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fix(llm): detect Lemonade on macOS; stop printing commands that don't work - #2497

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fix(llm): detect Lemonade on macOS; stop printing commands that don't work#2497
kovtcharov-amd merged 5 commits into
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kalin/fix-stale-lemonade-start-advice

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@kovtcharov kovtcharov commented Jul 25, 2026

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GAIA told macOS users their Lemonade Server was not installed while it was answering requests on the very port GAIA probes, and told everyone else to fix a stopped server by running lemonade-server serve — a CLI modern Lemonade removed. Both are the same defect: code reporting a state that reality contradicts, then handing the user a way out that doesn't work. That reads as "GAIA is broken" rather than "that advice is stale."

Detection. resolve_lemonade() probed canonical paths for Windows and Linux only. On macOS it fell through to the legacy lemonade-server probe, found nothing, and returned found=False. check_installation() delegates straight to it, so gaia init concluded Lemonade was absent on a working machine. There is now a Darwin branch probing /usr/local/bin/lemond (plus the Homebrew prefix, then lemond on PATH). It probes the daemon, not the client — the daemon is what gets started; the client only serves the version query.

Remedies. Two resolver-backed helpers replace six hand-rolled copies of the same resolve-then-fall-back-to-legacy logic: describe_start_hint() for starting the server and describe_client_hint(action, model) for pulling/loading a model. Both return prose with no command when the platform has no command a user would run (Windows tray, macOS app, no client on disk) rather than inventing one. lemonade-server is only ever named when a legacy install is actually detected.

Fixing the strings without fixing detection would just have swapped one wrong answer for another: "install Lemonade" for a user who already has it running.

build_start_command() starts the daemon directly on Darwin — macOS has no systemd, so the Linux systemctl form must not leak there. LEMONADE_SERVER_PATH still wins and is used verbatim for the server; it does not double as the client. lemonade-server stays in the legacy probe list: it is still the correct package name (the MSI and .deb are lemonade-server-*).

Four defect layers, each found by running the command rather than reading it

  1. Command doesn't existlemonade-server serve on a modern install.
  2. Command exists but rejects the argumentgaia download SD-Turbo exits 2; gaia download has no positional model argument.
  3. Command runs and still doesn't fix it — the SD remedy hardcoded SD-Turbo while the mixin default is SDXL-Turbo, so a user pulled the wrong model successfully and stayed stuck. An exit-code check passes on this one.
  4. The tool reports success while refusing to actgaia kill with no target printed ❌, did nothing, exited 0, so gaia kill && next-step proceeded. Same for gaia cache clear. Both now exit 1, matching gaia install.

Layer 3 was hiding behind a stale docstring claiming the SD default was SD-Turbo, which made the literal look correct in review. That docstring is corrected too.

Why an installer fix touches eight files

Every non-test file is the same dead-command fix threaded through a caller — no unrelated cleanup:

File Sites What
llm/lemonade_launcher.py The fix: Darwin detection + both remedy helpers
installer/init_command.py 3 The originally reported sites
llm/lemonade_client.py 3 Had its own copy of the legacy fallback (_start_command_hint), now delegating
llm/lemonade_manager.py 5 More copies of the dead start command in user-facing errors
cli.py 7 Remedies, plus the two exit-0-on-refusal bugs (layer 4)
code_index/sdk.py 2 lemonade-server load <model> and a gaia download <model> template
sd/mixin.py 1 lemonade-server pull, now naming the configured model

Audit: every surviving lemonade-server literal in src/gaia

Walked all 47. None is a command a message tells a user to run, with one known exception:

Category Count Verdict
Comments / docstrings describing the legacy CLI 25 ✅ prose
Deliberate legacy probe (which, _classify_kind_from_name, legacy argv) 3 ✅ intentional
Package name (apt/PPA install + remove, MSI/.deb filenames) 5 ✅ correct — package name is unchanged
Diagnostics stating it was not found ("no lemonade-server in PATH") 6 ✅ prose, remedy is gaia init
Log messages naming the process 7 ✅ not instructions
providers/lemonade.py:117 — "Restart cleanly: gaia kill && lemonade-server serve" 1 ❌ dead, eval-gated (below)

Test plan

  • pytest tests/unit/31 vs 31, identical failure names, Lemonade confirmed down across both runs
  • macOS detection tests inject platform.system() and Path.exists(), so Windows/Linux/macOS answers are provable on any runner, and drive the real resolver (patching resolve_lemonade would only prove it was called). 10 fail without the fix.
  • Remedies parsed against the real build_parser(), plus a static guard failing on any new gaia download <model> — verified by planting the regression
  • SD remedy parameterised over all four models; 4 of 5 fail against the old literal (the SD-Turbo case passes, which is why the bug was invisible)
  • Refusal exit codes tested by running the real CLI in a subprocess — an in-process call cannot observe an exit code. 3 of 4 fail against the old behaviour.
  • python util/lint.py --all passes

Every command this PR emits, actually run:

Command exit
LEMONADE_CTX_SIZE=32768 /usr/local/bin/lemond --help 0
lemonade pull --help / SD-Turbo registered in lemonade list 0 / 0
lemonade load --help 0
gaia init --help 0
gaia download --clear-cache (parse) 0
hash -r 0
gaia kill (no target) — was 0 1
gaia cache clear (no target) — was 0 1
gaia kill --port 1 (nothing listening) — must stay chainable 0
gaia download SD-Turbo — the removed regression 2
command -v lemonade-server — the removed legacy CLI 1

Detection, before vs after, on a Mac with lemond v10.10.0 healthy on 13305:

