From 4945188f09144624e4d7fdde0e0d78412b6f07f4 Mon Sep 17 00:00:00 2001
From: Steven Enamakel <enamakel@tinyhumans.ai>
Date: Fri, 18 Sep 2026 21:32:11 +0300
Subject: [PATCH 1/8] chore(wiki): update subproject commit

Update the wiki subproject to point to a new commit, incorporating the latest changes from the upstream repository.

Auto-committed-on: dragonfly
Co-authored-by: Medulla <medulla@tinyhumans.ai>
---
 wiki | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/wiki b/wiki
index cbd58d14..38257669 160000
--- a/wiki
+++ b/wiki
@@ -1 +1 @@
-Subproject commit cbd58d14999804d907eb4c6fb9daa60b13f29593
+Subproject commit 382576698e49f51c3b816b793bab2667ee37a61f

From 7afe8c8937c72197fd4e5ce7a448985be76eb9c4 Mon Sep 17 00:00:00 2001
From: Steven Enamakel <enamakel@tinyhumans.ai>
Date: Fri, 18 Sep 2026 21:49:57 +0300
Subject: [PATCH 2/8] Fix DeepSWE sandbox checkout access

Co-authored-by: Medulla <medulla@tinyhumans.ai>
---
 examples/openhuman/README.md                  | 10 +++---
 .../openhuman/src/bin/deepswe_hive/README.md  |  8 +++--
 .../openhuman/src/bin/deepswe_hive/sandbox.rs | 23 ++++++++++--
 .../src/bin/deepswe_hive/sandbox/preflight.rs |  9 ++++-
 .../openhuman/src/bin/deepswe_hive/test.rs    | 36 ++++++++++++++++++-
 5 files changed, 74 insertions(+), 12 deletions(-)

diff --git a/examples/openhuman/README.md b/examples/openhuman/README.md
index 2c857021..6df03b23 100644
--- a/examples/openhuman/README.md
+++ b/examples/openhuman/README.md
@@ -109,10 +109,12 @@ cannot resume stale state and no preexisting outbox child can be reused.
 
 Every agent file read/write/edit and shell/test call uses a fresh container
 with `--network none`, 1 GiB memory, 2 CPUs, 256 PIDs, dropped capabilities,
-no-new-privileges, an `env -i` process environment, and the checkout at
-`/workspace`. A read-only empty mount covers `/workspace/.git`, including when
-the checkout's `.git` is a worktree pointer, so agent commands cannot reach or
-mutate the source history. Model-supplied file content is limited to exactly
+no-new-privileges, the host process's numeric UID/GID, an `env -i` process
+environment, and the checkout at `/workspace`. A read-only empty mount covers
+`/workspace/.git`, including when the checkout's `.git` is a worktree pointer,
+so agent commands cannot reach or mutate the source history. The file tools
+also reject targets whose resolved path leaves `/workspace`, including through
+a symlink. Model-supplied file content is limited to exactly
 1 MiB (1,048,576 bytes), staged before Docker starts in a host-owned temporary
 file outside the checkout, and mounted read-only at `/tmp/deepswe-input`; the
 fixed container wrapper consumes that path, so Docker receives no agent-chosen
diff --git a/examples/openhuman/src/bin/deepswe_hive/README.md b/examples/openhuman/src/bin/deepswe_hive/README.md
index c52c62aa..736538f9 100644
--- a/examples/openhuman/src/bin/deepswe_hive/README.md
+++ b/examples/openhuman/src/bin/deepswe_hive/README.md
@@ -10,9 +10,11 @@
 | `test.rs` | Exercises parsing, refusal paths, confinement arguments, patch capture, and output shape. |
 
 The model provider remains in the host process. Agent file and shell tools run
-only inside the configured Docker image, with the disposable checkout mounted
-at `/workspace`, its real `.git` hidden by a read-only empty mount, and no
-provider credential copied into the cleared action environment. The runner
+only inside the configured Docker image as the host process's numeric UID/GID,
+with the disposable checkout mounted at `/workspace`, its real `.git` hidden by
+a read-only empty mount, and no provider credential copied into the cleared
+action environment. File read, write, and edit targets are resolved inside the
+container and rejected when a symlink would leave `/workspace`. The runner
 does not perform destructive Git operations, but an agent can modify or delete
 files inside the disposable workspace it was explicitly given.
 
diff --git a/examples/openhuman/src/bin/deepswe_hive/sandbox.rs b/examples/openhuman/src/bin/deepswe_hive/sandbox.rs
index 918279c4..2fe68dba 100644
--- a/examples/openhuman/src/bin/deepswe_hive/sandbox.rs
+++ b/examples/openhuman/src/bin/deepswe_hive/sandbox.rs
@@ -125,6 +125,7 @@ pub(super) struct DockerSandbox {
     config: SandboxConfig,
     mask: Arc<tempfile::TempDir>,
     git: GitLayout,
+    user: String,
 }
 
 #[derive(Debug)]
@@ -145,7 +146,13 @@ impl DockerSandbox {
     pub(super) fn file_read(&self, path: &str) -> anyhow::Result<String> {
         validate_relative(path)?;
         let output = self.action(
-            ["sh", "-c", "cat -- \"/workspace/$1\"", "deepswe-read", path],
+            [
+                "sh",
+                "-c",
+                "target=/workspace/$1; resolved=$(realpath -m -- \"$target\") || exit; case \"$resolved\" in /workspace/*) cat -- \"$target\" ;; *) exit 1 ;; esac",
+                "deepswe-read",
+                path,
+            ],
             &[],
         )?;
         require_success(output, "read file").map(|output| output.stdout)
@@ -157,7 +164,7 @@ impl DockerSandbox {
             [
                 "sh",
                 "-c",
-                "target=/workspace/$1; mkdir -p -- \"$(dirname -- \"$target\")\" && cat > \"$target\"",
+                "target=/workspace/$1; resolved=$(realpath -m -- \"$target\") || exit; case \"$resolved\" in /workspace/*) mkdir -p -- \"$(dirname -- \"$target\")\" && cat > \"$target\" ;; *) exit 1 ;; esac",
                 "deepswe-write",
                 path,
             ],
@@ -328,6 +335,7 @@ fn mask_source(sandbox: &DockerSandbox) -> PathBuf {
 fn action_args(sandbox: &DockerSandbox, create: bool) -> anyhow::Result<Vec<String>> {
     Ok(container_args(
         &sandbox.config,
+        &sandbox.user,
         false,
         [
             mount(&sandbox.config.repo_path, "/workspace", true)?,
@@ -361,11 +369,18 @@ fn inspector_args(sandbox: &DockerSandbox) -> anyhow::Result<Vec<String>> {
             false,
         )?);
     }
-    Ok(container_args(&sandbox.config, false, mounts, false))
+    Ok(container_args(
+        &sandbox.config,
+        &sandbox.user,
+        false,
+        mounts,
+        false,
+    ))
 }
 
 fn container_args(
     config: &SandboxConfig,
+    user: &str,
     remove: bool,
     mounts: impl IntoIterator<Item = String>,
     create: bool,
@@ -387,6 +402,8 @@ fn container_args(
         "ALL".into(),
         "--security-opt".into(),
         "no-new-privileges".into(),
+        "--user".into(),
+        user.into(),
     ]);
     for value in mounts {
         args.extend(["--mount".into(), value]);
diff --git a/examples/openhuman/src/bin/deepswe_hive/sandbox/preflight.rs b/examples/openhuman/src/bin/deepswe_hive/sandbox/preflight.rs
index 9ead0188..fe233162 100644
--- a/examples/openhuman/src/bin/deepswe_hive/sandbox/preflight.rs
+++ b/examples/openhuman/src/bin/deepswe_hive/sandbox/preflight.rs
@@ -1,6 +1,7 @@
 //! Bounded Docker daemon and sandbox readiness checks.
 
 use std::io::Read;
+use std::os::unix::fs::MetadataExt;
 use std::process::{ExitStatus, Stdio};
 use std::sync::Arc;
 use std::sync::atomic::{AtomicBool, AtomicU64, Ordering};
@@ -91,7 +92,13 @@ fn preflight(
 
     let mask = Arc::new(tempfile::tempdir()?);
     prepare_mask(&mask, git.dot_git_is_file)?;
-    let sandbox = DockerSandbox { config, mask, git };
+    let owner = std::fs::metadata(mask.path())?;
+    let sandbox = DockerSandbox {
+        config,
+        mask,
+        git,
+        user: format!("{}:{}", owner.uid(), owner.gid()),
+    };
     let control = tempfile::tempdir()?;
     let cidfile = control.path().join("preflight.cid");
     let nonce = std::time::SystemTime::now()
diff --git a/examples/openhuman/src/bin/deepswe_hive/test.rs b/examples/openhuman/src/bin/deepswe_hive/test.rs
index cfdfca41..7f5f6712 100644
--- a/examples/openhuman/src/bin/deepswe_hive/test.rs
+++ b/examples/openhuman/src/bin/deepswe_hive/test.rs
@@ -1,6 +1,6 @@
 //! Contract tests for DeepSWE input, output, Git, and confinement behavior.
 
-use std::os::unix::fs::PermissionsExt;
+use std::os::unix::fs::{MetadataExt, PermissionsExt};
 use std::path::Path;
 use std::process::Command;
 use std::time::{Duration, Instant};
@@ -470,6 +470,40 @@ fn inspector_timeout_kills_a_hung_docker_cli() {
     assert!(started.elapsed() < Duration::from_secs(15));
 }
 
+#[test]
+fn sandbox_runs_as_the_checkout_owner() {
+    let (directory, task) = fixture();
+    let docker = directory.path().join("fake-docker-owner");
+    let removed = directory.path().join("fake-container-removed");
+    std::fs::write(
+        &docker,
+        format!(
+            "#!/bin/sh\ncase \"$1\" in\nversion) printf fixture ;;\ncreate) rm -f '{}'; printf abcdef1234567890 ;;\ninspect) if test -e '{}'; then printf 'Error: No such object: %s' \"$2\" >&2; exit 1; fi; printf '[{{\"HostConfig\":{{\"NetworkMode\":\"none\"}},\"Mounts\":[{{\"Destination\":\"/workspace\",\"RW\":true}},{{\"Destination\":\"/workspace/.git\",\"RW\":false}}]}}]' ;;\nstart) printf sandbox-ready ;;\nrm) touch '{}' ;;\n*) exit 1 ;;\nesac\n",
+            removed.display(),
+            removed.display(),
+            removed.display(),
+        ),
+    )
+    .expect("fake Docker");
+    let mut permissions = std::fs::metadata(&docker).expect("metadata").permissions();
+    permissions.set_mode(0o755);
+    std::fs::set_permissions(&docker, permissions).expect("executable fake Docker");
+    let sandbox = DockerSandbox::preflight(SandboxConfig {
+        repo_path: task.repo_path.clone(),
+        image: "local-fixture".into(),
+        docker,
+    })
+    .expect("preflight");
+    let metadata = std::fs::metadata(&task.repo_path).expect("checkout metadata");
+    let expected = format!("{}:{}", metadata.uid(), metadata.gid());
+    let args = action_arguments(&sandbox).expect("action arguments");
+
+    assert!(
+        args.windows(2)
+            .any(|pair| pair == ["--user", expected.as_str()])
+    );
+}
+
 #[test]
 fn live_real_docker_fixture_flow_confines_actions_and_captures_new_files() {
     if std::env::var_os("DEEPSWE_REAL_DOCKER_TEST").is_none() {

From 6249f97cef883af77c3c0c8dedc3c6cdff5b3d4d Mon Sep 17 00:00:00 2001
From: Steven Enamakel <enamakel@tinyhumans.ai>
Date: Fri, 18 Sep 2026 22:39:40 +0300
Subject: [PATCH 3/8] Leave cleanup time inside DeepSWE turns

