: "/runs?view=columns",
+        status,
+        questions: [],
+      });
+
+      await act(async () => {
+        findButtonByText(renderer, "Answer Question")!.props.onClick();
+      });
+
+      expect(router.state.location.pathname).toBe("/runs/run_1");
+      expect(questionQueryMock).toHaveBeenCalledWith("run_1", status === "blocked");
+      expect(textFromNode(renderer.toJSON())).toContain("Overview");
+      expect(renderer.root.findAllByProps({ "aria-label": "Interview question" })).toHaveLength(0);
+      expect(submitAnswerMock).not.toHaveBeenCalled();
+    });
+  }
+
   test("uses a full-height flex wrapper for fullHeight child routes", async () => {
     const renderer = await renderRunDetail({
       initialEntry: "/runs/run_1/files",
diff --git a/apps/fabro-web/app/routes/runs.tsx b/apps/fabro-web/app/routes/runs.tsx
index 9aeceb78c..69ae6ff04 100644
--- a/apps/fabro-web/app/routes/runs.tsx
+++ b/apps/fabro-web/app/routes/runs.tsx
@@ -1,5 +1,5 @@
 import { useState, useCallback, useMemo, useRef } from "react";
-import { Link, Navigate } from "react-router";
+import { Link, Navigate, useNavigate } from "react-router";
 import { CheckIcon, ChevronDownIcon, CommandLineIcon } from "@heroicons/react/24/outline";
 import { EllipsisVerticalIcon } from "@heroicons/react/20/solid";
 import { Menu, MenuButton, MenuItem, MenuItems } from "@headlessui/react";
@@ -360,6 +360,7 @@ function PrCard({
 // piece as a sibling `<div>` below the card body recreates a recurring bug
 // where stats stack onto separate lines instead of sitting next to size/actions.
 function PrCardFooter({ pr, actions }: { pr: RunItem; actions?: string[] }) {
+  const navigate = useNavigate();
   const hasActions = actions != null && actions.length > 0;
   const hasStats =
     pr.resources != null ||
@@ -399,6 +400,7 @@ function PrCardFooter({ pr, actions }: { pr: RunItem; actions?: string[] }) {
               key={label}
               type="button"
               disabled={pr.actionDisabled}
+              onClick={label === "Answer Question" ? () => navigate(`/runs/${pr.id}`) : undefined}
               className={`inline-flex items-center gap-1.5 rounded-md border px-2.5 py-1 text-[11px] font-medium transition-colors disabled:cursor-not-allowed disabled:text-fg-muted disabled:border-line ${
                 label === "Merge"
                   ? "border-mint/20 text-mint hover:border-mint/50 hover:text-fg"
diff --git a/docs/public/api-reference/fabro-api.yaml b/docs/public/api-reference/fabro-api.yaml
index 517b9e869..02c227ee0 100644
--- a/docs/public/api-reference/fabro-api.yaml
+++ b/docs/public/api-reference/fabro-api.yaml
@@ -8657,8 +8657,8 @@ components:
           example: "Anthropic"
         adapter:
           type: string
-          description: "lithos adapter id the provider speaks, such as `anthropic`, `openai`, `gemini`, or `openai-compatible`."
-          example: "anthropic"
+          description: "lithos adapter id the provider uses: `http` or `bedrock`, or a custom adapter's id."
+          example: "http"
         base_url:
           type: string
           description: Effective API base URL, including any operator override.
diff --git a/docs/public/core-concepts/models.mdx b/docs/public/core-concepts/models.mdx
index 3bbf7524c..ae0c60fcf 100644
--- a/docs/public/core-concepts/models.mdx
+++ b/docs/public/core-concepts/models.mdx
@@ -80,13 +80,11 @@ Claude Fable 5 is available as an explicit model but is not the default Anthropi
 
 Fabro's catalog is the [lithos-llm](https://docs.rs/lithos-llm) built-in catalog. The `[llm]` table in settings is a second layer over it: a lithos catalog overlay that adds providers and models or changes existing entries. Later layers win. Tables merge key by key and every other value replaces. Models are nested under their provider, so two providers can expose the same model id without overwriting each other.
 