                      BEFORE                          AFTER
resolve_lemonade      found=False kind=none           found=True kind=modern server=/usr/local/bin/lemond
build_start_command   ValueError: no tooling found    StartSpec(argv=['/usr/local/bin/lemond'])
check_installation    installed=False                 installed=True version=10.10.0
  • Reviewer on Windows/Linux: confirm the tray prose (Windows) and systemctl --user start lemond (modern Linux) read correctly in gaia init when auto-start fails

Deliberately out of scope

  • gaia kill --port <n> with no process still exits 0. "Already stopped" is the desired end state, and docs/reference/troubleshooting.mdx documents gaia kill --lemonade && ..., which a non-zero exit would break for the common case. Telling "nothing to kill" apart from "kill failed" needs kill_process_by_port to return more than a bool — a deliberate semantics change, not a drive-by. It does still print ❌ for that benign outcome, which is worth fixing separately.
  • gaia kill cannot target a stray agent sidecar by name or install path, which is why the daemon's uninstall guard naming it can dead-end. The refusal now says so explicitly rather than leaving the user to retry. Whether gaia kill should grow that capability is a product call for the daemon owner.
  • 3 gaia download <model> sites in llm/providers/lemonade.py (×2) and agents/builder/agent.py — all LemonadeError.user_message text, returned verbatim as the agent's answer by agents/base/agent.py:3494, so CLAUDE.md's eval gate applies and they need a gaia eval agent run. Pinned in the guard's KNOWN_EVAL_GATED_SITES, with a second test that fails if an entry goes stale.
  • cli.py:4025 runs subprocess(["lemonade-server", "stop"]) in gaia kill --lemonade. Modern lemonade has no stop subcommand, so this always falls back to the port kill — it degrades correctly, but the attempt is dead code on modern installs.
  • 5 log warnings in agents/base/ say "start lemonade-server". Fixing them means importing gaia.llm.* into the agent base layer, which its documented invariant forbids.
  • apps/webui/** (TypeScript) carries the same stale string but cannot call a Python resolver; it needs a field on the status API.
  • tui/** — owned by a sibling change.

Unrelated observation: the 3 test_init_command.py install-path tests do a real health probe against localhost:13305, so they pass or fail purely on whether Lemonade happens to be running — the sole cause of the 31-vs-34 baseline drift seen locally.

…n't exist

`gaia init` printed `lemonade-server serve` as its "here's how to fix it"
remedy in three places, but modern Lemonade removed that CLI — so a user
whose auto-start failed was told to run something that errors out, with no
way forward. The same stale literal was duplicated across the LLM client,
the manager, the CLI, and the code index.

`describe_start_hint()` in lemonade_launcher.py is now the single source of
start advice. It resolves the installed tooling and, critically, returns
prose instead of a command when the platform has no start command a user
would run (Windows tray icon, macOS app) rather than guessing a shell
command. `lemonade-server serve` is now only ever named when a legacy
install was actually detected.

Also folds in LemonadeClient._start_command_hint, which carried its own copy
of the same legacy fallback.

macOS is the case that exposed this: resolve_lemonade() has no Darwin probe,
so every macOS install fell through to the hardcoded legacy literal.
@github-actions github-actions Bot added llm LLM backend changes cli CLI changes tests Test changes performance Performance-critical changes labels Jul 25, 2026
@github-actions

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Verdict: Request changes (one blocking issue — a small, contained fix).

This PR fixes a genuinely user-hostile bug: when Lemonade auto-start fails, GAIA was telling users to run lemonade-server serve — a CLI modern Lemonade removed — leaving them stuck. It centralizes all "here's how to start it" advice into one describe_start_hint() helper that emits a command the host can actually run, or GUI prose (Windows tray / macOS app) when there's no shell command to give. The design is clean and the test coverage of the new helper is thorough.

The one thing to fix before merge: this change breaks an existing test that isn't in the PR. test_validate_context_size_insufficient in tests/test_lemonade_client.py asserts the restart hint mentions a context size — but the new helper (correctly) emits prose with no ctx-size when no Lemonade is installed, so the test now fails on any Lemonade-less machine, which is exactly the new-user / CI state this PR targets. The PR's own evidence bundle caught this and flagged it as a follow-up; per GAIA's rule that a behavior change updates every test describing it, it should be fixed here, not deferred. The fix is a one-line test change (mock the resolver to a modern install so the assertion stays meaningful).

Real-world evidence

An evidence bundle ran on ubuntu-latest (no Lemonade/GPU) and exercised the real CLI + library. It's strong and I'm relaying it as-is — it both supports the fix and surfaces the blocking issue above.

  • Not-installed state (gaia llm "hello" with nothing installed): describe_start_hint() returns Lemonade Server is not installed. Run gaia init ... , command=None — no fabricated lemonade-server serve. ✅
  • Modern install via LEMONADE_SERVER_PATH override, through the real gaia llm entry point:
    • Run: LEMONADE_CTX_SIZE=65536 /tmp/fake_lemonade/lemonade
    
    Previously printed lemonade-server serve --ctx-size .... ✅
  • Legacy install (real shutil.which probe): Run: /tmp/fake_legacy/lemonade-server serve --ctx-size 8192 — the CLI is still named when it genuinely exists. ✅
  • Spot regression: gaia --help, gaia init --help, gaia download --help all exit 0; all six files with new imports import cleanly.
  • Screenshot: N/A — CLI/library stdout+stderr change, no Agent UI route touched.
  • ⚠️ Net-new failure the bundle found (confirmed with a before/after worktree diff):
    FAILED tests/test_lemonade_client.py::TestLemonadeClientMock::test_validate_context_size_insufficient
    