Co-authored-by: Medulla <medulla@tinyhumans.ai>
---
 examples/openhuman/src/bin/deepswe_hive/sandbox.rs | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/examples/openhuman/src/bin/deepswe_hive/sandbox.rs b/examples/openhuman/src/bin/deepswe_hive/sandbox.rs
index 2fe68dba..b577ec40 100644
--- a/examples/openhuman/src/bin/deepswe_hive/sandbox.rs
+++ b/examples/openhuman/src/bin/deepswe_hive/sandbox.rs
@@ -25,7 +25,10 @@ pub(super) use preflight::preflight_with_limits;
 pub(super) use test_support::shell_with_limits_at;
 
 const DEFAULT_IMAGE: &str = "tinyhivemind-deepswe:local";
-const COMMAND_TIMEOUT_SECONDS: &str = "600";
+// Keep both Docker deadlines inside the 600-second model-turn deadline so the
+// MCP server retains time to remove a timed-out container before it is stopped.
+const COMMAND_TIMEOUT_SECONDS: &str = "540";
+const ACTION_TIMEOUT: Duration = Duration::from_secs(570);
 pub(super) const INSPECTOR_TIMEOUT: Duration = Duration::from_secs(600);
 pub(super) const MAX_PATCH_BYTES: u64 = 32 * 1024 * 1024;
 pub(super) const MAX_ACTION_OUTPUT_BYTES: u64 = 1024 * 1024;
@@ -261,7 +264,7 @@ exit "${statuses[0]}"
     }
 
     fn action<const N: usize>(&self, args: [&str; N], input: &[u8]) -> anyhow::Result<ShellOutput> {
-        self.action_with_limits(args, input, INSPECTOR_TIMEOUT, MAX_ACTION_OUTPUT_BYTES)
+        self.action_with_limits(args, input, ACTION_TIMEOUT, MAX_ACTION_OUTPUT_BYTES)
     }
 
     fn action_with_limits<const N: usize>(

From b40555ab24024cd7c83e9d2dae8cfaf26a60d2d5 Mon Sep 17 00:00:00 2001
From: Steven Enamakel <enamakel@tinyhumans.ai>
Date: Fri, 18 Sep 2026 22:39:52 +0300
Subject: [PATCH 4/8] Record DeepSWE OpenHuman smoke results

Co-authored-by: Medulla <medulla@tinyhumans.ai>
---
 .../2026-09-18-deepswe-openhuman-smoke.md     | 108 ++++++++++++++++++
 docs/experiments/README.md                    |   1 +
 2 files changed, 109 insertions(+)
 create mode 100644 docs/experiments/2026-09-18-deepswe-openhuman-smoke.md

diff --git a/docs/experiments/2026-09-18-deepswe-openhuman-smoke.md b/docs/experiments/2026-09-18-deepswe-openhuman-smoke.md
new file mode 100644
index 00000000..32e37acc
--- /dev/null
+++ b/docs/experiments/2026-09-18-deepswe-openhuman-smoke.md
@@ -0,0 +1,108 @@
+# DeepSWE OpenHuman smoke
+
+**Date:** 2026-09-18
+
+**Status:** Recorded
+
+**Code:** `deepswe_hive` on `issue-57-deepswe-eval`, default model
+`openai/gpt-oss-120b:nitro`, 24 committed-turn cap
+
+**Spec:** [issue 57](https://github.com/tinyhumansai/tinyhivemind/issues/57)
+
+**Decision:** Do not treat the local acceptance fixture as benchmark evidence;
+fix bounded-run finalization before expanding the DeepSWE slice.
+
+## Question
+
+Can the OpenHuman-backed four-seat hive produce canonically correct patches on
+a small real DeepSWE v1.1 slice while every agent action remains inside an
+offline Docker workspace?
+
+## Corpus and slice
+
+The gated official dataset could not be fetched without Hugging Face
+credentials. This run used the public third-party materialization
+`luolc/deep-swe-1-1-materialized`, which identifies its source as
+`datacurve-ai/deep-swe` commit
+`435ee89ec2f2e2289f33b0da4f992f0b7b7266b9`. The materialization contains 113
+tasks. Its parquet SHA-256 was verified as
+`954184ffb6fd88c798171dfc8577793b29631bff35c8d02f6fa4bbf88a44abd0`.
+
+This was a three-task smoke, not a score over the full 113-task benchmark. The
+slice was the first three task IDs in lexical order, spanning two upstream
+repositories:
+
+| task | repository | base commit |
+| --- | --- | --- |
+| `abs-module-cache-flags` | `abs-lang/abs` | `cb1b3b671d0ee9fa9da9f7b02f86967953ffd10a` |
+| `abs-stepped-slices` | `abs-lang/abs` | `cb1b3b671d0ee9fa9da9f7b02f86967953ffd10a` |
+| `actionlint-action-pinning-lint` | `rhysd/actionlint` | `0bdc95715fa58f64e3fd6e63b0f89be8733cbbab` |
+
+Each checkout was extracted from its task image and verified at the stated
+commit with no tracked, untracked, ignored, or gitlink entries. Focused public
+baseline tests passed before the run.
+
+## Isolation
+
+Agent actions ran as the checkout owner in ephemeral containers with Docker
+network mode `none`, a cleared environment, all capabilities dropped,
+`no-new-privileges`, bounded memory/CPU/PIDs, and `.git` masked. Agents received
+only repository read/write/edit/shell/test MCP tools plus the two hive actions.
+They had no browser, web search, fetch, host shell, credentials, dataset,
+reference solution, or hidden-verifier mount. Provider HTTP ran in the host
+process, outside the agent containers.
+
+The task images stored their preloaded Go modules below `/root/go`. Derived
+agent images changed only directory/module-cache read permissions so the
+unprivileged checkout owner could run tests offline. Canonical grading used the
+unaltered task images in fresh, networkless containers.
+
+## Results
+
+The official task reward is binary. All three captured patches were empty, and
+all three canonical graders returned zero:
+
+| task | wall time | runner termination | patch | F2P | P2P | partial diagnostic | reward |
+| --- | ---: | --- | ---: | ---: | ---: | ---: | ---: |
+| `abs-module-cache-flags` | 2:21.79 | next round of 4 exceeded cap | 0 B | 0/20 | 3/3 | 0.1304 | **0** |
+| `abs-stepped-slices` | 8:40.23 | next round of 3 exceeded cap | 0 B | 0/6 | 6/6 | 0.5000 | **0** |
+| `actionlint-action-pinning-lint` | 1:05.79 | next round of 3 exceeded cap | 0 B | 0/55 | 145/145 | 0.7250 | **0** |
+
+**Smoke score: 0/3 (0%).** The partial column is grader diagnostics, not the
+DeepSWE reward and not an alternative score.
+
+The runner rejected a pending round when it would cross the 24-turn cap. It
+exited before serializing `result.json` or the committed-turn counter, so an
+exact per-task committed-turn count is unavailable. Raw evidence establishes
+only that each run stopped below or at 24 turns before its next three- or
+four-seat round. Archived OpenHuman session snapshots numbered 29, 35, and 29;
+these include protocol retries and must not be reported as committed turns.
+
+The local one-task acceptance fixture passed 1/1 during runner validation. It
+is a synthetic, visible-test fixture and is not benchmark evidence; the real
+smoke result above supersedes it for any claim about DeepSWE performance.
+
+## What happened
+
+The seats repeatedly announced completion without making source changes. The
+reviewer and tester sometimes reported success despite finding no implementation
+or seeing network-blocked dependency attempts. The completion protocol did not
+reach quorum before the cap, and the strict round-width check then terminated
+the run. This is a useful failure: the harness prevented unbounded calls and
+the canonical hidden tests rejected the empty work.
+
+One Task 2 shell command recursively searched the task image until its
+600-second timeout. Because the Docker action timeout and model-turn timeout
+were identical, the MCP process could be stopped before cleanup and left one
+exited container. It was removed, and the runner now uses nested 540-second
+command and 570-second action deadlines inside the unchanged 600-second turn
+deadline. The final Docker audit found no `deepswe-*` containers.
+
+## Consequences
+
+Before a larger slice, the runner should write a terminal result at budget
+exhaustion, including committed turns, retry counts, and the captured patch,
+rather than exiting before serialization. The agent protocol also needs a
+grounded-progress check: completion claims without a non-empty diff or relevant
+test evidence should not advance the episode. Neither change alters this
+recorded score.
diff --git a/docs/experiments/README.md b/docs/experiments/README.md
index f60e87c3..cafd271b 100644
--- a/docs/experiments/README.md
+++ b/docs/experiments/README.md
@@ -38,6 +38,7 @@ does.
 | [2026-09-09](2026-09-09-desk-lessons.md) | What should be built next after PE 1006? | Working notes and measurements from runs 21–27 |
 | [2026-09-08](2026-09-08-pe1006-tool-room.md) | Does a tool-call room with a standing account beat a fenced one? | PE 1006 solved; re-reading fell to 3% of calls, but no fold ever fired |
 | [2026-09-17](2026-09-17-jev-decision-evaluation.md) | What does Jev buy and cost against GPT-5-mini strict JSON on typed hive decisions? | 43–55× lower tail latency and 99.2% lower estimated cost, with an 11.45-point accuracy tradeoff concentrated in evidence scoring |
+| [2026-09-18](2026-09-18-deepswe-openhuman-smoke.md) | Can the offline OpenHuman hive solve a real three-task DeepSWE smoke? | No: 0/3; every run exhausted the bounded round budget with an empty patch |
 
 ## Reading order
 

From e62514b63e052476b13b23a0c602be0579cca698 Mon Sep 17 00:00:00 2001
From: Steven Enamakel <enamakel@tinyhumans.ai>
Date: Fri, 18 Sep 2026 22:44:30 +0300
Subject: [PATCH 5/8] Record DeepSWE provider cost

Co-authored-by: Medulla <medulla@tinyhumans.ai>
---
 .../2026-09-18-deepswe-openhuman-smoke.md            | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/docs/experiments/2026-09-18-deepswe-openhuman-smoke.md b/docs/experiments/2026-09-18-deepswe-openhuman-smoke.md
index 32e37acc..32b418fb 100644
--- a/docs/experiments/2026-09-18-deepswe-openhuman-smoke.md
+++ b/docs/experiments/2026-09-18-deepswe-openhuman-smoke.md
@@ -71,6 +71,18 @@ all three canonical graders returned zero:
 **Smoke score: 0/3 (0%).** The partial column is grader diagnostics, not the
 DeepSWE reward and not an alternative score.
 
+Provider-reported usage was:
+
+| task | billed requests | input tokens | output tokens | cached input subset | cost |
+| --- | ---: | ---: | ---: | ---: | ---: |
+| `abs-module-cache-flags` | 120 | 1,087,847 | 25,059 | 615,936 | $1.976399 |
+| `abs-stepped-slices` | 162 | 2,379,696 | 29,732 | 1,095,936 | $4.626041 |
+| `actionlint-action-pinning-lint` | 125 | 1,452,767 | 21,953 | 759,808 | $2.636114 |
+| **total** | **407** | **4,920,310** | **76,744** | **2,471,680** | **$9.238554** |
+
+The cached count is a subset of input tokens, not additional usage. Every cost
+record identified its source as `provider_charged`.
+
 The runner rejected a pending round when it would cross the 24-turn cap. It
 exited before serializing `result.json` or the committed-turn counter, so an
 exact per-task committed-turn count is unavailable. Raw evidence establishes

From e4ef9597ae110addf9afe23f362c82e23e437631 Mon Sep 17 00:00:00 2001
From: Steven Enamakel <enamakel@tinyhumans.ai>
Date: Sun, 20 Sep 2026 19:12:25 +0300
Subject: [PATCH 6/8] Update OpenHuman embedding revision

Co-authored-by: Medulla <medulla@tinyhumans.ai>
---
 Cargo.lock                                    | 685 +++++++++---------
 Cargo.toml                                    |   2 +-
 examples/openhuman/Cargo.lock                 | 663 +++++++++--------
 examples/openhuman/Cargo.toml                 |   2 +-
 examples/openhuman/src/bin/deepswe_hive.rs    |  40 +-
 .../src/bin/deepswe_hive/test/retry.rs        |  35 +-
 6 files changed, 762 insertions(+), 665 deletions(-)

diff --git a/Cargo.lock b/Cargo.lock
index 28daec11..b981bbe2 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -320,12 +320,6 @@ version = "0.8.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
 
-[[package]]
-name = "core_detect"
-version = "1.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f8f80099a98041a3d1622845c271458a2d73e688351bf3cb999266764b81d48"
-
 [[package]]
 name = "cpufeatures"
 version = "0.2.17"
@@ -481,16 +475,7 @@ version = "6.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "16f5094c54661b38d03bd7e50df373292118db60b585c08a411c6d840017fe7d"
 dependencies = [
- "dirs-sys 0.5.0",
-]
-
-[[package]]
-name = "dirs"
-version = "5.0.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "44c45a9d03d6676652bcb5e724c7e988de1acad23a711b5217ab9cbecbec2225"
-dependencies = [
- "dirs-sys 0.4.1",
+ "dirs-sys",
 ]
 