-Provider and model facts use lithos field names: `adapter`, `codec`, `base_url`, `auth`, `enabled`, `limits`, `capabilities`, `pricing`, `small_default`, `probe`, `family`, and the cutoffs. The coding harness a model expects lives under `metadata.agent`, a namespace lithos ships and other agents such as Pebble read too. See [Settings Configuration](/reference/user-configuration#llm) for every key.
+Provider and model facts use lithos field names: `adapter`, `codecs`, `base_url`, `auth`, `enabled`, `limits`, `capabilities`, `pricing`, `small_default`, `probe`, `family`, and the cutoffs. The coding harness a model expects lives under `metadata.agent`, a namespace lithos ships and other agents such as Pebble read too. See [Settings Configuration](/reference/user-configuration#llm) for every key.
 
 ```toml title="settings.toml"
 [llm.providers.proxy]
 display_name = "Acme Gateway"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "https://llm-gateway.example.com/v1"
 auth = { type = "bearer" }
 aliases = ["gateway"]
diff --git a/docs/public/integrations/fireworks.mdx b/docs/public/integrations/fireworks.mdx
index 17c70bf2d..742ec1716 100644
--- a/docs/public/integrations/fireworks.mdx
+++ b/docs/public/integrations/fireworks.mdx
@@ -3,7 +3,7 @@ title: "Fireworks AI"
 description: "Run open-weights models on Fireworks AI's serverless inference platform"
 ---
 
-[Fireworks AI](https://fireworks.ai/) serves open-weights models (Kimi, DeepSeek, GLM, Qwen, GPT-OSS, and more) behind an OpenAI-compatible API. Fabro ships a disabled `fireworks` provider entry with a curated model catalog, so you can opt in from `settings.toml` without changing Fabro code.
+[Fireworks AI](https://fireworks.ai/) serves open-weights models (Kimi, DeepSeek, GLM, Qwen, GPT-OSS, and more) behind an OpenAI-compatible API. Fabro ships an enabled `fireworks` provider entry with a curated model catalog; it needs only an API key, and `settings.toml` can adjust it without changing Fabro code.
 
 ## Prerequisites
 
diff --git a/docs/public/integrations/openrouter.mdx b/docs/public/integrations/openrouter.mdx
index ec61ec565..1fb8c6f1c 100644
--- a/docs/public/integrations/openrouter.mdx
+++ b/docs/public/integrations/openrouter.mdx
@@ -3,7 +3,7 @@ title: "OpenRouter"
 description: "Route Fabro models through OpenRouter's multi-provider gateway"
 ---
 
-[OpenRouter](https://openrouter.ai/) is an aggregator that fronts hundreds of models behind one OpenAI-compatible API. Fabro ships a disabled `openrouter` provider entry with a curated model catalog, so you can opt in from `settings.toml` without changing Fabro code.
+[OpenRouter](https://openrouter.ai/) is an aggregator that fronts hundreds of models behind one OpenAI-compatible API. Fabro ships an enabled `openrouter` provider entry with a curated model catalog; it needs only an API key, and `settings.toml` can adjust it without changing Fabro code.
 
 ## Prerequisites
 
diff --git a/docs/public/reference/cli.mdx b/docs/public/reference/cli.mdx
index dbabb5a2e..49d17f763 100644
--- a/docs/public/reference/cli.mdx
+++ b/docs/public/reference/cli.mdx
@@ -63,7 +63,7 @@ fabro [OPTIONS] [COMMAND]
 
 | Command | Description |
 | --- | --- |
-| `fabro approve` | Approve pending workflow runs |
+| `fabro approve` | Approve a pending run for execution |
 | `fabro archive` | Mark terminal runs as archived (reviewed, no further action needed). Archived runs are hidden from default listings |
 | `fabro artifact` | Inspect and copy run artifacts (screenshots, reports, traces) |
 | `fabro ask` | Ask Fabro a read-only question about a run |
@@ -71,7 +71,7 @@ fabro [OPTIONS] [COMMAND]
 | `fabro auth` | Manage CLI authentication state |
 | `fabro completion` | Generate shell completions |
 | `fabro create` | Register a workflow version and create a submitted run |
-| `fabro deny` | Deny pending workflow runs |
+| `fabro deny` | Deny execution of a pending run |
 | `fabro discord` | Open the Discord community in the browser |
 | `fabro docs` | Open the docs website in the browser |
 | `fabro doctor` | Check environment and integration health |
@@ -113,7 +113,7 @@ fabro [OPTIONS] [COMMAND]
 
 ### `fabro approve`
 
-Approve pending workflow runs
+Approve a pending run for execution
 
 ```bash
 fabro approve [OPTIONS] <RUNS>...
@@ -373,7 +373,7 @@ fabro create [OPTIONS] <WORKFLOW>
 