    Parent d6c02c2f: 4 failed. This PR 015dd027: 5 failed — this one test flips from pass→fail. This is the blocking issue above.
🔍 Technical details

🟡 Important

Introduced test failure — test_validate_context_size_insufficient not updated for the new behavior (tests/test_lemonade_client.py:1509)

The assertion:

self.assertTrue(
    "--ctx-size" in error or "LEMONADE_CTX_SIZE" in error,
    f"restart hint missing ctx-size guidance: {error}",
)

relied on the old _start_command_hint no-tooling fallback (f"lemonade-server serve --ctx-size {ctx_size}"), which always contained --ctx-size. The new describe_start_hint() intentionally returns prose ("Lemonade Server is not installed. Run \gaia init`...") when resolve_lemonade()finds nothing — so on any Lemonade-less host (CI runners included)error` no longer contains a ctx token and the test fails. This is not flaky ordering; it fails deterministically wherever Lemonade isn't installed. The file isn't in the PR diff, so the PR ships red.

Fix by mocking the resolver so the assertion tests what it means to test — that a resolved install's hint carries the ctx size — rather than depending on the host:

        from gaia.llm.lemonade_launcher import LemonadeTooling

        with patch(
            "gaia.llm.lemonade_launcher.resolve_lemonade",
            return_value=LemonadeTooling(
                found=True,
                kind="modern",
                client_path="/usr/bin/lemonade",
                server_launcher="/usr/bin/lemond",
            ),
        ):
            valid, error = self.client.validate_context_size(
                required_tokens=32768, quiet=True
            )

        self.assertFalse(valid)
        self.assertIsNotNone(error)
        self.assertIn("4096", error)
        self.assertIn("32768", error)
        self.assertIn("LEMONADE_CTX_SIZE", error)

(Add patch platform.system to "Linux" too if you want it deterministic across dev machines.)

Strengths

  • Single source of truth. Collapsing four hand-rolled resolve-then-fall-back copies (including one inside LemonadeClient._start_command_hint, now a thin delegator) into describe_start_hint() is the right call — the same stale literal was duplicated across CLI, manager, client, and code index.
  • Correct restraint on the string swap. The PR keeps lemonade-server serve where a legacy install is actually resolved and keeps lemonade-server as the package name — this isn't a blanket find-replace, and the tests pin both directions.
  • Windows/POSIX rendering care. _render_command avoiding shlex.join's POSIX single-quoting on Windows (and rendering env as set VAR=... &&) is a real correctness detail, and test_start_hint_legacy_windows_path_is_joined_for_cmd_not_posix / ..._renders_env_the_cmd_way_never_drops_it lock it in.
  • Honest, self-critical evidence bundle — it found and reported the regression above rather than glossing it.
  • The two deferred follow-ups (providers/lemonade.py under the eval gate; the missing macOS probe in resolve_lemonade()) are correctly scoped out with reasons.

resolve_lemonade() probed canonical paths for Windows and Linux only. On
macOS execution fell through to the legacy `lemonade-server` probe, which
does not exist on a modern install, so it returned found=False — GAIA
reported "Lemonade Server not found" about a daemon answering requests on
the very port GAIA probes. check_installation() delegates straight to it, so
`gaia init` concluded Lemonade was not installed on a working machine.

Adds the Darwin branch alongside the existing ones: /usr/local/bin/lemond
(and the Homebrew prefix), falling back to lemond on PATH for a non-standard
install. Probes the daemon rather than the client, since the daemon is what
gets started and the client only serves the version query.

build_start_command() now starts that daemon directly on Darwin — macOS has
no systemd, so the Linux `systemctl --user start lemond` form must not leak
there. LEMONADE_SERVER_PATH still wins and is still used verbatim, and
`lemonade-server` stays in the legacy probe list; it remains the correct
package name.

This is the layer the previous commit's remedy strings depend on: with
detection broken, the resolved remedy on macOS was "install Lemonade" for a
user who already had it running.

Tests inject platform.system() and Path.exists() so the Windows, Linux and
macOS answers are all provable on any runner, and drive the real resolver
rather than mocking it. One pre-existing test asserted the systemd form
without pinning the platform — it passed on macOS only because the Darwin
branch did not exist yet.
@kovtcharov kovtcharov changed the title fix(installer): stop handing users a Lemonade start command that doesn't exist fix(llm): detect Lemonade on macOS, and stop printing a start command that doesn't exist Jul 25, 2026
…gaia download

`gaia download` takes no positional model argument, so every message telling
a user to run `gaia download SD-Turbo` exits 2 and leaves them stuck. Two of
those were introduced by this branch replacing the dead
`lemonade-server pull`; two more predate it in code_index
(`lemonade-server load <model>`, and a `gaia download <model>` template).

The command that actually downloads a model is the Lemonade client's
`<client> pull|load <model>` — `lemonade` on a modern install,
`lemonade-server` on legacy — so describe_client_hint() resolves it the same
way describe_start_hint() resolves the start command. An explicit
LEMONADE_SERVER_PATH names a *server*, so it yields prose rather than
guessing that binary doubles as the client.

Adds a guard for the recurring class: the remedy is now parsed against the
real argparse surface from build_parser() instead of eyeballed, and a static
check fails on any new `gaia download <model>`. Both catch the exact
regression this commit fixes — a mocked test cannot, because the mock
accepts any argument.