 [[package]]
@@ -499,19 +484,7 @@ version = "6.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c3e8aa94d75141228480295a7d0e7feb620b1a5ad9f12bc40be62411e38cce4e"
 dependencies = [
- "dirs-sys 0.5.0",
-]
-
-[[package]]
-name = "dirs-sys"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "520f05a5cbd335fae5a99ff7a6ab8627577660ee5cfd6a94a6a929b52ff0321c"
-dependencies = [
- "libc",
- "option-ext",
- "redox_users 0.4.6",
- "windows-sys 0.48.0",
+ "dirs-sys",
 ]
 
 [[package]]
@@ -522,7 +495,7 @@ checksum = "e01a3366d27ee9890022452ee61b2b63a67e6f13f58900b651ff5665f0bb1fab"
 dependencies = [
  "libc",
  "option-ext",
- "redox_users 0.5.3",
+ "redox_users",
  "windows-sys 0.61.2",
 ]
 
@@ -574,21 +547,6 @@ dependencies = [
  "zeroize",
 ]
 
-[[package]]
-name = "encoding_rs"
-version = "0.8.41"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7b5ef0006ac9ab233c38522f5ae99cae3625151de8f706cacee1cba4b8e2832a"
-dependencies = [
- "cfg-if",
- "core_detect",
- "multiversion",
- "multiversion_no_op",
- "rustversion",
- "scopeguard",
- "simdutf8",
-]
-
 [[package]]
 name = "equivalent"
 version = "1.0.2"
@@ -602,7 +560,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "39cab71617ae0d63f51a36d69f866391735b51691dbda63cf6f96d042b63efeb"
 dependencies = [
  "libc",
- "windows-sys 0.52.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -1061,11 +1019,9 @@ dependencies = [
  "percent-encoding",
  "pin-project-lite",
  "socket2",
- "system-configuration",
  "tokio",
  "tower-service",
  "tracing",
- "windows-registry",
 ]
 
 [[package]]
@@ -1386,49 +1342,6 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
-[[package]]
-name = "motosan-ai-oauth"
-version = "0.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "244943168db97b6874d3a88f5fff7029ab002d84c9c572e3bfe6e8cd92af0bae"
-dependencies = [
- "base64 0.22.1",
- "percent-encoding",
- "rand 0.9.5",
- "reqwest",
- "serde",
- "sha2 0.10.9",
- "thiserror 2.0.20",
- "tokio",
-]
-
-[[package]]
-name = "multiversion"
-version = "0.9.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b4ca4bea16ffc3f443cf7d866912118196bfef4c6a1556ca00f9f9b00bb43f7c"
-dependencies = [
- "multiversion-macros",
-]
-
-[[package]]
-name = "multiversion-macros"
-version = "0.9.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0d416831a7317ef4b08bee00b69cbbb9c8763da7959a7026244d6266869f9c83"
-dependencies = [
- "proc-macro2",
- "quote",
- "rustversion",
- "syn 3.0.4",
-]
-
-[[package]]
-name = "multiversion_no_op"
-version = "1.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "743fb55ba31b18fb1ecef6bdc9aa2743314978ac084044301a7eee33fb99a20d"
-
 [[package]]
 name = "native-tls"
 version = "0.2.18"
@@ -1465,16 +1378,6 @@ dependencies = [
  "winapi",
 ]
 
-[[package]]
-name = "nu-ansi-term"
-version = "0.46.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77a8165726e8236064dbb45459242600304b42a5ea24ee2948e18e023bf7ba84"
-dependencies = [
- "overload",
- "winapi",
-]
-
 [[package]]
 name = "nu-ansi-term"
 version = "0.50.3"
@@ -1493,6 +1396,25 @@ dependencies = [
  "autocfg",
 ]
 
+[[package]]
+name = "objc2-core-foundation"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2a180dd8642fa45cdb7dd721cd4c11b1cadd4929ce112ebd8b9f5803cc79d536"
+dependencies = [
+ "bitflags",
+]
+
+[[package]]
+name = "objc2-io-kit"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "33fafba39597d6dc1fb709123dfa8289d39406734be322956a69f0931c73bb15"
+dependencies = [
+ "libc",
+ "objc2-core-foundation",
+]
+
 [[package]]
 name = "once_cell"
 version = "1.21.4"
@@ -1508,7 +1430,7 @@ checksum = "c08d65885ee38876c4f86fa503fb49d7b507c2b62552df7c70b2fce627e06381"
 [[package]]
 name = "openhuman"
 version = "0.63.29"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "aes-gcm",
  "aho-corasick",
@@ -1523,7 +1445,7 @@ dependencies = [
  "chrono-tz",
  "cron",
  "directories",
- "dirs 5.0.1",
+ "dirs",
  "dotenvy",
  "ed25519-dalek",
  "flate2",
@@ -1533,14 +1455,12 @@ dependencies = [
  "glob",
  "hex",
  "hkdf",
- "hmac",
  "hostname",
  "iana-time-zone",
  "keyring",
  "libc",
  "log",
- "motosan-ai-oauth",
- "nu-ansi-term 0.46.0",
+ "nu-ansi-term",
  "once_cell",
  "openhuman-rpc",
  "parking_lot",
@@ -1555,20 +1475,26 @@ dependencies = [
  "serde_repr",
  "serde_yaml",
  "sha2 0.10.9",
- "sysinfo",
+ "sysinfo 0.33.1",
  "tar",
  "tempfile",
- "thiserror 2.0.20",
+ "thiserror",
+ "tinyagents-definition",
  "tinyagents-graph",
  "tinyagents-harness",
- "tinyagents-language",
+ "tinyagents-orchestration",
  "tinyagents-registry",
+ "tinyagents-runtime",
  "tinyagents-session",
  "tinybus",
  "tinychannels-bus",
  "tinyconnectors-bus",
- "tinyhumans-sdk",
- "tinyinference 0.2.1 (git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128)",
+ "tinyinference-core",
+ "tinyinference-embeddings",
+ "tinyinference-llm",
+ "tinyinference-local",
+ "tinyinference-providers",
+ "tinyinference-voice",
  "tinyjuice-bus",
  "tinymcp",
  "tinymcp-bus",
@@ -1576,7 +1502,9 @@ dependencies = [
  "tinymemory-bus",
  "tinymemory-sources",
  "tinyruntime-bus",
- "tinytools 0.1.0 (git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128)",
+ "tinyskills",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+ "tinytools-agent 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
  "tokio",
  "tokio-stream",
  "tokio-tungstenite",
@@ -1587,18 +1515,17 @@ dependencies = [
  "url",
  "urlencoding",
  "uuid",
- "wait-timeout",
  "walkdir",
  "windows-sys 0.61.2",
  "x25519-dalek",
  "zeroize",
- "zip",
+ "zip 2.4.2",
 ]
 
 [[package]]
 name = "openhuman-embed"
 version = "0.63.29"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "log",
@@ -1606,7 +1533,7 @@ dependencies = [
  "serde",
  "serde_json",
  "tempfile",
- "thiserror 2.0.20",
+ "thiserror",
  "tokio",
  "url",
  "uuid",
@@ -1615,7 +1542,7 @@ dependencies = [
 [[package]]
 name = "openhuman-rpc"
 version = "0.63.29"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "serde",
  "serde_json",
@@ -1670,12 +1597,6 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
 
-[[package]]
-name = "overload"
-version = "0.1.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b15813163c1d831bf4a13c3610c05c0d03b39feb07f7e09fa234dac9b15aaf39"
-
 [[package]]
 name = "parking_lot"
 version = "0.12.5"
@@ -1820,7 +1741,7 @@ dependencies = [
  "rustc-hash",
  "rustls",
  "socket2",
- "thiserror 2.0.20",
+ "thiserror",
  "tokio",
  "tracing",
  "web-time",
@@ -1842,7 +1763,7 @@ dependencies = [
  "rustls",
  "rustls-pki-types",
  "slab",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyvec",
  "tracing",
  "web-time",
@@ -1956,17 +1877,6 @@ dependencies = [
  "bitflags",
 ]
 
-[[package]]
-name = "redox_users"
-version = "0.4.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ba009ff324d1fc1b900bd1fdb31564febe58a8ccc8a6fdbb93b543d33b13ca43"
-dependencies = [
- "getrandom 0.2.17",
- "libredox",
- "thiserror 1.0.69",
-]
-
 [[package]]
 name = "redox_users"
 version = "0.5.3"
@@ -1974,7 +1884,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "60dc65c0ff1a7ae1294b0c67b9f14baf70b644404010370171787bfac1038fc0"
 dependencies = [
  "libredox",
- "thiserror 2.0.20",
+ "thiserror",
 ]
 
 [[package]]
@@ -2034,7 +1944,6 @@ checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
  "base64 0.22.1",
  "bytes",
- "encoding_rs",
  "futures-channel",
  "futures-core",
  "futures-util",
@@ -2048,7 +1957,6 @@ dependencies = [
  "hyper-util",
  "js-sys",
  "log",
- "mime",
  "mime_guess",
  "native-tls",
  "percent-encoding",
@@ -2096,7 +2004,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c51c9ae4df8a7fba42103df5c621fa3c37eccf3a3c650879e90fc48b11cc192c"
 dependencies = [
  "hashbrown 0.16.1",
- "thiserror 2.0.20",
+ "thiserror",
 ]
 
 [[package]]
@@ -2139,7 +2047,7 @@ dependencies = [
  "errno",
  "libc",
  "linux-raw-sys",
- "windows-sys 0.52.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -2452,12 +2360,6 @@ version = "0.3.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3a219298ac11a56ea9a6d2120044824d6f01aeb034955e7af7bc16858527deea"
 
-[[package]]
-name = "simdutf8"
-version = "0.1.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e3a9fe34e3e7a50316060351f37187a3f546bce95496156754b601a5fa71b76e"
-
 [[package]]
 name = "siphasher"
 version = "1.0.3"
@@ -2572,28 +2474,21 @@ dependencies = [
  "libc",
  "memchr",
  "ntapi",
- "windows",
-]
-
-[[package]]
-name = "system-configuration"
-version = "0.7.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a13f3d0daba03132c0aa9767f98351b3488edc2c100cda2d2ec2b04f3d8d3c8b"
-dependencies = [
- "bitflags",
- "core-foundation 0.9.4",
- "system-configuration-sys",
+ "windows 0.57.0",
 ]
 
 [[package]]
-name = "system-configuration-sys"
-version = "0.6.0"
+name = "sysinfo"
+version = "0.38.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e1d1b10ced5ca923a1fcb8d03e96b8d3268065d724548c0211415ff6ac6bac4"
+checksum = "92ab6a2f8bfe508deb3c6406578252e491d299cbbf3bc0529ecc3313aee4a52f"
 dependencies = [
- "core-foundation-sys",
  "libc",
+ "memchr",
+ "ntapi",
+ "objc2-core-foundation",
+ "objc2-io-kit",
+ "windows 0.62.2",
 ]
 
 [[package]]
@@ -2617,16 +2512,7 @@ dependencies = [
  "getrandom 0.4.3",
  "once_cell",
  "rustix",
- "windows-sys 0.52.0",
-]
-
-[[package]]
-name = "thiserror"
-version = "1.0.69"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b6aaf5339b578ea85b50e080feb250a3e8ae8cfcdff9a461c9ec2904bc923f52"
-dependencies = [
- "thiserror-impl 1.0.69",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -2635,18 +2521,7 @@ version = "2.0.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ec86235f5fcc2a73650310756d2ac5b138a5780bbbdfae3eeccec992c435ba4f"
 dependencies = [
- "thiserror-impl 2.0.20",
-]
-
-[[package]]
-name = "thiserror-impl"
-version = "1.0.69"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.119",
+ "thiserror-impl",
 ]
 
 [[package]]
@@ -2669,35 +2544,43 @@ dependencies = [
  "cfg-if",
 ]
 
+[[package]]
+name = "tinyagents-definition"
+version = "2.1.2"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "async-trait",
+ "serde",
+]
+
 [[package]]
 name = "tinyagents-graph"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
  "async-trait",
- "chrono",
  "futures",
- "reqwest",
  "rusqlite",
  "serde",
  "serde_json",
- "sha2 0.11.0",
  "tinyagents-harness",
- "tinyagents-language",
- "tinyagents-tracing",
- "tinyinference 0.2.1 (git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128)",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
  "tokio",
+ "tracing",
 ]
 
 [[package]]
 name = "tinyagents-harness"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
  "async-trait",
  "base64 0.22.1",
- "bytes",
  "chrono",
+ "dirs",
  "flate2",
  "futures",
  "regex",
@@ -2706,63 +2589,95 @@ dependencies = [
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
- "tinyagents-tracing",
- "tinyinference 0.2.1 (git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128)",
- "tinytools 0.1.0 (git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128)",
+ "tempfile",
+ "thiserror",
+ "tinyagents-definition",
+ "tinyinference-embeddings",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+ "tinytools-agent 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
  "tokio",
+ "tracing",
+ "uuid",
+ "wait-timeout",
 ]
 