 ### `fabro deny`
 
-Deny pending workflow runs
+Deny execution of a pending run
 
 ```bash
 fabro deny [OPTIONS] <RUNS>...
diff --git a/docs/public/reference/sdk.mdx b/docs/public/reference/sdk.mdx
index 3f3843dc8..5307736f4 100644
--- a/docs/public/reference/sdk.mdx
+++ b/docs/public/reference/sdk.mdx
@@ -449,7 +449,7 @@ let result = client.complete_with_context(request, context).await;
 
 ### Provider adapters
 
-Providers are lithos adapters selected by the catalog `adapter` id: `anthropic`, `openai`, `gemini`, `openai-compatible`, and `bedrock`. A new OpenAI-compatible endpoint needs a catalog entry, not code.
+A provider names one lithos adapter in `adapter` (`http`, the default, or `bedrock`) and lists the wire codecs its host speaks in `codecs` (`openai-chat`, the default, `openai-responses`, `anthropic-messages`, `gemini-generate`, or `bedrock-converse`). A new OpenAI-compatible endpoint needs a catalog entry, not code.
 
 To add a custom transport, implement the lithos `ProviderAdapter` trait and register it with `ClientOptions::with_adapter`. `fabro_llm::gateway::GatewayAdapter` is Fabro's own example: it posts each request to a Fabro server's completions endpoint, which returns lithos `Response` JSON and streams lithos `StreamEvent` JSON verbatim.
 
diff --git a/docs/public/reference/user-configuration.mdx b/docs/public/reference/user-configuration.mdx
index 6839c5f79..e70436ea4 100644
--- a/docs/public/reference/user-configuration.mdx
+++ b/docs/public/reference/user-configuration.mdx
@@ -89,8 +89,6 @@ level = "info"
 
 [llm.providers.proxy]
 display_name = "Acme Gateway"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "https://llm-gateway.example.com/v1"
 auth = { type = "bearer" }
 aliases = ["gateway"]
@@ -154,8 +152,6 @@ Several built-in providers ship with `enabled = false`. Turn one on by setting
 ```toml title="settings.toml"
 [llm.providers.proxy]
 display_name = "Acme Gateway"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "https://llm-gateway.example.com/v1"
 auth = { type = "bearer" }
 priority = 50
@@ -195,11 +191,11 @@ Define or override an LLM provider. The keys are the lithos provider record.
 | Key | Type / values | Default | Description |
 |---|---|---|---|
 | `display_name` | string | required for new providers | Human-readable provider name. |
-| `adapter` | string | required for new providers | lithos adapter id: `anthropic`, `openai`, `gemini`, `openai-compatible`, or `bedrock`. |
-| `codec` | string | required for new providers | Wire codec: `anthropic-messages`, `openai-responses`, `openai-chat`, `gemini-generate`, or `bedrock-converse`. |
-| `base_url` | string | required for new providers | Provider API base URL. The `openai-compatible` adapter appends `/v1/chat/completions` unless the URL already ends in a version segment. |
+| `adapter` | string | `"http"` | lithos adapter id: `http` or `bedrock`. Any other id names a custom adapter the application registered. |
+| `codecs` | array<string> | `["openai-chat"]` | Wire codecs the host speaks, in preference order: `openai-chat`, `openai-responses`, `anthropic-messages`, `gemini-generate`, or `bedrock-converse`. A Chat Completions host needs no line. |
+| `base_url` | string | required for new providers | Provider API base URL. The `openai-chat` codec appends `/v1/chat/completions` unless the URL already ends in a version segment. |
 | `auth` | table | required for new providers | Auth scheme: `{ type = "bearer" }`, `{ type = "header", name = "x-api-key" }`, `{ type = "headers" }`, `{ type = "none" }`, or `{ type = "aws" }`. |
-| `enabled` | boolean | `true` | Set `false` to hide a provider from Fabro. `bedrock`, `bedrock-openai`, `fireworks`, `litellm`, `modal`, `ollama`, and `openrouter` ship disabled. |
+| `enabled` | boolean | `true` | Set `false` to hide a provider from Fabro. `bedrock`, `bedrock-openai`, `litellm`, `modal`, and `ollama` ship disabled. |
 | `priority` | integer | `0` | Higher-priority ready providers win unqualified model and default selection. |
 | `aliases` | array<string> | `[]` | Additional provider names accepted by model routing and fallback config. |
 | `default_model` | string | None | The provider's default model id. |
diff --git a/docs/public/workflows/human-in-the-loop.mdx b/docs/public/workflows/human-in-the-loop.mdx
index f1cb0bfa7..b64e953e2 100644
--- a/docs/public/workflows/human-in-the-loop.mdx
+++ b/docs/public/workflows/human-in-the-loop.mdx
@@ -19,6 +19,14 @@ approve -> skip      [label="[S] Skip"]
 
 When execution reaches the gate, the user sees the previous stage's output followed by the node's label ("Approve Plan") and the available options. In the CLI, this appears as an interactive menu. In the web UI, blocked runs show an interview dock on the run page where the user can answer the pending question.
 