Three occurrences remain in LemonadeError.user_message text, which agents
return verbatim as the agent's answer; CLAUDE.md's eval gate covers those, so
they are pinned in the guard's known-sites list and fixed separately.
The remedy hardcoded SD-Turbo while the mixin's default is SDXL-Turbo, so a
user on the default config was told to pull SD-Turbo, did so successfully,
retried, and still failed — generation then requested SDXL-Turbo, which they
still did not have. The verb was right and the argument was wrong, which is
the dead-command bug one level deeper: the command runs, so an exit-code
check passes, and the user is still stuck.

sd_health_check now names self.sd_default_model, the model that instance
will actually request. The CLI path already passed args.sd_model and needed
no change.

Also corrects the init_sd docstring and examples, which claimed the default
was SD-Turbo — that contradiction is what made the hardcoded literal look
correct in review.

The new tests parameterise over all four SD models; four of the five fail
against the old literal. The one that passes is the SD-Turbo case, which is
exactly why the bug was invisible.
`gaia kill` with no target printed a ❌, did nothing, and exited 0, so
`gaia kill && next-step` ran next-step having killed nothing. `gaia cache
clear` with no target had the same defect. Both now exit 1, matching
`gaia install`, which already did this correctly.

The kill refusal also said only "Specify --lemonade or --port <number>",
which sends a user in circles when the process blocking them holds no port
— the daemon's uninstall guard names `gaia kill` as the remedy for stray
processes. It now states that both flags target a port and that anything
else has to be killed by PID, so the user learns what this command cannot
do instead of retrying it.

Deliberately unchanged: killing a port with no process still exits 0.
"Already stopped" is the desired end state, and
docs/reference/troubleshooting.mdx documents `gaia kill --lemonade && ...`,
which a non-zero exit would break for the common case. Distinguishing
"nothing to kill" from "kill failed" needs kill_process_by_port to return
more than a bool — a deliberate semantics change, not a drive-by.

Tests run the real CLI in a subprocess, since the exit code is the thing
under test and an in-process call cannot observe it.
@kovtcharov kovtcharov changed the title fix(llm): detect Lemonade on macOS, and stop printing a start command that doesn't exist fix(llm): detect Lemonade on macOS; stop printing commands that don't work Jul 25, 2026

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Nice cleanup, and CI is green. The macOS Darwin detection correctly probes the daemon (lemond) rather than the client, build_start_command fails loudly instead of guessing when a modern macOS launcher is missing, and the sys.exit(1) refusals aren't swallowed by the surrounding except Exception (SystemExit is a BaseException).

One follow-up worth doing: tests/test_lemonade_client.py::test_validate_context_size_insufficient (not in this diff) becomes host-dependent after the change. It asserts the restart hint contains --ctx-size or LEMONADE_CTX_SIZE, but describe_start_hint(ctx_size).instruction now returns a ctx-free string whenever the resolver finds no runnable command (no Lemonade installed, or a modern Windows-tray / macOS-app install). It passes on CI because the runner has a modern non-.exe install, but a contributor on Windows-tray or a Lemonade-less box will see it go red. Make it hermetic by patching resolve_lemonade to a modern-Linux install so the assertion tests the intended path.

(The remaining docs/ references to lemonade-server serve are the same dead command, correctly scoped out to a follow-up per the PR body.)

@kovtcharov-amd
kovtcharov-amd added this pull request to the merge queue Jul 27, 2026
Merged via the queue into main with commit 21d40c3 Jul 27, 2026
44 checks passed
@kovtcharov-amd
kovtcharov-amd deleted the kalin/fix-stale-lemonade-start-advice branch July 27, 2026 09:40
pull Bot pushed a commit to bhardwajRahul/gaia that referenced this pull request Jul 28, 2026
…ommand (amd#2510)

The Agent UI still tells users to run `lemonade-server serve` — a
command modern Lemonade removed — in the connection banner, both
settings surfaces, and two chat error paths. amd#2497 fixed the Python
side; this is the remaining surface, and the one users actually read.

The rule is deliberately **not** duplicated in TypeScript.
`/api/system/status` now carries `start_instruction` and
`start_command`, resolved once server-side by `describe_start_hint()`,
and the UI renders whatever it is given. `start_command` is `null` on
hosts started from a GUI (Windows tray, macOS app), so the banner shows
prose instead of inventing a shell command. A second copy of this answer
is exactly how the dead command survived in the banner for so long.

The two `ChatView` strings are in a catch block with no status in scope,
so they now name no command at all and point at Settings, which has the
resolved one.

## Test plan

- [ ] `python -m pytest tests/unit/chat/ui/ -q`
- [ ] `grep -rn "lemonade-server serve" src/gaia/apps/webui/src/` — no
matches
- [ ] With Lemonade stopped, open the Agent UI: the banner names the
command that works on this host (or prose on a GUI host), not
`lemonade-server serve`

Co-authored-by: kovtcharov-amd <kalin.ovtcharov@amd.com>
@itomek itomek mentioned this pull request Aug 10, 2026
8 tasks
pull Bot pushed a commit to bhardwajRahul/gaia that referenced this pull request Aug 13, 2026
# GAIA v0.23.0 Release Notes

GAIA v0.23.0 makes the agents easier to get, safer to run, and easier to
extend. You can now browse, install, and run agents straight from the
terminal with `gaia hub`, and add new capabilities to an agent as
signed, auditable skills. Under the surface it's a security release: the
local API and MCP bridge no longer expose themselves to the network by
default, the confirmation prompt that pauses an agent before it sends
mail, writes a file, or runs a command now works from the terminal and
over the local API and MCP — not just inside the graphical app — and an
agent can no longer quietly reach into your `~/.gaia` config or slip
crafted SQL into the database agent. Connecting a Microsoft account is
now an explicit Personal-or-Work/School choice with a zero-setup
sign-in.