 [[package]]
-name = "tinyagents-language"
+name = "tinyagents-orchestration"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
+ "async-trait",
+ "chrono",
+ "parking_lot",
  "serde",
  "serde_json",
+ "thiserror",
+ "tinyagents-graph",
  "tinyagents-harness",
+ "tinyagents-runtime",
+ "tinyagents-session",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+ "tokio",
+ "uuid",
 ]
 
 [[package]]
 name = "tinyagents-registry"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
+ "chrono",
  "serde",
  "serde_json",
- "tinyagents-graph",
+ "tinyagents-definition",
  "tinyagents-harness",
- "tinyagents-language",
- "tinyinference 0.2.1 (git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128)",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+]
+
+[[package]]
+name = "tinyagents-runtime"
+version = "2.1.2"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "async-trait",
+ "chrono",
+ "thiserror",
+ "tinyagents-harness",
+ "tinyagents-session",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+ "tokio",
 ]
 
 [[package]]
 name = "tinyagents-session"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
+ "async-trait",
  "chrono",
  "rusqlite",
  "serde",
  "serde_json",
  "tinyagents-harness",
- "tinyagents-tracing",
+ "tracing",
 ]
 
-[[package]]
-name = "tinyagents-tracing"
-version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
-
 [[package]]
 name = "tinybus"
 version = "0.1.1"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "async-trait",
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
  "tinybus-macros",
  "tokio",
  "tracing",
@@ -2771,7 +2686,7 @@ dependencies = [
 [[package]]
 name = "tinybus-macros"
 version = "0.1.1"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2781,7 +2696,7 @@ dependencies = [
 [[package]]
 name = "tinychannels-bus"
 version = "0.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2795,7 +2710,7 @@ dependencies = [
  "serde",
  "serde_json",
  "sha2 0.10.9",
- "thiserror 2.0.20",
+ "thiserror",
  "tokio",
  "tracing",
  "uuid",
@@ -2804,7 +2719,7 @@ dependencies = [
 [[package]]
 name = "tinyconnectors-bus"
 version = "0.10.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "serde",
  "serde_json",
@@ -2819,10 +2734,10 @@ dependencies = [
  "regex",
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind-core",
- "tinyinference 0.2.1 (git+https://github.com/tinyhumansai/tinyinference?rev=cc8aca484bb995fbab3b7358f0d72ab5056b587c)",
- "tinytools 0.1.0 (git+https://github.com/tinyhumansai/tinytools?rev=7dbd5407a5bd6e819acb60154e501ff946f86d3a)",
+ "tinyinference",
+ "tinytools 0.1.0",
  "tokio",
 ]
 
@@ -2833,7 +2748,7 @@ dependencies = [
  "regex",
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
 ]
 
 [[package]]
@@ -2842,7 +2757,7 @@ version = "0.2.1"
 dependencies = [
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind",
  "tokio",
 ]
@@ -2853,7 +2768,7 @@ version = "0.2.1"
 dependencies = [
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind",
  "tinyhivemind-core",
  "tinyjevclient",
@@ -2867,7 +2782,7 @@ dependencies = [
  "openhuman-embed",
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind",
  "tinyhivemind-core",
  "tinyhivemind-embed",
@@ -2881,60 +2796,134 @@ version = "0.2.1"
 dependencies = [
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind",
  "tinyhivemind-embed",
  "tokio",
 ]
 
 [[package]]
-name = "tinyhumans-sdk"
-version = "0.1.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+name = "tinyinference"
+version = "0.2.1"
+source = "git+https://github.com/tinyhumansai/tinyinference?rev=cc8aca484bb995fbab3b7358f0d72ab5056b587c#cc8aca484bb995fbab3b7358f0d72ab5056b587c"
 dependencies = [
- "base64 0.22.1",
+ "async-trait",
+ "bytes",
  "futures",
- "percent-encoding",
+ "httpdate",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "sha2 0.11.0",
+ "thiserror",
+ "tokio",
+]
+
+[[package]]
+name = "tinyinference-core"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "anyhow",
+ "httpdate",
+ "url",
+]
+
+[[package]]
+name = "tinyinference-embeddings"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "async-trait",
+ "once_cell",
+ "regex",
  "reqwest",
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
+ "tinyinference-core",
  "tokio",
+ "tracing",
  "url",
 ]
 
 [[package]]
-name = "tinyinference"
-version = "0.2.1"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+name = "tinyinference-llm"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "async-trait",
  "bytes",
  "futures",
- "httpdate",
  "reqwest",
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
+ "thiserror",
+ "tinyinference-core",
+ "tinytools-agent 0.3.0 (git+https://github.com/tinyhumansai/tinytools?rev=a5d04a7f3af0abc1dd748f87f94871b36ae9fe71)",
  "tokio",
+ "tracing",
 ]
 
 [[package]]
-name = "tinyinference"
-version = "0.2.1"
-source = "git+https://github.com/tinyhumansai/tinyinference?rev=cc8aca484bb995fbab3b7358f0d72ab5056b587c#cc8aca484bb995fbab3b7358f0d72ab5056b587c"
+name = "tinyinference-local"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
- "async-trait",
+ "base64 0.23.1",
  "bytes",
+ "flate2",
  "futures",
- "httpdate",
+ "futures-util",
+ "hex",
+ "log",
+ "once_cell",
+ "parking_lot",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "sha2 0.11.0",
+ "sysinfo 0.38.4",
+ "tar",
+ "thiserror",
+ "tinyinference-core",
+ "tinyinference-embeddings",
+ "tinyinference-llm",
+ "tokio",
+ "tracing",
+ "url",
+ "uuid",
+ "zip 8.6.0",
+]
+
+[[package]]
+name = "tinyinference-providers"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "base64 0.23.1",
+ "rand 0.10.2",
  "reqwest",
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
+ "url",
+]
+
+[[package]]
+name = "tinyinference-voice"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "base64 0.23.1",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "tinyinference-core",
+ "tinyinference-local",
  "tokio",
+ "uuid",
 ]
 
 [[package]]
@@ -2946,14 +2935,14 @@ dependencies = [
  "reqwest",
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
  "tokio",
 ]
 
 [[package]]
 name = "tinyjuice-bus"
 version = "0.2.5"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "serde",
 ]
@@ -2961,11 +2950,11 @@ dependencies = [
 [[package]]
 name = "tinymcp"
 version = "0.3.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "base64 0.23.1",
- "dirs 6.0.0",
+ "dirs",
  "futures-util",
  "parking_lot",
  "reqwest",
@@ -2973,7 +2962,7 @@ dependencies = [
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
+ "thiserror",
  "tinymcp-bus",
  "tokio",
  "tracing",
@@ -2983,7 +2972,7 @@ dependencies = [
 [[package]]
 name = "tinymcp-bus"
 version = "0.3.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "schemars",
  "serde",
@@ -2993,7 +2982,7 @@ dependencies = [
 [[package]]
 name = "tinymemory-api"
 version = "0.1.1"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -3007,21 +2996,21 @@ dependencies = [
 [[package]]
 name = "tinymemory-bus"
 version = "0.1.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "chrono",
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
+ "thiserror",
  "uuid",
 ]
 
 [[package]]
 name = "tinymemory-sources"
 version = "0.1.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -3043,12 +3032,27 @@ dependencies = [
 [[package]]
 name = "tinyruntime-bus"
 version = "0.2.4"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "serde",
  "serde_json",
 ]
 
+[[package]]
+name = "tinyskills"
+version = "0.2.1"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "serde",
+ "serde_json",
+ "serde_yaml",
+ "sha2 0.10.9",
+ "thiserror",
+ "tokio",
+ "tracing",
+ "url",
+]
+
 [[package]]
 name = "tinystr"
 version = "0.8.4"
@@ -3072,8 +3076,8 @@ dependencies = [
 
 [[package]]
 name = "tinytools"
-version = "0.1.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/tinytools?rev=a5d04a7f3af0abc1dd748f87f94871b36ae9fe71#a5d04a7f3af0abc1dd748f87f94871b36ae9fe71"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -3081,6 +3085,39 @@ dependencies = [
  "serde_json",
 ]
 
+[[package]]
+name = "tinytools"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "anyhow",
+ "async-trait",
+ "serde",
+ "serde_json",
+]
+
+[[package]]
+name = "tinytools-agent"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/tinytools?rev=a5d04a7f3af0abc1dd748f87f94871b36ae9fe71#a5d04a7f3af0abc1dd748f87f94871b36ae9fe71"
+dependencies = [
+ "regex",
+ "serde",
+ "serde_json",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/tinytools?rev=a5d04a7f3af0abc1dd748f87f94871b36ae9fe71)",
+]
+
+[[package]]
+name = "tinytools-agent"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "regex",
+ "serde",
+ "serde_json",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+]
+
 [[package]]
 name = "tinyvec"
 version = "1.13.2"
@@ -3311,7 +3348,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cb7f578e5945fb242538965c2d0b04418d38ec25c79d160cd279bf0731c8d319"
 dependencies = [
  "matchers",
- "nu-ansi-term 0.50.3",
+ "nu-ansi-term",
  "once_cell",
  "regex-automata",
  "sharded-slab",
@@ -3342,9 +3379,15 @@ dependencies = [
  "rustls",
  "rustls-pki-types",
  "sha1",
- "thiserror 2.0.20",
+ "thiserror",
 ]
 
+[[package]]
+name = "typed-path"
+version = "0.12.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e28f89b80c87b8fb0cf04ab448d5dd0dd0ade2f8891bae878de66a75a28600e"
+
 [[package]]
 name = "typenum"
 version = "1.20.1"
@@ -3603,7 +3646,7 @@ version = "0.1.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c2a7b1c03c876122aa43f3020e6c3c3ee5c05081c9a00739faf7503aeba10d22"
 dependencies = [
- "windows-sys 0.52.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -3622,6 +3665,27 @@ dependencies = [
  "windows-targets 0.52.6",
 ]
 
+[[package]]
+name = "windows"
+version = "0.62.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "527fadee13e0c05939a6a05d5bd6eec6cd2e3dbd648b9f8e447c6518133d8580"
+dependencies = [
+ "windows-collections",
+ "windows-core 0.62.2",
+ "windows-future",
+ "windows-numerics",
+]
+
+[[package]]
+name = "windows-collections"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "23b2d95af1a8a14a3c7367e1ed4fc9c20e0a26e79551b1454d72583c97cc6610"
+dependencies = [
+ "windows-core 0.62.2",
+]
+
 [[package]]
 name = "windows-core"
 version = "0.57.0"
@@ -3647,6 +3711,17 @@ dependencies = [
  "windows-strings",
 ]
 
+[[package]]
+name = "windows-future"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e1d6f90251fe18a279739e78025bd6ddc52a7e22f921070ccdc67dde84c605cb"
+dependencies = [
+ "windows-core 0.62.2",
+ "windows-link",
+ "windows-threading",
+]
+
 [[package]]
 name = "windows-implement"
 version = "0.57.0"
@@ -3698,14 +3773,13 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
 
 [[package]]
-name = "windows-registry"
-version = "0.6.1"
+name = "windows-numerics"
+version = "0.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "02752bf7fbdcce7f2a27a742f798510f3e5ad88dbe84871e5168e2120c3d5720"
+checksum = "6e2e40844ac143cdb44aead537bbf727de9b044e107a0f1220392177d15b0f26"
 dependencies = [
+ "windows-core 0.62.2",
  "windows-link",
- "windows-result 0.4.1",
- "windows-strings",
 ]
 
 [[package]]
@@ -3735,15 +3809,6 @@ dependencies = [
  "windows-link",
 ]
 
-[[package]]
-name = "windows-sys"
-version = "0.48.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "677d2418bec65e3338edb076e806bc1ec15693c5d0104683f2efe857f61056a9"
-dependencies = [
- "windows-targets 0.48.5",
-]
-
 [[package]]
 name = "windows-sys"
 version = "0.52.0"
@@ -3771,21 +3836,6 @@ dependencies = [
  "windows-link",
 ]
 