+<Note>
+`fabro approve` and `fabro deny` grant or deny permission to **start a run** waiting
+for execution approval. To answer a human gate during execution, run
+`fabro attach <run>` for an interactive prompt or use the run page's interview dock.
+API clients can list pending questions with `GET /api/v1/runs/{id}/questions` and
+answer a specific question with `POST /api/v1/runs/{id}/questions/{qid}/answer`.
+</Note>
+
 ### Keyboard accelerators
 
 The prefixes `[A]`, `[R]`, `[S]` in edge labels serve as keyboard accelerators. Fabro supports three formats:
diff --git a/lib/apps/fabro-cli/src/args.rs b/lib/apps/fabro-cli/src/args.rs
index b78459f7a..e7dd3e3a1 100644
--- a/lib/apps/fabro-cli/src/args.rs
+++ b/lib/apps/fabro-cli/src/args.rs
@@ -1395,9 +1395,9 @@ pub(crate) enum RunsCommands {
     Rm(RunsRemoveArgs),
     /// Show detailed information about a workflow run
     Inspect(InspectArgs),
-    /// Approve pending workflow runs.
+    /// Approve a pending run for execution.
     Approve(RunsApproveArgs),
-    /// Deny pending workflow runs.
+    /// Deny execution of a pending run.
     Deny(RunsDenyArgs),
     /// Mark terminal runs as archived (reviewed, no further action needed).
     /// Archived runs are hidden from default listings.
diff --git a/lib/apps/fabro-cli/tests/it/cmd/approve.rs b/lib/apps/fabro-cli/tests/it/cmd/approve.rs
index 2f4d23ad9..919d21341 100644
--- a/lib/apps/fabro-cli/tests/it/cmd/approve.rs
+++ b/lib/apps/fabro-cli/tests/it/cmd/approve.rs
@@ -14,7 +14,7 @@ fn help() {
     success: true
     exit_code: 0
     ----- stdout -----
-    Approve pending workflow runs
+    Approve a pending run for execution
 
     Usage: fabro approve [OPTIONS] <RUNS>...
 
diff --git a/lib/apps/fabro-cli/tests/it/cmd/deny.rs b/lib/apps/fabro-cli/tests/it/cmd/deny.rs
index 867b65907..29e760006 100644
--- a/lib/apps/fabro-cli/tests/it/cmd/deny.rs
+++ b/lib/apps/fabro-cli/tests/it/cmd/deny.rs
@@ -14,7 +14,7 @@ fn help() {
     success: true
     exit_code: 0
     ----- stdout -----
-    Deny pending workflow runs
+    Deny execution of a pending run
 
     Usage: fabro deny [OPTIONS] <RUNS>...
 
diff --git a/lib/apps/fabro-cli/tests/it/cmd/exec.rs b/lib/apps/fabro-cli/tests/it/cmd/exec.rs
index d1acba902..6502f5598 100644
--- a/lib/apps/fabro-cli/tests/it/cmd/exec.rs
+++ b/lib/apps/fabro-cli/tests/it/cmd/exec.rs
@@ -333,7 +333,7 @@ fn exec_accepts_configured_custom_provider_from_settings() {
     let context = test_context!();
     context.write_home(
         ".fabro/settings.toml",
-        "_version = 1\n\n[llm.providers.acme-aws]\ndisplay_name = \"Acme AWS\"\nadapter = \"openai-compatible\"\ncodec = \"openai-chat\"\nbase_url = \"https://bedrock.example.invalid/v1\"\nauth = { type = \"bearer\" }\nallow_passthrough = true\n\n[llm.providers.acme-aws.metadata.agent]\nprofile = \"openai\"\n\n[cli.exec.model]\nprovider = \"acme-aws\"\nname = \"acme-claude-sonnet-4-6\"\n",
+        "_version = 1\n\n[llm.providers.acme-aws]\ndisplay_name = \"Acme AWS\"\nbase_url = \"https://bedrock.example.invalid/v1\"\nauth = { type = \"bearer\" }\nallow_passthrough = true\n\n[llm.providers.acme-aws.metadata.agent]\nprofile = \"openai\"\n\n[cli.exec.model]\nprovider = \"acme-aws\"\nname = \"acme-claude-sonnet-4-6\"\n",
     );
 