**Why upgrade:**
- **Get agents from the terminal** — `gaia hub` browses, installs
(behind a trust prompt for unverified agents), runs, and removes agents
without leaving the shell.
- **Every agent asks before it acts** — the confirmation gate for
sending mail, writing files, and running commands now works in the
terminal, over the local API, and across MCP tools, not only in the
Agent UI.
- **Safer by default** — the MCP bridge binds to localhost, the local
API refuses credentialed cross-origin requests from arbitrary sites, MCP
servers launch without a shell, and an agent can't write into `~/.gaia`
or reach the database with crafted SQL.
- **Build and share skills safely** — `gaia skill` makes skills
first-class: create, import, sign with trust tiers, and audit them
before sharing. They're opt-in — you add the ones you want.
- **Connect a Microsoft account without a secret** — Personal and
Work/School are now separate connectors with device-code sign-in and no
client secret required.

<Note>
**The email agent is beta and CLI-first this release.** It runs locally
and never sends,
forwards, or deletes without your confirmation — that safety gate is
verified. This cycle
was mostly robustness and correctness: sturdier Outlook and calendar
handling, honest
reporting when a scan is truncated, and a long list of fixes (see Bug
Fixes). It's still
early — a full inbox triage can currently time out on larger mailboxes,
and autonomy is
experimental and not yet wired up in the packaged sidecar. Treat its
output as a draft to
review, and please report what you run into.
</Note>


## Breaking Changes

### `GAIA_MICROSOFT_TENANT` is gone

The Microsoft connector was split into two explicit connectors —
Personal and Work/School — each with its own hard-coded tenant, so the
`GAIA_MICROSOFT_TENANT` environment variable no longer does anything and
has been removed (PR [amd#2729](amd#2729)). If
you set it to work around the old single-connector tenant guessing, drop
it and pick the connector that matches your account instead (see
*Microsoft accounts* below).


## What's New

### Install and run agents from the terminal — `gaia hub`

Getting an agent used to mean the graphical app or a manual pip install.
Now the hub is in your shell: `gaia hub list` shows the catalog, `gaia
hub install <agent> --trust` installs one (the `--trust` is required for
an unverified agent — it will not install silently), and `gaia hub
uninstall <agent>` removes it. The install → run → uninstall round-trip
works end to end against the live catalog, with the trust prompt
actually enforced (PRs [amd#2484](amd#2484),
[amd#2530](amd#2530),
[amd#2708](amd#2708)). Try it: `gaia hub
list`.


### Every agent asks before it acts — beyond the Agent UI

The confirmation prompt that pauses an agent before a consequential
action — sending or deleting mail, writing a file, running a shell
command — used to work only inside the Agent UI; from a terminal, the
local API, or an MCP tool call those actions could run unprompted. This
release closes those paths: the gate now fires from a plain terminal,
through the `gaia api` server, and across MCP tool calls, classifying a
tool as read-only or mutating and failing closed when unsure. The agent
stops and asks before the action, declining leaves nothing changed, and
setting `GAIA_AUTO_APPROVE_TOOLS=1` in your environment is the explicit
way to opt out (PRs [amd#2475](amd#2475),
[amd#2544](amd#2544),
[amd#2846](amd#2846),
[amd#2854](amd#2854)).


### Safer by default — a security-focused release

Several local exposures are closed this release. The MCP bridge binds to
`127.0.0.1` by default instead of every interface, so it isn't reachable
from other machines on your network unless you pass a bind-all host, and
it can now require an `--auth-token` that is actually enforced rather
than ignored. The local API server no longer echoes an arbitrary origin
back with credentials allowed — a cross-origin request from a site that
isn't allow-listed is refused. MCP servers are launched without going
through a shell, so a server name can't smuggle shell metacharacters; an
agent can no longer write into your `~/.gaia` configuration; and SQL
supplied by the model is blocked from reaching the database agent's
statements rather than being executed (PRs
[amd#2246](amd#2246),
[amd#2238](amd#2238),
[amd#2344](amd#2344),
[amd#2844](amd#2844),
[amd#2847](amd#2847),
[amd#2860](amd#2860)).


### Build and share skills — `gaia skill`

A skill gives an agent a new capability from a folder with a manifest —
no new Python, no forking the agent. `gaia skill create <name>`
scaffolds one, `gaia skill import` adds a skill so an agent can discover
it, and `gaia skill list` / `info` show what's installed and the
permissions each one declares. Sharing is guarded: skills carry
signatures with trust tiers — an unsigned or untrusted skill is capped
at the lowest tier, and tampering is caught by checksum — a pre-publish
audit rejects a skill that attempts prompt injection or
`shell=True`/`eval`, and `gaia skill migrate` converts skills authored
in other formats. Skills are opt-in: no agent loads them automatically
yet, so you add the ones you want (PRs
[amd#2669](amd#2669),
[amd#2692](amd#2692),
[amd#2702](amd#2702),
[amd#2693](amd#2693)). Try it: `gaia skill
list`.


### Microsoft accounts: Personal and Work/School, no secret required

Connecting a Microsoft account is now two clear choices instead of one
connector guessing your tenant. `gaia connectors list` shows Microsoft
as two distinct connectors — Personal and Work/School — each with a
zero-setup device-code sign-in (a code and a URL to visit) and no client
secret required for a public app registration (PRs
[amd#2718](amd#2718),
[amd#2364](amd#2364)).