-[[package]]
-name = "windows-targets"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9a2fa6e2155d7247be68c096456083145c183cbbbc2764150dda45a87197940c"
-dependencies = [
- "windows_aarch64_gnullvm 0.48.5",
- "windows_aarch64_msvc 0.48.5",
- "windows_i686_gnu 0.48.5",
- "windows_i686_msvc 0.48.5",
- "windows_x86_64_gnu 0.48.5",
- "windows_x86_64_gnullvm 0.48.5",
- "windows_x86_64_msvc 0.48.5",
-]
-
 [[package]]
 name = "windows-targets"
 version = "0.52.6"
@@ -3820,10 +3870,13 @@ dependencies = [
 ]
 
 [[package]]
-name = "windows_aarch64_gnullvm"
-version = "0.48.5"
+name = "windows-threading"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2b38e32f0abccf9987a4e3079dfb67dcd799fb61361e53e2882c3cbaf0d905d8"
+checksum = "3949bd5b99cafdf1c7ca86b43ca564028dfe27d66958f2470940f73d86d75b37"
+dependencies = [
+ "windows-link",
+]
 
 [[package]]
 name = "windows_aarch64_gnullvm"
@@ -3837,12 +3890,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a9d8416fa8b42f5c947f8482c43e7d89e73a173cead56d044f6a56104a6d1b53"
 
-[[package]]
-name = "windows_aarch64_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc35310971f3b2dbbf3f0690a219f40e2d9afcf64f9ab7cc1be722937c26b4bc"
-
 [[package]]
 name = "windows_aarch64_msvc"
 version = "0.52.6"
@@ -3855,12 +3902,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b9d782e804c2f632e395708e99a94275910eb9100b2114651e04744e9b125006"
 
-[[package]]
-name = "windows_i686_gnu"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a75915e7def60c94dcef72200b9a8e58e5091744960da64ec734a6c6e9b3743e"
-
 [[package]]
 name = "windows_i686_gnu"
 version = "0.52.6"
@@ -3885,12 +3926,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fa7359d10048f68ab8b09fa71c3daccfb0e9b559aed648a8f95469c27057180c"
 
-[[package]]
-name = "windows_i686_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8f55c233f70c4b27f66c523580f78f1004e8b5a8b659e05a4eb49d4166cca406"
-
 [[package]]
 name = "windows_i686_msvc"
 version = "0.52.6"
@@ -3903,12 +3938,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e7ac75179f18232fe9c285163565a57ef8d3c89254a30685b57d83a38d326c2"
 
-[[package]]
-name = "windows_x86_64_gnu"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53d40abd2583d23e4718fddf1ebec84dbff8381c07cae67ff7768bbf19c6718e"
-
 [[package]]
 name = "windows_x86_64_gnu"
 version = "0.52.6"
@@ -3921,12 +3950,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9c3842cdd74a865a8066ab39c8a7a473c0778a3f29370b5fd6b4b9aa7df4a499"
 
-[[package]]
-name = "windows_x86_64_gnullvm"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0b7b52767868a23d5bab768e390dc5f5c55825b6d30b86c844ff2dc7414044cc"
-
 [[package]]
 name = "windows_x86_64_gnullvm"
 version = "0.52.6"
@@ -3939,12 +3962,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0ffa179e2d07eee8ad8f57493436566c7cc30ac536a3379fdf008f47f6bb7ae1"
 
-[[package]]
-name = "windows_x86_64_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ed94fce61571a4006852b7389a063ab983c02eb1bb37b47f8272ce92d06d9538"
-
 [[package]]
 name = "windows_x86_64_msvc"
 version = "0.52.6"
@@ -4127,7 +4144,21 @@ dependencies = [
  "flate2",
  "indexmap",
  "memchr",
- "thiserror 2.0.20",
+ "thiserror",
+ "zopfli",
+]
+
+[[package]]
+name = "zip"
+version = "8.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d04a6b5381502aa6087c94c669499eb1602eb9c5e8198e534de571f7154809b"
+dependencies = [
+ "crc32fast",
+ "flate2",
+ "indexmap",
+ "memchr",
+ "typed-path",
  "zopfli",
 ]
 
diff --git a/Cargo.toml b/Cargo.toml
index 72fc333c..a796de42 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -47,7 +47,7 @@ tinyhivemind-typesafe = { path = "crates/tinyhivemind-typesafe" }
 # Canonical OpenHuman agent handles for the first-class embedding adapter. The
 # adapter keeps default features off because it only binds already-built agents;
 # the consuming host chooses the runtime capabilities it enables.
-openhuman-embed = { git = "https://github.com/tinyhumansai/openhuman", rev = "93e9938f388f3989b7c0acff3f72007a31bb3128", default-features = false }
+openhuman-embed = { git = "https://github.com/tinyhumansai/openhuman", rev = "b8eeec0b8d1254a516a9f06477823b74ee7ed62c", default-features = false }
 # Derive macros for the crate-wide error type in `crates/tinyhivemind-core/src/error/`.
 # Every dependency entry should carry a comment like this one saying why it is
 # here.
diff --git a/examples/openhuman/Cargo.lock b/examples/openhuman/Cargo.lock
index 174cd513..c5acc44e 100644
--- a/examples/openhuman/Cargo.lock
+++ b/examples/openhuman/Cargo.lock
@@ -330,12 +330,6 @@ version = "0.8.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
 
-[[package]]
-name = "core_detect"
-version = "1.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f8f80099a98041a3d1622845c271458a2d73e688351bf3cb999266764b81d48"
-
 [[package]]
 name = "cpufeatures"
 version = "0.2.17"
@@ -509,16 +503,7 @@ version = "6.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "16f5094c54661b38d03bd7e50df373292118db60b585c08a411c6d840017fe7d"
 dependencies = [
- "dirs-sys 0.5.0",
-]
-
-[[package]]
-name = "dirs"
-version = "5.0.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "44c45a9d03d6676652bcb5e724c7e988de1acad23a711b5217ab9cbecbec2225"
-dependencies = [
- "dirs-sys 0.4.1",
+ "dirs-sys",
 ]
 
 [[package]]
@@ -527,19 +512,7 @@ version = "6.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c3e8aa94d75141228480295a7d0e7feb620b1a5ad9f12bc40be62411e38cce4e"
 dependencies = [
- "dirs-sys 0.5.0",
-]
-
-[[package]]
-name = "dirs-sys"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "520f05a5cbd335fae5a99ff7a6ab8627577660ee5cfd6a94a6a929b52ff0321c"
-dependencies = [
- "libc",
- "option-ext",
- "redox_users 0.4.6",
- "windows-sys 0.48.0",
+ "dirs-sys",
 ]
 
 [[package]]
@@ -550,7 +523,7 @@ checksum = "e01a3366d27ee9890022452ee61b2b63a67e6f13f58900b651ff5665f0bb1fab"
 dependencies = [
  "libc",
  "option-ext",
- "redox_users 0.5.3",
+ "redox_users",
  "windows-sys 0.61.2",
 ]
 
@@ -602,21 +575,6 @@ dependencies = [
  "zeroize",
 ]
 
-[[package]]
-name = "encoding_rs"
-version = "0.8.41"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7b5ef0006ac9ab233c38522f5ae99cae3625151de8f706cacee1cba4b8e2832a"
-dependencies = [
- "cfg-if",
- "core_detect",
- "multiversion",
- "multiversion_no_op",
- "rustversion",
- "scopeguard",
- "simdutf8",
-]
-
 [[package]]
 name = "equivalent"
 version = "1.0.2"
@@ -1096,11 +1054,9 @@ dependencies = [
  "percent-encoding",
  "pin-project-lite",
  "socket2",
- "system-configuration",
  "tokio",
  "tower-service",
  "tracing",
- "windows-registry",
 ]
 
 [[package]]
@@ -1421,49 +1377,6 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
-[[package]]
-name = "motosan-ai-oauth"
-version = "0.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "244943168db97b6874d3a88f5fff7029ab002d84c9c572e3bfe6e8cd92af0bae"
-dependencies = [
- "base64 0.22.1",
- "percent-encoding",
- "rand 0.9.5",
- "reqwest",
- "serde",
- "sha2 0.10.9",
- "thiserror 2.0.20",
- "tokio",
-]
-
-[[package]]
-name = "multiversion"
-version = "0.9.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b4ca4bea16ffc3f443cf7d866912118196bfef4c6a1556ca00f9f9b00bb43f7c"
-dependencies = [
- "multiversion-macros",
-]
-
-[[package]]
-name = "multiversion-macros"
-version = "0.9.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0d416831a7317ef4b08bee00b69cbbb9c8763da7959a7026244d6266869f9c83"
-dependencies = [
- "proc-macro2",
- "quote",
- "rustversion",
- "syn 3.0.6",
-]
-
-[[package]]
-name = "multiversion_no_op"
-version = "1.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "743fb55ba31b18fb1ecef6bdc9aa2743314978ac084044301a7eee33fb99a20d"
-
 [[package]]
 name = "native-tls"
 version = "0.2.18"
@@ -1500,16 +1413,6 @@ dependencies = [
  "winapi",
 ]
 
-[[package]]
-name = "nu-ansi-term"
-version = "0.46.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77a8165726e8236064dbb45459242600304b42a5ea24ee2948e18e023bf7ba84"
-dependencies = [
- "overload",
- "winapi",
-]
-
 [[package]]
 name = "nu-ansi-term"
 version = "0.50.3"
@@ -1538,6 +1441,25 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "objc2-core-foundation"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2a180dd8642fa45cdb7dd721cd4c11b1cadd4929ce112ebd8b9f5803cc79d536"
+dependencies = [
+ "bitflags",
+]
+
+[[package]]
+name = "objc2-io-kit"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "33fafba39597d6dc1fb709123dfa8289d39406734be322956a69f0931c73bb15"
+dependencies = [
+ "libc",
+ "objc2-core-foundation",
+]
+
 [[package]]
 name = "once_cell"
 version = "1.21.4"
@@ -1553,7 +1475,7 @@ checksum = "c08d65885ee38876c4f86fa503fb49d7b507c2b62552df7c70b2fce627e06381"
 [[package]]
 name = "openhuman"
 version = "0.63.29"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "aes-gcm",
  "aho-corasick",
@@ -1568,7 +1490,7 @@ dependencies = [
  "chrono-tz",
  "cron",
  "directories",
- "dirs 5.0.1",
+ "dirs",
  "dotenvy",
  "ed25519-dalek",
  "flate2",
@@ -1578,14 +1500,12 @@ dependencies = [
  "glob",
  "hex",
  "hkdf",
- "hmac",
  "hostname",
  "iana-time-zone",
  "keyring",
  "libc",
  "log",
- "motosan-ai-oauth",
- "nu-ansi-term 0.46.0",
+ "nu-ansi-term",
  "once_cell",
  "openhuman-rpc",
  "parking_lot",
@@ -1600,20 +1520,26 @@ dependencies = [
  "serde_repr",
  "serde_yaml",
  "sha2 0.10.9",
- "sysinfo",
+ "sysinfo 0.33.1",
  "tar",
  "tempfile",
- "thiserror 2.0.20",
+ "thiserror",
+ "tinyagents-definition",
  "tinyagents-graph",
  "tinyagents-harness",
- "tinyagents-language",
+ "tinyagents-orchestration",
  "tinyagents-registry",
+ "tinyagents-runtime",
  "tinyagents-session",
  "tinybus",
  "tinychannels-bus",
  "tinyconnectors-bus",
- "tinyhumans-sdk",
- "tinyinference",
+ "tinyinference-core",
+ "tinyinference-embeddings",
+ "tinyinference-llm",
+ "tinyinference-local",
+ "tinyinference-providers",
+ "tinyinference-voice",
  "tinyjuice-bus",
  "tinymcp",
  "tinymcp-bus",
@@ -1621,7 +1547,9 @@ dependencies = [
  "tinymemory-bus",
  "tinymemory-sources",
  "tinyruntime-bus",
- "tinytools",
+ "tinyskills",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+ "tinytools-agent 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
  "tokio",
  "tokio-stream",
  "tokio-tungstenite",
@@ -1632,18 +1560,17 @@ dependencies = [
  "url",
  "urlencoding",
  "uuid",
- "wait-timeout",
  "walkdir",
  "windows-sys 0.61.2",
  "x25519-dalek",
  "zeroize",
- "zip",
+ "zip 2.4.2",
 ]
 
 [[package]]
 name = "openhuman-embed"
 version = "0.63.29"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "log",
@@ -1651,7 +1578,7 @@ dependencies = [
  "serde",
  "serde_json",
  "tempfile",
- "thiserror 2.0.20",
+ "thiserror",
  "tokio",
  "url",
  "uuid",
@@ -1660,7 +1587,7 @@ dependencies = [
 [[package]]
 name = "openhuman-rpc"
 version = "0.63.29"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "serde",
  "serde_json",
@@ -1715,12 +1642,6 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
 