     let mut cmd = context.exec_cmd();
@@ -398,7 +398,7 @@ fn exec_server_target_accepts_configured_custom_provider_from_settings() {
     let context = test_context!();
     context.write_home(
         ".fabro/settings.toml",
-        "_version = 1\n\n[llm.providers.acme-aws]\ndisplay_name = \"Acme AWS\"\nadapter = \"openai-compatible\"\ncodec = \"openai-chat\"\nbase_url = \"https://bedrock.example.invalid/v1\"\nauth = { type = \"bearer\" }\nallow_passthrough = true\n\n[llm.providers.acme-aws.metadata.agent]\nprofile = \"openai\"\n\n[cli.exec.model]\nprovider = \"acme-aws\"\nname = \"acme-claude-sonnet-4-6\"\n",
+        "_version = 1\n\n[llm.providers.acme-aws]\ndisplay_name = \"Acme AWS\"\nbase_url = \"https://bedrock.example.invalid/v1\"\nauth = { type = \"bearer\" }\nallow_passthrough = true\n\n[llm.providers.acme-aws.metadata.agent]\nprofile = \"openai\"\n\n[cli.exec.model]\nprovider = \"acme-aws\"\nname = \"acme-claude-sonnet-4-6\"\n",
     );
     let server = MockServer::start();
     server.mock(|when, then| {
diff --git a/lib/apps/fabro-cli/tests/it/cmd/fabro.rs b/lib/apps/fabro-cli/tests/it/cmd/fabro.rs
index c28cc5ed8..52842f5db 100644
--- a/lib/apps/fabro-cli/tests/it/cmd/fabro.rs
+++ b/lib/apps/fabro-cli/tests/it/cmd/fabro.rs
@@ -33,8 +33,8 @@ fn help() {
       dump        Export a run's durable state to a directory
       rm          Remove one or more workflow runs
       inspect     Show detailed information about a workflow run
-      approve     Approve pending workflow runs
-      deny        Deny pending workflow runs
+      approve     Approve a pending run for execution
+      deny        Deny execution of a pending run
       archive     Mark terminal runs as archived (reviewed, no further action needed). Archived runs are hidden from default listings
       unarchive   Restore archived runs to their prior terminal status
       model       List and test LLM models
diff --git a/lib/apps/fabro-server/src/run_manifest.rs b/lib/apps/fabro-server/src/run_manifest.rs
index 032662fc9..fa8b3d7ab 100644
--- a/lib/apps/fabro-server/src/run_manifest.rs
+++ b/lib/apps/fabro-server/src/run_manifest.rs
@@ -2991,8 +2991,6 @@ digraph Demo {
                 r#"
 [providers.acme]
 display_name = "Acme"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "https://api.acme.test/v1"
 auth = { type = "bearer" }
 default_model = "acme-large"
diff --git a/lib/apps/fabro-server/src/server/handler/sessions.rs b/lib/apps/fabro-server/src/server/handler/sessions.rs
index f978d7562..a75388808 100644
--- a/lib/apps/fabro-server/src/server/handler/sessions.rs
+++ b/lib/apps/fabro-server/src/server/handler/sessions.rs
@@ -1459,8 +1459,8 @@ mod tests {
     }
 
     /// OpenAI and OpenRouter both offer `gpt-5.6-sol` under the `gpt-56-sol`
-    /// alias; OpenRouter ships disabled, so enable it the way an operator
-    /// would.
+    /// alias; both ship enabled, and the overlay makes it the default on
+    /// each.
     fn portable_session_catalog() -> Catalog {
         fabro_llm::test_support::test_catalog_with_overlay(
             r#"
diff --git a/lib/apps/fabro-server/src/server/tests.rs b/lib/apps/fabro-server/src/server/tests.rs
index b04e19acd..56dc76b85 100644
--- a/lib/apps/fabro-server/src/server/tests.rs
+++ b/lib/apps/fabro-server/src/server/tests.rs
@@ -322,8 +322,6 @@ fn acme_overlay(base_url: &str) -> String {
         r#"
 [providers.acme]
 display_name = "Acme"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = {base_url}
 auth = {{ type = "bearer" }}
 priority = 120
@@ -5268,8 +5266,6 @@ async fn model_api_keeps_duplicate_ids_provider_scoped_and_selects_ready_priorit
         r#"
 [providers.direct]
 display_name = "Direct"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = {direct}
 auth = {{ type = "bearer" }}
 priority = 120
@@ -5287,8 +5283,6 @@ capabilities = {{ text = true }}
 
 [providers.aggregator]
 display_name = "Aggregator"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = {aggregator}
 auth = {{ type = "bearer" }}
 priority = 110
@@ -5451,8 +5445,6 @@ async fn test_model_forwards_and_validates_reasoning_effort() {
         r#"
 [providers.acme]
 display_name = "Acme"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = {base_url}
 auth = {{ type = "bearer" }}
 priority = 120
@@ -6003,8 +5995,8 @@ async fn test_providers_registration_issue_returns_error_without_probe() {
     // An adapter lithos does not ship cannot be built, so the provider is
     // configured (it has a vault key) yet unavailable.
     let overlay = acme_overlay("https://api.acme.test/v1").replace(
-        "adapter = \"openai-compatible\"",
-        "adapter = \"not-an-adapter\"",
+        "display_name = \"Acme\"",
+        "display_name = \"Acme\"\nadapter = \"not-an-adapter\"",
     );
     let state = TestAppStateBuilder::new()
         .runtime_settings(default_test_server_settings(), RunLayer::default())
@@ -6077,8 +6069,7 @@ async fn test_providers_mixed_results_preserve_catalog_order_and_counts() {
         r#"
 [providers.zeta]
 display_name = "Zeta"
-adapter = "openai"
-codec = "openai-responses"
+codecs = ["openai-responses"]
 base_url = {base_url}
 auth = {{ type = "bearer" }}
 priority = 50
@@ -6093,8 +6084,7 @@ probe = true
 