### Lemonade Server 11.5.0

This release runs against Lemonade Server 11.5.0 — the version installed
by `gaia init` and pinned across CI and the installer.


## Bug Fixes

A selection of the user-visible fixes this release — the full list is in
the changelog below.

- **Triage now paginates large inboxes and reports truncation honestly**
(PR [amd#2646](amd#2646)) — no more silently
dropping mail past a hidden limit.
- **Thread messages come back sorted and numbered** (PR
[amd#2570](amd#2570)) — "reply to 3" hits the
message shown at position 3, not raw backend order.
- **The inbox pre-scan stops reporting a guess as a verdict** (PR
[amd#2587](amd#2587)) — an uncertain
classification is surfaced as uncertain.
- **An email conversation survives its turns** (PR
[amd#2837](amd#2837)) — a follow-up question
keeps the session context instead of starting over.
- **A bare reconnect no longer guts a mailbox** (PR
[amd#2733](amd#2733)) — reconnecting an
account keeps its existing grants instead of wiping them.
- **Restore from Trash anytime** (PR
[amd#2542](amd#2542)) — undo an archive/trash
without a narrow time window; the dead permanent-delete path was
removed.
- **A low-priority sender no longer forces a promotional label** (PR
[amd#2774](amd#2774)) — sender priority stops
overriding the actual content classification.
- **The agent survives an OpenMP double-init** (PR
[amd#2508](amd#2508)) — a mid-conversation
native-library clash no longer kills the run.
- **Large tool results are truncated to valid JSON** (PR
[amd#2645](amd#2645)) — an oversized result no
longer produces unparseable output.
- **A missing model surfaces as a real 404** (PR
[amd#2245](amd#2245)) — the builder names the
missing model instead of a generic placeholder.
- **GPU is detected on all platforms and default_device is honoured**
(PR [amd#2244](amd#2244)).
- **A sidecar that is alive but has stopped serving is now detected**
(PR [amd#2707](amd#2707)) — a wedged agent
process is caught instead of hanging.
- **The model-slot lease is held across inference, not just the load**
(PR [amd#2394](amd#2394)) — a second agent
can't evict the model mid-generation.
- **A browser that never launched is surfaced** (PR
[amd#2507](amd#2507)) — a failed OAuth browser
open reports an actionable error instead of hanging.
- **Stop actually aborts in-flight streaming** (PR
[amd#2166](amd#2166)) — the Agent UI Stop
button ends generation immediately.