-[[package]]
-name = "overload"
-version = "0.1.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b15813163c1d831bf4a13c3610c05c0d03b39feb07f7e09fa234dac9b15aaf39"
-
 [[package]]
 name = "parking_lot"
 version = "0.12.5"
@@ -1865,7 +1786,7 @@ dependencies = [
  "rustc-hash",
  "rustls",
  "socket2",
- "thiserror 2.0.20",
+ "thiserror",
  "tokio",
  "tracing",
  "web-time",
@@ -1887,7 +1808,7 @@ dependencies = [
  "rustls",
  "rustls-pki-types",
  "slab",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyvec",
  "tracing",
  "web-time",
@@ -2001,17 +1922,6 @@ dependencies = [
  "bitflags",
 ]
 
-[[package]]
-name = "redox_users"
-version = "0.4.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ba009ff324d1fc1b900bd1fdb31564febe58a8ccc8a6fdbb93b543d33b13ca43"
-dependencies = [
- "getrandom 0.2.17",
- "libredox",
- "thiserror 1.0.69",
-]
-
 [[package]]
 name = "redox_users"
 version = "0.5.3"
@@ -2019,7 +1929,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "60dc65c0ff1a7ae1294b0c67b9f14baf70b644404010370171787bfac1038fc0"
 dependencies = [
  "libredox",
- "thiserror 2.0.20",
+ "thiserror",
 ]
 
 [[package]]
@@ -2079,7 +1989,6 @@ checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
  "base64 0.22.1",
  "bytes",
- "encoding_rs",
  "futures-channel",
  "futures-core",
  "futures-util",
@@ -2093,7 +2002,6 @@ dependencies = [
  "hyper-util",
  "js-sys",
  "log",
- "mime",
  "mime_guess",
  "native-tls",
  "percent-encoding",
@@ -2141,7 +2049,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c51c9ae4df8a7fba42103df5c621fa3c37eccf3a3c650879e90fc48b11cc192c"
 dependencies = [
  "hashbrown 0.16.1",
- "thiserror 2.0.20",
+ "thiserror",
 ]
 
 [[package]]
@@ -2507,12 +2415,6 @@ version = "0.3.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3a219298ac11a56ea9a6d2120044824d6f01aeb034955e7af7bc16858527deea"
 
-[[package]]
-name = "simdutf8"
-version = "0.1.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e3a9fe34e3e7a50316060351f37187a3f546bce95496156754b601a5fa71b76e"
-
 [[package]]
 name = "siphasher"
 version = "1.0.3"
@@ -2627,28 +2529,21 @@ dependencies = [
  "libc",
  "memchr",
  "ntapi",
- "windows",
+ "windows 0.57.0",
 ]
 
 [[package]]
-name = "system-configuration"
-version = "0.7.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a13f3d0daba03132c0aa9767f98351b3488edc2c100cda2d2ec2b04f3d8d3c8b"
-dependencies = [
- "bitflags",
- "core-foundation 0.9.4",
- "system-configuration-sys",
-]
-
-[[package]]
-name = "system-configuration-sys"
-version = "0.6.0"
+name = "sysinfo"
+version = "0.38.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e1d1b10ced5ca923a1fcb8d03e96b8d3268065d724548c0211415ff6ac6bac4"
+checksum = "92ab6a2f8bfe508deb3c6406578252e491d299cbbf3bc0529ecc3313aee4a52f"
 dependencies = [
- "core-foundation-sys",
  "libc",
+ "memchr",
+ "ntapi",
+ "objc2-core-foundation",
+ "objc2-io-kit",
+ "windows 0.62.2",
 ]
 
 [[package]]
@@ -2675,33 +2570,13 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
-[[package]]
-name = "thiserror"
-version = "1.0.69"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b6aaf5339b578ea85b50e080feb250a3e8ae8cfcdff9a461c9ec2904bc923f52"
-dependencies = [
- "thiserror-impl 1.0.69",
-]
-
 [[package]]
 name = "thiserror"
 version = "2.0.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ec86235f5fcc2a73650310756d2ac5b138a5780bbbdfae3eeccec992c435ba4f"
 dependencies = [
- "thiserror-impl 2.0.20",
-]
-
-[[package]]
-name = "thiserror-impl"
-version = "1.0.69"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.119",
+ "thiserror-impl",
 ]
 
 [[package]]
@@ -2724,35 +2599,43 @@ dependencies = [
  "cfg-if",
 ]
 
+[[package]]
+name = "tinyagents-definition"
+version = "2.1.2"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "async-trait",
+ "serde",
+]
+
 [[package]]
 name = "tinyagents-graph"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
  "async-trait",
- "chrono",
  "futures",
- "reqwest",
  "rusqlite",
  "serde",
  "serde_json",
- "sha2 0.11.0",
  "tinyagents-harness",
- "tinyagents-language",
- "tinyagents-tracing",
- "tinyinference",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
  "tokio",
+ "tracing",
 ]
 
 [[package]]
 name = "tinyagents-harness"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
  "async-trait",
  "base64 0.22.1",
- "bytes",
  "chrono",
+ "dirs",
  "flate2",
  "futures",
  "regex",
@@ -2761,58 +2644,90 @@ dependencies = [
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
- "tinyagents-tracing",
- "tinyinference",
- "tinytools",
+ "tempfile",
+ "thiserror",
+ "tinyagents-definition",
+ "tinyinference-embeddings",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+ "tinytools-agent 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
  "tokio",
+ "tracing",
+ "uuid",
+ "wait-timeout",
 ]
 
 [[package]]
-name = "tinyagents-language"
+name = "tinyagents-orchestration"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
+ "async-trait",
+ "chrono",
+ "parking_lot",
  "serde",
  "serde_json",
+ "thiserror",
+ "tinyagents-graph",
  "tinyagents-harness",
+ "tinyagents-runtime",
+ "tinyagents-session",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+ "tokio",
+ "uuid",
 ]
 
 [[package]]
 name = "tinyagents-registry"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
+ "chrono",
  "serde",
  "serde_json",
- "tinyagents-graph",
+ "tinyagents-definition",
  "tinyagents-harness",
- "tinyagents-language",
- "tinyinference",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+]
+
+[[package]]
+name = "tinyagents-runtime"
+version = "2.1.2"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "async-trait",
+ "chrono",
+ "thiserror",
+ "tinyagents-harness",
+ "tinyagents-session",
+ "tinyinference-llm",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+ "tokio",
 ]
 
 [[package]]
 name = "tinyagents-session"
 version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
+ "anyhow",
+ "async-trait",
  "chrono",
  "rusqlite",
  "serde",
  "serde_json",
  "tinyagents-harness",
- "tinyagents-tracing",
+ "tracing",
 ]
 
-[[package]]
-name = "tinyagents-tracing"
-version = "2.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
-
 [[package]]
 name = "tinybus"
 version = "0.1.1"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "async-trait",
  "flate2",
@@ -2820,19 +2735,19 @@ dependencies = [
  "serde_json",
  "tar",
  "tempfile",
- "thiserror 2.0.20",
+ "thiserror",
  "tinybus-macros",
  "tokio",
  "toml 0.8.23",
  "tracing",
  "ureq",
- "zip",
+ "zip 2.4.2",
 ]
 
 [[package]]
 name = "tinybus-macros"
 version = "0.1.1"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2842,7 +2757,7 @@ dependencies = [
 [[package]]
 name = "tinychannels-bus"
 version = "0.1.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -2856,7 +2771,7 @@ dependencies = [
  "serde",
  "serde_json",
  "sha2 0.10.9",
- "thiserror 2.0.20",
+ "thiserror",
  "tokio",
  "tracing",
  "uuid",
@@ -2865,7 +2780,7 @@ dependencies = [
 [[package]]
 name = "tinyconnectors-bus"
 version = "0.10.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "serde",
  "serde_json",
@@ -2876,7 +2791,7 @@ name = "tinyhivemind"
 version = "0.2.1"
 dependencies = [
  "serde",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind-core",
 ]
 
@@ -2885,7 +2800,7 @@ name = "tinyhivemind-core"
 version = "0.2.1"
 dependencies = [
  "serde",
- "thiserror 2.0.20",
+ "thiserror",
 ]
 
 [[package]]
@@ -2893,7 +2808,7 @@ name = "tinyhivemind-embed"
 version = "0.2.1"
 dependencies = [
  "serde",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind",
 ]
 
@@ -2902,7 +2817,7 @@ name = "tinyhivemind-hive"
 version = "0.2.1"
 dependencies = [
  "serde",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind",
  "tinyhivemind-core",
 ]
@@ -2913,7 +2828,7 @@ version = "0.2.1"
 dependencies = [
  "openhuman-embed",
  "serde",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind",
  "tinyhivemind-core",
  "tinyhivemind-embed",
@@ -2947,48 +2862,122 @@ version = "0.2.1"
 dependencies = [
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
  "tinyhivemind",
  "tinyhivemind-embed",
 ]
 
 [[package]]
-name = "tinyhumans-sdk"
-version = "0.1.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+name = "tinyinference-core"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
- "base64 0.22.1",
- "futures",
- "percent-encoding",
+ "anyhow",
+ "httpdate",
+ "url",
+]
+
+[[package]]
+name = "tinyinference-embeddings"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "async-trait",
+ "once_cell",
+ "regex",
  "reqwest",
  "serde",
  "serde_json",
- "thiserror 2.0.20",
+ "thiserror",
+ "tinyinference-core",
  "tokio",
+ "tracing",
  "url",
 ]
 
 [[package]]
-name = "tinyinference"
-version = "0.2.1"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+name = "tinyinference-llm"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "async-trait",
  "bytes",
  "futures",
- "httpdate",
  "reqwest",
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
+ "thiserror",
+ "tinyinference-core",
+ "tinytools-agent 0.3.0 (git+https://github.com/tinyhumansai/tinytools?rev=a5d04a7f3af0abc1dd748f87f94871b36ae9fe71)",
+ "tokio",
+ "tracing",
+]
+
+[[package]]
+name = "tinyinference-local"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "base64 0.23.1",
+ "bytes",
+ "flate2",
+ "futures",
+ "futures-util",
+ "hex",
+ "log",
+ "once_cell",
+ "parking_lot",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "sha2 0.11.0",
+ "sysinfo 0.38.4",
+ "tar",
+ "thiserror",
+ "tinyinference-core",
+ "tinyinference-embeddings",
+ "tinyinference-llm",
+ "tokio",
+ "tracing",
+ "url",
+ "uuid",
+ "zip 8.6.0",
+]
+
+[[package]]
+name = "tinyinference-providers"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "base64 0.23.1",
+ "rand 0.10.2",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "sha2 0.11.0",
+ "url",
+]
+
+[[package]]
+name = "tinyinference-voice"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "base64 0.23.1",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "tinyinference-core",
+ "tinyinference-local",
  "tokio",
+ "uuid",
 ]
 
 [[package]]
 name = "tinyjuice-bus"
 version = "0.2.5"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "serde",
 ]
@@ -2996,11 +2985,11 @@ dependencies = [
 [[package]]
 name = "tinymcp"
 version = "0.3.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "base64 0.23.1",
- "dirs 6.0.0",
+ "dirs",
  "futures-util",
  "parking_lot",
  "reqwest",
@@ -3008,7 +2997,7 @@ dependencies = [
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
+ "thiserror",
  "tinymcp-bus",
  "tokio",
  "tracing",
@@ -3018,7 +3007,7 @@ dependencies = [
 [[package]]
 name = "tinymcp-bus"
 version = "0.3.2"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "schemars",
  "serde",
@@ -3028,7 +3017,7 @@ dependencies = [
 [[package]]
 name = "tinymemory-api"
 version = "0.1.1"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -3042,21 +3031,21 @@ dependencies = [
 [[package]]
 name = "tinymemory-bus"
 version = "0.1.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "chrono",
  "serde",
  "serde_json",
  "sha2 0.11.0",
- "thiserror 2.0.20",
+ "thiserror",
  "uuid",
 ]
 
 [[package]]
 name = "tinymemory-sources"
 version = "0.1.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -3078,12 +3067,27 @@ dependencies = [
 [[package]]
 name = "tinyruntime-bus"
 version = "0.2.4"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "serde",
  "serde_json",
 ]
 
+[[package]]
+name = "tinyskills"
+version = "0.2.1"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "serde",
+ "serde_json",
+ "serde_yaml",
+ "sha2 0.10.9",
+ "thiserror",
+ "tokio",
+ "tracing",
+ "url",
+]
+
 [[package]]
 name = "tinystr"
 version = "0.8.4"
@@ -3096,8 +3100,19 @@ dependencies = [
 