 [providers.alpha]
 display_name = "Alpha"
-adapter = "openai"
-codec = "openai-responses"
+codecs = ["openai-responses"]
 base_url = {base_url}
 auth = {{ type = "bearer" }}
 priority = 40
diff --git a/lib/apps/fabro-server/tests/it/pagination.rs b/lib/apps/fabro-server/tests/it/pagination.rs
index f773ac207..41a58587f 100644
--- a/lib/apps/fabro-server/tests/it/pagination.rs
+++ b/lib/apps/fabro-server/tests/it/pagination.rs
@@ -72,16 +72,31 @@ async fn paginated_endpoints_return_correct_shape() {
     let app = fabro_server::test_support::build_test_router(state);
 
     for ep in ENDPOINTS {
-        // Large limit: paginated shape, has_more = false (all fixture items fit).
-        // Using an explicit large limit instead of the server default so the test
-        // stays robust when datasets (e.g. the built-in model catalog) grow.
-        let json = get_json(app.clone(), &format!("{}?page[limit]=100", ep.path)).await;
-        assert_paginated_shape(&json, ep.name);
-        assert_eq!(
-            json["meta"]["has_more"], false,
-            "{}: large limit should have has_more=false",
-            ep.name
-        );
+        // Walk the collection at the largest page the API allows: every page
+        // has the paginated shape, and the last one reports has_more = false.
+        // The built-in model catalog is larger than one page, so the walk
+        // follows `page[offset]` rather than assuming one page fits.
+        let mut offset = 0;
+        loop {
+            let json = get_json(
+                app.clone(),
+                &format!("{}?page[limit]=100&page[offset]={offset}", ep.path),
+            )
+            .await;
+            assert_paginated_shape(&json, &format!("{} offset={offset}", ep.name));
+            let page_len = json["data"].as_array().unwrap().len();
+            assert!(page_len <= 100, "{}: page exceeded the limit", ep.name);
+            if json["meta"]["has_more"] == false {
+                break;
+            }
+            assert!(
+                page_len == 100,
+                "{}: has_more=true on a page shorter than the limit",
+                ep.name
+            );
+            offset += page_len;
+            assert!(offset < 10_000, "{}: has_more never turned false", ep.name);
+        }
 
         // limit=1: at most 1 item, has_more = true (all fixtures have >1 item)
         let json = get_json(app.clone(), &format!("{}?page[limit]=1", ep.path)).await;
diff --git a/lib/components/fabro-llm/Cargo.toml b/lib/components/fabro-llm/Cargo.toml
index cccc5fee2..21a993bed 100644
--- a/lib/components/fabro-llm/Cargo.toml
+++ b/lib/components/fabro-llm/Cargo.toml
@@ -27,7 +27,7 @@ fabro-redact.workspace = true
 fabro-static.workspace = true
 fabro-types = { path = "../../foundation/fabro-types" }
 futures.workspace = true
-lithos-llm = { workspace = true, features = ["builtin-catalog", "openai", "anthropic", "gemini", "openai-compatible", "bedrock", "bedrock-aws", "local-files"] }
+lithos-llm = { workspace = true, features = ["builtin-catalog", "bedrock", "bedrock-aws", "local-files"] }
 serde.workspace = true
 serde_json.workspace = true
 strum.workspace = true
diff --git a/lib/components/fabro-llm/src/catalog.rs b/lib/components/fabro-llm/src/catalog.rs
index 0f76d5d34..731f8fe44 100644
--- a/lib/components/fabro-llm/src/catalog.rs
+++ b/lib/components/fabro-llm/src/catalog.rs
@@ -13,7 +13,8 @@ use fabro_static::EnvVars;
 use fabro_types::AgentProfileKind;
 pub use lithos_llm::catalog::Offering;
 use lithos_llm::catalog::{
-    Catalog, CatalogBuilder, CatalogError, CatalogModel, CatalogProvider, Metadata,
+    Catalog, CatalogBuilder, CatalogError, CatalogModel, CatalogProvider, CodecId, Metadata,
+    adapter_ids, codec_ids,
 };
 use serde::Deserialize;
 
@@ -101,11 +102,16 @@ fn implied_agent_profiles(catalog: &Catalog) -> String {
 }
 