## Full Changelog

**331 commits** since v0.22.0:

<details>
<summary>Expand full changelog (331 commits)</summary>

- `96ce0d1e` — feat(email): recognize the third mailbox connector —
Gmail, Outlook personal, Microsoft work (amd#2896)
- `88ecc18e` — fix(email): scoped 'anything suspicious?' query no longer
dumps the full triage report (amd#2910)
- `1c75ccee` — fix(skills): reject version pins GAIA cannot read instead
of matching them (amd#2928)
- `29a5c364` — docs(plans): assess readiness for the generic gaia-agent
(amd#2926)
- `e3b28653` — fix(tui): stop cancel-then-resend from racing the
daemon's session lock (amd#2912)
- `b38f5e60` — fix(tui): anchor TTFT on first inference token, use real
token counts (amd#2911)
- `779d7b00` — fix(email): reply/draft/send actions no longer report
failure after they already succeeded (amd#2908)
- `f8d4610c` — ci(eval): queue eval runs instead of cancelling the
pending one (amd#2921)
- `611b1928` — feat(hub,skills): pre-publish security audit gate for
marketplace skills (amd#2702)
- `c83047b9` — feat(skills): gaia skill migrate — OpenClaw/Hermes skills
to GAIA format (amd#2693)
- `ca17067a` — test(skills,hub): cover the signing and lane checks
amd#2668/amd#2692 shipped untested (amd#2907)
- `a951567a` — fix(eval): drop the judge temperature pin the model now
rejects (amd#2905)
- `236f8a58` — feat(skills): gaia skill publish/install with
signature-backed security tiers (amd#2692)
- `d26b15da` — ci(eval): trigger the Gemma eval on the PR diff, not the
push (amd#2897)
- `be15258a` — fix(cpp): normalize CRLF so Windows-authored skills parse
identically (amd#2906)
- `84415b06` — feat(cpp): text extraction and chunking (amd#2822)
- `6352f264` — fix(database): make the SQL read-only authorizer disarm
on Python 3.10 (amd#2904)
- `4709a728` — feat(hub,skills): publish and serve skills as a
first-class hub catalog lane (amd#2668)
- `245cb72e` — fix(api): refuse approval-gated tools instead of
auto-approving them (amd#2854)
- `e803103a` — fix(mcp): enforce --auth-token on the MCP bridge instead
of ignoring it (amd#2844)
- `a6dc1fa3` — fix(ci): run the Gemma-4-E4B agent eval in PowerShell on
its Windows pool (amd#2773)
- `75b61f4f` — feat(cpp): SKILL.md format parser and validation (amd#2824)
- `b89c6414` — feat(cpp): gaia::HttpClient — a general HTTP client
abstraction (amd#2809)
- `5e6b1d43` — fix(security): launch MCP servers without a shell,
protect ~/.gaia from agent writes (amd#2847)
- `768be2e2` — feat(skills): ship a ten-skill starter pack with a guide
and honesty guards (amd#2697)
- `340bf2c2` — feat(cpp): interactive TUI — event loop, streaming
render, modals (amd#2825)
- `acaad161` — feat(cpp): native OpenAI tool calling and conversational
response mode (amd#2821)
- `23ae5d63` — feat(cpp): SQLite integration and gaia::Database (amd#2816)
- `4f2a6686` — feat(cpp): gaia::VectorIndex — flat vector index with
persistence (amd#2807)
- `b1a7e8df` — fix(email): ship with Agent Skills off until the eval
gate covers them (amd#2848)
- `34c26577` — ci(webui): run the Agent UI Vitest job on Node 22 so the
suite executes (amd#2898)
- `20036474` — docs: escape MDX-breaking literals so Mintlify validation
passes (amd#2903)
- `07b0858e` — ci(tui): run on stacked PRs, add -race, lint, and a
per-OS test matrix (amd#2696)
- `e19d46be` — feat(cpp): harden the coding toolbelt — stale-write
rejection, ignore-aware search, persistent shell (amd#2823)
- `7621b223` — ci(claude): move every Claude workflow to Opus 5 and run
the audits nightly (amd#2859)
- `d086faa4` — fix(claude): correct the agent/skill prompts and make
plain language the default (amd#2862)
- `990d19ff` — fix(cpp): gate MCP tools behind user confirmation in the
C++ SDK (amd#2851)
- `878d473f` — fix(mcp): gate MCP write tools behind the user
confirmation prompt (amd#2846)
- `c2c68064` — fix(security): stop LLM-supplied SQL reaching
DatabaseAgent statements (CWE-89) (amd#2860)
- `e936d3d9` — docs(release): rebuild v0.23.0 notes to hardware-verified
features only
- `be03c7c8` — fix(init): stop reporting success gaia init did not
deliver (amd#2889)
- `75804a15` — docs(dev): require --extra-index-url for every uv pip
install on Linux (amd#2878)
- `4a24d663` — ci(email): run the triage eval on PRs that touch the
email agent (amd#2849)
- `c3d9ec11` — fix(code): route orchestrated tool calls through the
confirmation gate (amd#2853)
- `c59e5d8a` — fix(hub): stop the terminal hub publishing against a core
that cannot serve it (amd#2712)
- `04f18294` — chore(deps-dev): bump the agent-ui-dependencies group in
/src/gaia/apps/webui with 6 updates (amd#2750)
- `ce4fcbf3` — fix(web): bracket pinned IPv6 addresses in URLs (amd#2739)
- `e7e93287` — fix(installer): install the terminal hub on macOS and
Windows (amd#2708)
- `3cda9f77` — feat(cpp): MCP server registry — resolve server ids from
mcp.json (amd#2820)
- `c09764da` — fix(ci): validate the STX CMake cache instead of trusting
bin/cmake.exe (amd#2818)
- `616014d7` — docs(plans): scope C++ framework parity for
domain-specific agents (amd#2806)
- `f6433039` — ci(security): audit allowlist soundness + add PSIRT/CVSS
triage skill (amd#2752)
- `5c9f2b60` — chore(deps): bump the github-actions group with 2 updates
(amd#2751)
- `c103f6cd` — feat(discovery): real macOS and Linux branches for
day-zero scanners (amd#1956) (amd#2747)
- `e7e362e1` — chore(deps-dev): update mcp requirement from
\<2.0,>=1.1.0 to >=1.1.0,\<3.0 in the python-dependencies group (amd#2749)
- `ca9e5461` — chore(deps): bump the root-npm-dependencies group with 2
updates (amd#2748)
- `f62ca240` — fix(website): unbreak the Railway deploy, red since July
31 (amd#2855)
- `88d130ec` — feat(email): render the triage list from the scan, not
from the model (amd#2858)
- `bf9eb183` — ci(windows): pin ffmpeg version to drop the gyan.dev
dependency (amd#2852)
- `c531ca69` — fix(email): a conversation now survives its turns —
session_id on /query (amd#2837)
- `bcde95ee` — fix(email-agent): stop meeting/invite answers from
inventing what tools never said (amd#2833)
- `162274a5` — fix(tui): 'triage my inbox' draws its card under the
question again (amd#2845)
- `bbf69fd6` — feat(email,skills): bundled skills + account-keyed
skill-set selection (amd#2695)
- `abed9f1c` — fix(security): close find -exec / write side-doors in