 [[package]]
 name = "tinytools"
-version = "0.1.0"
-source = "git+https://github.com/tinyhumansai/openhuman?rev=93e9938f388f3989b7c0acff3f72007a31bb3128#93e9938f388f3989b7c0acff3f72007a31bb3128"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/tinytools?rev=a5d04a7f3af0abc1dd748f87f94871b36ae9fe71#a5d04a7f3af0abc1dd748f87f94871b36ae9fe71"
+dependencies = [
+ "anyhow",
+ "async-trait",
+ "serde",
+ "serde_json",
+]
+
+[[package]]
+name = "tinytools"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -3105,6 +3120,28 @@ dependencies = [
  "serde_json",
 ]
 
+[[package]]
+name = "tinytools-agent"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/tinytools?rev=a5d04a7f3af0abc1dd748f87f94871b36ae9fe71#a5d04a7f3af0abc1dd748f87f94871b36ae9fe71"
+dependencies = [
+ "regex",
+ "serde",
+ "serde_json",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/tinytools?rev=a5d04a7f3af0abc1dd748f87f94871b36ae9fe71)",
+]
+
+[[package]]
+name = "tinytools-agent"
+version = "0.3.0"
+source = "git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c#b8eeec0b8d1254a516a9f06477823b74ee7ed62c"
+dependencies = [
+ "regex",
+ "serde",
+ "serde_json",
+ "tinytools 0.3.0 (git+https://github.com/tinyhumansai/openhuman?rev=b8eeec0b8d1254a516a9f06477823b74ee7ed62c)",
+]
+
 [[package]]
 name = "tinyvec"
 version = "1.13.3"
@@ -3367,7 +3404,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cb7f578e5945fb242538965c2d0b04418d38ec25c79d160cd279bf0731c8d319"
 dependencies = [
  "matchers",
- "nu-ansi-term 0.50.3",
+ "nu-ansi-term",
  "once_cell",
  "regex-automata",
  "sharded-slab",
@@ -3398,9 +3435,15 @@ dependencies = [
  "rustls",
  "rustls-pki-types",
  "sha1",
- "thiserror 2.0.20",
+ "thiserror",
 ]
 
+[[package]]
+name = "typed-path"
+version = "0.12.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e28f89b80c87b8fb0cf04ab448d5dd0dd0ade2f8891bae878de66a75a28600e"
+
 [[package]]
 name = "typenum"
 version = "1.20.1"
@@ -3713,6 +3756,27 @@ dependencies = [
  "windows-targets 0.52.6",
 ]
 
+[[package]]
+name = "windows"
+version = "0.62.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "527fadee13e0c05939a6a05d5bd6eec6cd2e3dbd648b9f8e447c6518133d8580"
+dependencies = [
+ "windows-collections",
+ "windows-core 0.62.2",
+ "windows-future",
+ "windows-numerics",
+]
+
+[[package]]
+name = "windows-collections"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "23b2d95af1a8a14a3c7367e1ed4fc9c20e0a26e79551b1454d72583c97cc6610"
+dependencies = [
+ "windows-core 0.62.2",
+]
+
 [[package]]
 name = "windows-core"
 version = "0.57.0"
@@ -3738,6 +3802,17 @@ dependencies = [
  "windows-strings",
 ]
 
+[[package]]
+name = "windows-future"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e1d6f90251fe18a279739e78025bd6ddc52a7e22f921070ccdc67dde84c605cb"
+dependencies = [
+ "windows-core 0.62.2",
+ "windows-link",
+ "windows-threading",
+]
+
 [[package]]
 name = "windows-implement"
 version = "0.57.0"
@@ -3789,14 +3864,13 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
 
 [[package]]
-name = "windows-registry"
-version = "0.6.1"
+name = "windows-numerics"
+version = "0.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "02752bf7fbdcce7f2a27a742f798510f3e5ad88dbe84871e5168e2120c3d5720"
+checksum = "6e2e40844ac143cdb44aead537bbf727de9b044e107a0f1220392177d15b0f26"
 dependencies = [
+ "windows-core 0.62.2",
  "windows-link",
- "windows-result 0.4.1",
- "windows-strings",
 ]
 
 [[package]]
@@ -3826,15 +3900,6 @@ dependencies = [
  "windows-link",
 ]
 
-[[package]]
-name = "windows-sys"
-version = "0.48.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "677d2418bec65e3338edb076e806bc1ec15693c5d0104683f2efe857f61056a9"
-dependencies = [
- "windows-targets 0.48.5",
-]
-
 [[package]]
 name = "windows-sys"
 version = "0.52.0"
@@ -3862,21 +3927,6 @@ dependencies = [
  "windows-link",
 ]
 
-[[package]]
-name = "windows-targets"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9a2fa6e2155d7247be68c096456083145c183cbbbc2764150dda45a87197940c"
-dependencies = [
- "windows_aarch64_gnullvm 0.48.5",
- "windows_aarch64_msvc 0.48.5",
- "windows_i686_gnu 0.48.5",
- "windows_i686_msvc 0.48.5",
- "windows_x86_64_gnu 0.48.5",
- "windows_x86_64_gnullvm 0.48.5",
- "windows_x86_64_msvc 0.48.5",
-]
-
 [[package]]
 name = "windows-targets"
 version = "0.52.6"
@@ -3911,10 +3961,13 @@ dependencies = [
 ]
 
 [[package]]
-name = "windows_aarch64_gnullvm"
-version = "0.48.5"
+name = "windows-threading"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2b38e32f0abccf9987a4e3079dfb67dcd799fb61361e53e2882c3cbaf0d905d8"
+checksum = "3949bd5b99cafdf1c7ca86b43ca564028dfe27d66958f2470940f73d86d75b37"
+dependencies = [
+ "windows-link",
+]
 
 [[package]]
 name = "windows_aarch64_gnullvm"
@@ -3928,12 +3981,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a9d8416fa8b42f5c947f8482c43e7d89e73a173cead56d044f6a56104a6d1b53"
 
-[[package]]
-name = "windows_aarch64_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc35310971f3b2dbbf3f0690a219f40e2d9afcf64f9ab7cc1be722937c26b4bc"
-
 [[package]]
 name = "windows_aarch64_msvc"
 version = "0.52.6"
@@ -3946,12 +3993,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b9d782e804c2f632e395708e99a94275910eb9100b2114651e04744e9b125006"
 
-[[package]]
-name = "windows_i686_gnu"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a75915e7def60c94dcef72200b9a8e58e5091744960da64ec734a6c6e9b3743e"
-
 [[package]]
 name = "windows_i686_gnu"
 version = "0.52.6"
@@ -3976,12 +4017,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fa7359d10048f68ab8b09fa71c3daccfb0e9b559aed648a8f95469c27057180c"
 
-[[package]]
-name = "windows_i686_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8f55c233f70c4b27f66c523580f78f1004e8b5a8b659e05a4eb49d4166cca406"
-
 [[package]]
 name = "windows_i686_msvc"
 version = "0.52.6"
@@ -3994,12 +4029,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e7ac75179f18232fe9c285163565a57ef8d3c89254a30685b57d83a38d326c2"
 
-[[package]]
-name = "windows_x86_64_gnu"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53d40abd2583d23e4718fddf1ebec84dbff8381c07cae67ff7768bbf19c6718e"
-
 [[package]]
 name = "windows_x86_64_gnu"
 version = "0.52.6"
@@ -4012,12 +4041,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9c3842cdd74a865a8066ab39c8a7a473c0778a3f29370b5fd6b4b9aa7df4a499"
 
-[[package]]
-name = "windows_x86_64_gnullvm"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0b7b52767868a23d5bab768e390dc5f5c55825b6d30b86c844ff2dc7414044cc"
-
 [[package]]
 name = "windows_x86_64_gnullvm"
 version = "0.52.6"
@@ -4030,12 +4053,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0ffa179e2d07eee8ad8f57493436566c7cc30ac536a3379fdf008f47f6bb7ae1"
 
-[[package]]
-name = "windows_x86_64_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ed94fce61571a4006852b7389a063ab983c02eb1bb37b47f8272ce92d06d9538"
-
 [[package]]
 name = "windows_x86_64_msvc"
 version = "0.52.6"
@@ -4250,7 +4267,21 @@ dependencies = [
  "flate2",
  "indexmap",
  "memchr",
- "thiserror 2.0.20",
+ "thiserror",
+ "zopfli",
+]
+
+[[package]]
+name = "zip"
+version = "8.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d04a6b5381502aa6087c94c669499eb1602eb9c5e8198e534de571f7154809b"
+dependencies = [
+ "crc32fast",
+ "flate2",
+ "indexmap",
+ "memchr",
+ "typed-path",
  "zopfli",
 ]
 
diff --git a/examples/openhuman/Cargo.toml b/examples/openhuman/Cargo.toml
index 7940cf3f..f3f77993 100644
--- a/examples/openhuman/Cargo.toml
+++ b/examples/openhuman/Cargo.toml
@@ -13,7 +13,7 @@ publish = false
 anyhow = "1"
 futures = "0.3"
 # The live hive uses OpenHuman's native runtime, agents, sessions, and TinyCortex module.
-openhuman-embed = { git = "https://github.com/tinyhumansai/openhuman", rev = "93e9938f388f3989b7c0acff3f72007a31bb3128", default-features = false, features = ["mcp", "modules"] }
+openhuman-embed = { git = "https://github.com/tinyhumansai/openhuman", rev = "b8eeec0b8d1254a516a9f06477823b74ee7ed62c", default-features = false, features = ["mcp", "modules"] }
 # Public research sources are mirrored into the isolated run workspace before turns start.
 reqwest = { version = "0.12", default-features = false, features = ["json", "rustls-tls"] }
 serde = { version = "1", features = ["derive"] }
diff --git a/examples/openhuman/src/bin/deepswe_hive.rs b/examples/openhuman/src/bin/deepswe_hive.rs
index ffc2c462..35299c12 100644
--- a/examples/openhuman/src/bin/deepswe_hive.rs
+++ b/examples/openhuman/src/bin/deepswe_hive.rs
@@ -508,24 +508,44 @@ fn instantiate(
     .allow_tools(["broadcast", "complete_episode"])
     .description("Local TinyHiveMind completion tools");
     let tools = vec!["mcp_list_tools".into(), "mcp_call_tool".into()];
+    let agent_id = format!("deepswe-{id}");
+    let system_prompt = format!(
+        "You are the {id} seat in a hermetic DeepSWE hive. Use mcp_list_tools \
+         to discover the deepswe and tinyhive servers, then use mcp_call_tool \
+         to invoke their tools. End by actually invoking mcp_call_tool exactly \
+         once with server tinyhive, tool broadcast or complete_episode, and a \
+         concrete evidence message. Do not print the call as JSON or prose. \
+         Your turn is invalid until its tool result says accepted from @{id}; \
+         after acceptance, make no more tool calls."
+    );
+    let registry_id = agent_id.clone();
+    let registry_prompt = system_prompt.clone();
+    let registry_tools = tools.clone();
     runtime
         .agent(
-            AgentSpec::new(format!("deepswe-{id}"))
+            AgentSpec::new(agent_id)
                 .definition(
                     AgentDefinitionSpec::new()
-                        .system_prompt(format!(
-                            "You are the {id} seat in a hermetic DeepSWE hive. Use mcp_list_tools \
-                             to discover the deepswe and tinyhive servers, then use mcp_call_tool \
-                             to invoke their tools. End by actually invoking mcp_call_tool exactly \
-                             once with server tinyhive, tool broadcast or complete_episode, and a \
-                             concrete evidence message. Do not print the call as JSON or prose. \
-                             Your turn is invalid until its tool result says accepted from @{id}; \
-                             after acceptance, make no more tool calls."
-                        ))
+                        .system_prompt(system_prompt)
                         .tools(ToolScopeSpec::Named(tools.clone()))
                         .max_iterations(16)
                         .temperature(0.0),
                 )
+                // OpenHuman's hosted turn preparation resolves the already-supplied
+                // explicit definition through its config-backed catalogue once more.
+                .config(move |config| {
+                    let entry = serde_json::from_value(serde_json::json!({
+                        "id": registry_id.clone(),
+                        "name": registry_id,
+                        "description": "Hermetic DeepSWE hive seat",
+                        "source": "custom",
+                        "enabled": true,
+                        "system_prompt": registry_prompt,
+                        "tool_allowlist": registry_tools,
+                    }))
+                    .expect("static DeepSWE registry entry should deserialize");
+                    config.agent_registry.entries.push(entry);
+                })
                 .mcp(workspace)
                 .mcp(hive)
                 .action_dir(sandbox.repo_path()),
diff --git a/examples/openhuman/src/bin/deepswe_hive/test/retry.rs b/examples/openhuman/src/bin/deepswe_hive/test/retry.rs
index 06ba297f..8a9e0e8a 100644
--- a/examples/openhuman/src/bin/deepswe_hive/test/retry.rs
+++ b/examples/openhuman/src/bin/deepswe_hive/test/retry.rs
@@ -232,7 +232,10 @@ fn accepted_action_survives_post_tool_provider_failure_without_retry() {
         .await
         .expect("adapter task")
         .expect_err("empty patch makes the completed episode fail");
-        assert!(error.to_string().contains("episode result is failed"));
+        assert!(
+            error.to_string().contains("episode result is failed"),
+            "unexpected runner error: {error:#}"
+        );
 
         let result: Value = serde_json::from_slice(&std::fs::read(&output).expect("result file"))
             .expect("result JSON");
@@ -248,7 +251,11 @@ fn accepted_action_survives_post_tool_provider_failure_without_retry() {
         }
         assert!(transcript.contains("COMPLETE: lead complete"));
         assert!(transcript.contains("Provider continuation failed after the accepted action"));
-        assert!(transcript.contains("429"));
+        assert!(transcript.contains("hosted agent invocation failed at the model provider"));
+        assert!(
+            !transcript.contains("429"),
+            "hosted errors redact provider details"
+        );
         let accepted =
             std::fs::read_to_string(output_directory.path().join("outboxes").join("lead.jsonl"))
                 .expect("accepted lead action remains in the outbox");
@@ -523,7 +530,7 @@ fn multiple_native_actions_fail_immediately_without_retry_or_commit() {
 }
 