 /// The profile a provider's wire protocol implies, for a provider whose
-/// catalog entry does not name one.
+/// catalog entry does not name one. The protocol is the provider's first
+/// codec, the one the client sends a generation call on; the `bedrock`
+/// adapter speaks Converse to Anthropic-shaped models.
 fn adapter_agent_profile(provider: &CatalogProvider) -> AgentProfileKind {
-    match provider.adapter().as_str() {
-        "anthropic" | "bedrock" => AgentProfileKind::Anthropic,
-        "gemini" => AgentProfileKind::Gemini,
+    if provider.adapter().as_str() == adapter_ids::BEDROCK {
+        return AgentProfileKind::Anthropic;
+    }
+    match provider.codecs().first().map(CodecId::as_str) {
+        Some(codec_ids::ANTHROPIC_MESSAGES) => AgentProfileKind::Anthropic,
+        Some(codec_ids::GEMINI_GENERATE) => AgentProfileKind::Gemini,
         _ => AgentProfileKind::OpenAi,
     }
 }
@@ -241,7 +247,7 @@ enabled = false
             Some(AgentProfileKind::OpenAi)
         );
         assert_eq!(
-            agent_profile(&catalog, "openrouter", None),
+            agent_profile(&catalog, "bedrock-openai", None),
             None,
             "disabled providers have no profile to offer"
         );
@@ -282,8 +288,6 @@ enabled = false
                 r#"
 [providers.acme]
 display_name = "Acme"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "https://api.acme.test/v1"
 auth = { type = "bearer" }
 default_model = "acme-llama"
@@ -308,4 +312,27 @@ capabilities = { text = true, tools = true }
             Some(AgentProfileKind::OpenAi)
         );
     }
+
+    /// The implied profile follows the provider's first codec, so a host that
+    /// speaks Anthropic Messages gets the Anthropic harness.
+    #[test]
+    fn the_implied_profile_follows_the_first_codec() {
+        let overlay = LlmLayer(
+            toml::from_str(
+                r#"
+[providers.acme]
+display_name = "Acme"
+codecs = ["anthropic-messages"]
+base_url = "https://api.acme.test"
+auth = { type = "header", name = "x-api-key" }
+"#,
+            )
+            .unwrap(),
+        );
+        let catalog = build_catalog(&overlay, &|_| None).unwrap();
+        assert_eq!(
+            agent_profile(&catalog, "acme", None),
+            Some(AgentProfileKind::Anthropic)
+        );
+    }
 }
diff --git a/lib/components/fabro-llm/src/selection.rs b/lib/components/fabro-llm/src/selection.rs
index 4372afddd..63ab7aee4 100644
--- a/lib/components/fabro-llm/src/selection.rs
+++ b/lib/components/fabro-llm/src/selection.rs
@@ -407,12 +407,12 @@ mod tests {
     fn disabled_providers_are_not_selectable() {
         let catalog = test_catalog();
         assert!(matches!(
-            select(&catalog, "gpt-5.4", None, &eligible(&["openrouter"])),
+            select(&catalog, "gpt-5.4", None, &eligible(&["bedrock-openai"])),
             Err(ModelSelectionError::NoEligibleOffering { .. })
         ));
-        let enabled = test_catalog_with_overlay("[providers.openrouter]\nenabled = true\n");
-        let entry = select(&enabled, "gpt-5.4", None, &eligible(&["openrouter"])).unwrap();
-        assert_eq!(entry.provider.id(), &ProviderId::new("openrouter"));
+        let enabled = test_catalog_with_overlay("[providers.bedrock-openai]\nenabled = true\n");
+        let entry = select(&enabled, "gpt-5.4", None, &eligible(&["bedrock-openai"])).unwrap();
+        assert_eq!(entry.provider.id(), &ProviderId::new("bedrock-openai"));
     }
 
     #[test]
diff --git a/lib/components/fabro-workflow/src/pull_request.rs b/lib/components/fabro-workflow/src/pull_request.rs
index 7be564502..1a78ac9f5 100644
--- a/lib/components/fabro-workflow/src/pull_request.rs
+++ b/lib/components/fabro-workflow/src/pull_request.rs
@@ -748,8 +748,6 @@ mod tests {
             r#"
 [providers.mock]
 display_name = "Mock"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "http://mock.invalid/v1"
 auth = { type = "bearer" }
 allow_passthrough = true
diff --git a/lib/foundation/fabro-auth/src/vault_source.rs b/lib/foundation/fabro-auth/src/vault_source.rs
index 7f211d7d3..74a7932b0 100644
--- a/lib/foundation/fabro-auth/src/vault_source.rs
+++ b/lib/foundation/fabro-auth/src/vault_source.rs
@@ -383,8 +383,6 @@ mod tests {
             r#"
 [providers.gateway]
 display_name = "Gateway"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "https://gateway.test/v1"
 auth = { type = "bearer" }
 default_headers = { "x-portkey-api-key" = "{{ secrets.PORTKEY_API_KEY }}", "x-portkey-config" = "@prod" }
diff --git a/lib/foundation/fabro-config/src/builders.rs b/lib/foundation/fabro-config/src/builders.rs
index 125183e99..d6bdf4608 100644
--- a/lib/foundation/fabro-config/src/builders.rs
+++ b/lib/foundation/fabro-config/src/builders.rs
@@ -690,8 +690,6 @@ methods = ["dev-token"]
 
 [llm.providers.acme]
 display_name = "Acme"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "https://api.acme.test/v1"
 auth = { type = "bearer" }
 enabled = true
diff --git a/lib/foundation/fabro-dev/src/commands/docs_options_reference.rs b/lib/foundation/fabro-dev/src/commands/docs_options_reference.rs
index b4909121d..9136a261d 100644
--- a/lib/foundation/fabro-dev/src/commands/docs_options_reference.rs
+++ b/lib/foundation/fabro-dev/src/commands/docs_options_reference.rs
@@ -229,8 +229,6 @@ Several built-in providers ship with `enabled = false`. Turn one on by setting
 ```toml title="settings.toml"
 [llm.providers.proxy]
 display_name = "Acme Gateway"
-adapter = "openai-compatible"
-codec = "openai-chat"
 base_url = "https://llm-gateway.example.com/v1"
 auth = { type = "bearer" }
 priority = 50
@@ -270,11 +268,11 @@ Define or override an LLM provider. The keys are the lithos provider record.
 | Key | Type / values | Default | Description |
 |---|---|---|---|
 | `display_name` | string | required for new providers | Human-readable provider name. |
-| `adapter` | string | required for new providers | lithos adapter id: `anthropic`, `openai`, `gemini`, `openai-compatible`, or `bedrock`. |
-| `codec` | string | required for new providers | Wire codec: `anthropic-messages`, `openai-responses`, `openai-chat`, `gemini-generate`, or `bedrock-converse`. |
-| `base_url` | string | required for new providers | Provider API base URL. The `openai-compatible` adapter appends `/v1/chat/completions` unless the URL already ends in a version segment. |
+| `adapter` | string | `"http"` | lithos adapter id: `http` or `bedrock`. Any other id names a custom adapter the application registered. |
+| `codecs` | array<string> | `["openai-chat"]` | Wire codecs the host speaks, in preference order: `openai-chat`, `openai-responses`, `anthropic-messages`, `gemini-generate`, or `bedrock-converse`. A Chat Completions host needs no line. |
+| `base_url` | string | required for new providers | Provider API base URL. The `openai-chat` codec appends `/v1/chat/completions` unless the URL already ends in a version segment. |
 | `auth` | table | required for new providers | Auth scheme: `{ type = "bearer" }`, `{ type = "header", name = "x-api-key" }`, `{ type = "headers" }`, `{ type = "none" }`, or `{ type = "aws" }`. |
-| `enabled` | boolean | `true` | Set `false` to hide a provider from Fabro. `bedrock`, `bedrock-openai`, `fireworks`, `litellm`, `modal`, `ollama`, and `openrouter` ship disabled. |
+| `enabled` | boolean | `true` | Set `false` to hide a provider from Fabro. `bedrock`, `bedrock-openai`, `litellm`, `modal`, and `ollama` ship disabled. |
 | `priority` | integer | `0` | Higher-priority ready providers win unqualified model and default selection. |
 | `aliases` | array<string> | `[]` | Additional provider names accepted by model routing and fallback config. |
 | `default_model` | string | None | The provider's default model id. |
diff --git a/lib/foundation/fabro-types/src/catalog_api.rs b/lib/foundation/fabro-types/src/catalog_api.rs
index 35076048c..04622393b 100644
--- a/lib/foundation/fabro-types/src/catalog_api.rs
+++ b/lib/foundation/fabro-types/src/catalog_api.rs
@@ -75,7 +75,7 @@ pub struct Model {
 pub struct Provider {
     pub id:                   ProviderId,
     pub display_name:         String,
-    /// lithos adapter id, such as `openai` or `openai-compatible`.
+    /// lithos adapter id: `http` or `bedrock`, or a custom adapter's id.
     pub adapter:              String,
     pub base_url:             String,
     #[serde(default, skip_serializing_if = "Option::is_none")]
diff --git a/lib/packages/fabro-api-client/src/models/provider.ts b/lib/packages/fabro-api-client/src/models/provider.ts
index 9edd7e550..79a284fcd 100644
--- a/lib/packages/fabro-api-client/src/models/provider.ts
+++ b/lib/packages/fabro-api-client/src/models/provider.ts
@@ -27,7 +27,7 @@ export interface Provider {
      */
     'display_name': string;
     /**
-     * lithos adapter id the provider speaks, such as `anthropic`, `openai`, `gemini`, or `openai-compatible`.
+     * lithos adapter id the provider uses: `http` or `bedrock`, or a custom adapter's id.
      */
     'adapter': string;
     /**