 #[test]
-fn empty_provider_response_retries_only_that_seat_and_commits_once() {
+fn upstream_empty_response_retry_commits_each_seat_once() {
     let _guard = retry_test_guard();
     let runtime = tokio::runtime::Builder::new_multi_thread()
         .enable_all()
@@ -556,7 +563,7 @@ fn empty_provider_response_retries_only_that_seat_and_commits_once() {
         assert_eq!(result["turns"], 4, "provider failure is not committed");
 
         let state = state.lock().expect("script state");
-        assert_eq!(state.turn_starts.get("lead"), Some(&2));
+        assert_eq!(state.turn_starts.get("lead"), Some(&3));
         for seat in ["implementer", "tester", "reviewer"] {
             assert_eq!(state.turn_starts.get(seat), Some(&1), "@{seat} reran");
         }
@@ -593,7 +600,11 @@ fn non_retryable_provider_auth_failure_is_immediate() {
         .expect_err("authentication failure must abort");
         let message = error.to_string();
         assert!(message.starts_with("@lead provider failure on attempt 1/3:"));
-        assert!(message.contains("401"), "missing source: {message}");
+        assert!(message.contains("hosted agent invocation failed at the model provider"));
+        assert!(
+            !message.contains("401"),
+            "hosted errors redact provider details"
+        );
         assert!(!output.exists());
 
         let state = state.lock().expect("script state");
@@ -602,7 +613,7 @@ fn non_retryable_provider_auth_failure_is_immediate() {
 }
 
 #[test]
-fn retryable_provider_exhaustion_is_bounded_without_a_commit() {
+fn sanitized_provider_failure_fails_closed_without_a_commit() {
     let _guard = retry_test_guard();
     let runtime = tokio::runtime::Builder::new_multi_thread()
         .enable_all()
@@ -628,13 +639,17 @@ fn retryable_provider_exhaustion_is_bounded_without_a_commit() {
         })
         .await
         .expect("adapter task")
-        .expect_err("retryable provider failure must exhaust");
+        .expect_err("a provider failure with no retry classification must abort");
         let message = error.to_string();
         assert!(
-            message.starts_with("@lead provider failure on attempt 3/3:"),
+            message.starts_with("@lead provider failure on attempt 1/3:"),
             "unexpected error: {message}"
         );
-        assert!(message.contains("429"), "missing source: {message}");
+        assert!(message.contains("hosted agent invocation failed at the model provider"));
+        assert!(
+            !message.contains("429"),
+            "hosted errors redact provider details"
+        );
         assert!(!output.exists());
 
         let state = state.lock().expect("script state");
@@ -644,7 +659,7 @@ fn retryable_provider_exhaustion_is_bounded_without_a_commit() {
             .filter(|(seat, _)| seat == "lead")
             .filter_map(|(_, request)| request["messages"].as_array()?.last()?["content"].as_str())
             .collect::<std::collections::BTreeSet<_>>();
-        assert_eq!(lead_prompts.len(), MAX_SEAT_ATTEMPTS as usize);
+        assert_eq!(lead_prompts.len(), 1);
         for seat in ["implementer", "tester", "reviewer"] {
             assert_eq!(state.turn_starts.get(seat), Some(&1), "@{seat} reran");
         }

From 276ed9a49b6f3ec70d40a7c35ac08d7aa5387b59 Mon Sep 17 00:00:00 2001
From: Steven Enamakel <enamakel@tinyhumans.ai>
Date: Sun, 20 Sep 2026 19:12:38 +0300
Subject: [PATCH 7/8] Record OpenHuman main DeepSWE rerun

Co-authored-by: Medulla <medulla@tinyhumans.ai>
---
 ...2026-09-20-deepswe-openhuman-main-rerun.md | 73 +++++++++++++++++++
 1 file changed, 73 insertions(+)
 create mode 100644 docs/experiments/2026-09-20-deepswe-openhuman-main-rerun.md

diff --git a/docs/experiments/2026-09-20-deepswe-openhuman-main-rerun.md b/docs/experiments/2026-09-20-deepswe-openhuman-main-rerun.md
new file mode 100644
index 00000000..fdd7247d
--- /dev/null
+++ b/docs/experiments/2026-09-20-deepswe-openhuman-main-rerun.md
@@ -0,0 +1,73 @@
+# DeepSWE OpenHuman upstream-main rerun
+
+**Date:** 2026-09-20
+
+**Status:** Recorded
+
+**Code:** `deepswe_hive` with OpenHuman
+`b8eeec0b8d1254a516a9f06477823b74ee7ed62c`, default model
+`openai/gpt-oss-120b:nitro`, 24 committed-turn cap
+
+**Spec:** [issue 57](https://github.com/tinyhumansai/tinyhivemind/issues/57)
+
+## Question
+
+Does updating the OpenHuman dependency to its 2026-09-20 `upstream/main`
+revision improve the three-task Docker-isolated smoke, and what fraction of
+provider input tokens are served from cache?
+
+## Method
+
+This reran the same three tasks, base commits, model, public baselines, task
+images, and hidden verifiers as the 2026-09-18 smoke. Each checkout was freshly
+extracted from its task image and verified clean at its exact base commit.
+Focused public baseline tests passed inside the derived agent image before the
+run.
+
+Agent actions ran as the checkout owner in ephemeral Docker containers with
+network mode `none`; provider HTTP remained in the host process. Agents had no
+browser, search, host shell, credentials, reference solution, dataset, or
+hidden-verifier mount. Canonical grading ran later in separate networkless
+containers using the unaltered official task images.
+
+OpenHuman `b8eeec0` requires an embedded agent's explicit definition to also
+be present in its config-backed catalogue during hosted turn preparation. The
+runner now registers that equivalent catalogue entry. The same revision also
+sanitizes hosted provider failures, so an error without a retained retryability
+classification fails closed rather than being guessed retryable. All 45 runner
+tests passed before the paid rerun.
+
+## Results
+
+| task | wall time | runner termination | patch | F2P | P2P | partial diagnostic | reward |
+| --- | ---: | --- | ---: | ---: | ---: | ---: | ---: |
+| `abs-module-cache-flags` | 10:44.98 | implementer emitted zero actions after 3 attempts | 0 B | 0/20 | 3/3 | 0.1304 | **0** |
+| `abs-stepped-slices` | 1:14.47 | tester emitted zero actions after 3 attempts | 0 B | 0/6 | 6/6 | 0.5000 | **0** |
+| `actionlint-action-pinning-lint` | 0:59.22 | episode exceeded 24 turns | 216 B | 0/55 | 0/145 | 0.0000 | **0** |
+
+**Smoke score: 0/3 (0%).** The partial column is grader diagnostics, not an
+alternative DeepSWE score. The third patch added only a three-line placeholder
+file, and the hidden suite did not build; the other two runs produced no patch.
+
+Provider-reported usage was:
+
+| task | usage records | input tokens | cached input subset | cache hit rate | output tokens | cost |
+| --- | ---: | ---: | ---: | ---: | ---: | ---: |
+| `abs-module-cache-flags` | 318 | 3,059,862 | 1,814,784 | 59.31% | 66,524 | $2.638765 |
+| `abs-stepped-slices` | 188 | 2,147,908 | 882,176 | 41.07% | 31,752 | $2.269064 |
+| `actionlint-action-pinning-lint` | 280 | 3,269,594 | 1,596,672 | 48.83% | 52,342 | $3.141449 |
+| **total** | **786** | **8,477,364** | **4,293,632** | **50.65%** | **150,618** | **$8.049278** |
+
+Every usage-record id was unique. Cache hit rate is
+`cached_input_tokens / input_tokens`; cached input is a subset of input, not
+additional usage. The aggregate rate was 50.6482%, about 0.42 percentage points
+higher than the original smoke's 50.23%.
+
+## Observation
+
+The dependency update did not improve canonical correctness. Agents spent more
+input tokens than in the first smoke, but two rounds failed the native-action
+protocol and the only captured patch was a placeholder. One Task 1 action also
+ran a recursive grep outside `/workspace` within the container image until the
+existing 540-second command timeout stopped it. The container still had no
+network or host/verifier mount and was removed by cleanup.

From 24cfa7c533a663c623bf8e2082674cdf12c2f2ad Mon Sep 17 00:00:00 2001
From: Steven Enamakel <enamakel@tinyhumans.ai>
Date: Sun, 20 Sep 2026 19:14:18 +0300
Subject: [PATCH 8/8] Correct DeepSWE usage accounting

Co-authored-by: Medulla <medulla@tinyhumans.ai>
---
 .../2026-09-20-deepswe-openhuman-main-rerun.md   | 16 +++++++++-------
 1 file changed, 9 insertions(+), 7 deletions(-)

diff --git a/docs/experiments/2026-09-20-deepswe-openhuman-main-rerun.md b/docs/experiments/2026-09-20-deepswe-openhuman-main-rerun.md
index fdd7247d..bd53c95f 100644
--- a/docs/experiments/2026-09-20-deepswe-openhuman-main-rerun.md
+++ b/docs/experiments/2026-09-20-deepswe-openhuman-main-rerun.md
@@ -51,14 +51,16 @@ file, and the hidden suite did not build; the other two runs produced no patch.
 
 Provider-reported usage was:
 
-| task | usage records | input tokens | cached input subset | cache hit rate | output tokens | cost |
+| task | charged requests | input tokens | cached input subset | cache hit rate | output tokens | cost |
 | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| `abs-module-cache-flags` | 318 | 3,059,862 | 1,814,784 | 59.31% | 66,524 | $2.638765 |
-| `abs-stepped-slices` | 188 | 2,147,908 | 882,176 | 41.07% | 31,752 | $2.269064 |
-| `actionlint-action-pinning-lint` | 280 | 3,269,594 | 1,596,672 | 48.83% | 52,342 | $3.141449 |
-| **total** | **786** | **8,477,364** | **4,293,632** | **50.65%** | **150,618** | **$8.049278** |
-
-Every usage-record id was unique. Cache hit rate is
+| `abs-module-cache-flags` | 159 | 1,529,931 | 907,392 | 59.31% | 33,262 | $2.638765 |
+| `abs-stepped-slices` | 94 | 1,073,954 | 441,088 | 41.07% | 15,876 | $2.269064 |
+| `actionlint-action-pinning-lint` | 140 | 1,634,797 | 798,336 | 48.83% | 26,171 | $3.141449 |
+| **total** | **393** | **4,238,682** | **2,146,816** | **50.65%** | **75,309** | **$8.049278** |
+
+OpenHuman also wrote one zero-cost `estimated` mirror for every charged record;
+the table counts only `provider_charged` records so calls and tokens are not
+double-counted. Cache hit rate is
 `cached_input_tokens / input_tokens`; cached input is a subset of input, not
 additional usage. The aggregate rate was 50.6482%, about 0.42 percentage points
 higher than the original smoke's 50.23%.