shell command whitelist (CWE-184) (amd#2740)
- `0d1258a1` — fix(email-agent): get_thread renders a table card instead
of relying on model prose (amd#2788)
- `300163dd` — fix(email-agent): search_messages defaults to
metadata-only, fixing context overflow on counting questions (amd#2782)
- `cc331b78` — fix(email): low-priority-sender match no longer forces
PROMOTIONAL (amd#2774)
- `68736511` — fix(email): meeting proposal in a confidently-classified
message no longer vanishes from needs_you (amd#2779)
- `e135b8ef` — fix(ci): post PR reviews from the workflow instead of
hoping the model does (amd#2719)
- `efd3812b` — feat(email/tui): resolve "reply to 1" to the message the
card actually shows (amd#2761)
- `ed70db73` — fix(email-agent): search_messages states an exact, stable
message count (amd#2760)
- `42fdfdcd` — fix(email/tui): one triage card that tells you what to
do, not what was classified (amd#2757)
- `3803aa06` — fix(email): stop leaking classifier internals into triage
card rationale (amd#2754)
- `2c11ac0b` — fix(tui): sanitize agent error text (amd#2753)
- `9bf0042a` — docs(tui): rewrite the terminal hub README for newcomers
(amd#2717)
- `1cdd9746` — docs(skills): implementation spec for Agent Skills v2
adaptive skills (amd#2685)
- `50a5b862` — fix(website): pin the deploy toolchain so CI and
production build alike (amd#2691)
- `500cdac6` — fix(mcp): cap the mcp dependency below 2.0 (amd#2694)
- `3686e069` — docs(guides): document the terminal hub, and how to
actually get it (amd#2698)
- `99508ec5` — docs(plans): preserve the TUI packaging design and
binary-distribution plan (amd#2699)
- `21c02f69` — fix(hub): mark the email agent verified so first install
is not refused (amd#2703)
- `8d07ee3d` — docs(website): correct every deployment instruction in
the README (amd#2689)
- `dff8f1b2` — refactor(memory): rename synthesis Skill dataclass to
DistilledProcedure (amd#2684)
- `d2832fd5` — # feat(email): opt-in on-device SLM classifiers for
phishing and triage category (amd#2568)
- `a02f2f0c` — fix(connectors,email): a bare reconnect no longer guts a
mailbox (amd#2733)
- `bc0d4632` — fix(website): reach the hero terminal, marquee, and code
blocks by keyboard (amd#2706)
- `82635362` — fix(website-router): track apex Worker, fail loudly on
origin errors (amd#2688)
- `5d269094` — feat(skills): SKILL.md loader, validator, discovery +
gaia skill CLI core (amd#2669)
- `0ae019c8` — fix(daemon): detect a sidecar that is alive but has
stopped serving (amd#2707)
- `4551ec5b` — fix(website): stop offering Intel Macs a DMG they cannot
run (amd#2701)
- `bc8a7e29` — docs(spec): Gatekeeper blocks the browser download, not
curl | sh (amd#2732)
- `0d170869` — fix(website): make the hub agent rows readable in both
themes (amd#2711)
- `d5ae430d` — fix(tui): a consequential readiness check now holds the
screen (amd#2731)
- `d6bd047f` — fix(email): stop Gmail 429-ing every scan — chunk at 25
and retry the rate limit (amd#2727)
- `93216bc0` — chore(connectors): remove GAIA_MICROSOFT_TENANT — dead
since the connector split (amd#2729)
- `e3a6958a` — fix(tui): show a failed tool's own error instead of an
"Invalid card" box (amd#2726)
- `6efc520b` — fix(email-agent): surface connector errors from autonomy
runs instead of a bare HTTP 500 (amd#2640)
- `f0543406` — feat(connectors): split Microsoft into Personal +
Work/School connectors (amd#2718)
- `b8a97cbb` — fix(connectors): stop requiring a client secret from
secretless public PKCE clients (amd#2630)
- `70e4eb12` — fix(website): stop a published agent rendering twice on
the hub page (amd#2690)
- `282e30e0` — fix(tui): name the binary the user actually invoked, and
fix the setup hint (amd#2700)
- `d95866ff` — fix(installer): repair the Lemonade download URLs and add
macOS support (amd#2704)
- `3bc0b612` — fix(hub): stop components publishing against a core that
cannot serve them (amd#2705)
- `c068166d` — Email Triage draft/proposal SDK (amd#2551)
- `cb90bab3` — fix(email): priority senders never force urgent;
informational tail auditable (amd#2658)
- `ab41b115` — fix(email): stop the assistant from narrating what the
turn's tools don't support (amd#2659)
- `7a93bfbe` — fix(email-agent): propagate the autonomy kill switch to
the scheduler (amd#2657)
- `4de65cff` — fix(email-agent): require the conflict tool for conflict
verdicts (amd#2656)
- `84404a6e` — perf(email): metadata-first scan + read-mail pre-scan
coverage (amd#2661)
- `733822e2` — fix(tui): restore the attention card on direct chat
--agent launches (amd#2655)
- `d4d5a7cc` — fix(mcp): cap the mcp dependency below 2.0
- `1d867eed` — fix(email): strip infrastructure banners from bodies
before the prompt (amd#2650)
- `22d8b2d4` — fix(email-agent): kill a running autonomy cycle and keep
partial reports (amd#2652)
- `a4f4b39b` — fix(email): paginate the triage scan and report
truncation honestly (amd#2646)
- `7adc4882` — fix(tui): dedup attention rows and stop the card
interrupting turns (amd#2648)
- `24e8d5ab` — fix(email): thread summaries keep the newest message's
open asks (amd#2644)
- `c3ef3796` — fix(agents): truncate large tool results to valid JSON
(amd#2645)
- `d633b387` — docs(connectors): document which Google scopes to declare
in the Console (amd#2612)
- `4ad367a9` — fix(connectors): derive --grant-agent scopes from the
agent's own declaration (amd#2610)
- `f7d5d7d9` — chore(deps): bump the root-npm-dependencies group across
1 directory with 3 updates (amd#2503)
- `c84d9a79` — fix(tui): make the terminal hub readable on a light
terminal background (amd#2611)
- `bcffbc8d` — feat(email): recover the attention view and
waiting-on-you detector onto main (amd#2604)
- `b63a9f0d` — feat(email): guided Outlook mailbox setup — walk, verify,
and answer questions in chat (amd#2598)
- `e0d5014c` — fix(daemon): dev-mode start-agent refuses a checkout
mismatch instead of silently serving a stale build (amd#2592)
- `29dc0f9f` — feat(email): find meeting proposals during the inbox scan
(amd#2589)
- `22b0fa04` — fix(email): pre-scan stops reporting a guess as a verdict
(amd#2587)
- `c211e870` — fix(daemon): start the daemon clock so scheduled work can
fire (amd#2586)
- `358fd6e1` — fix(email-agent): add preference removal tools and a
truthful read-back (amd#2520) (amd#2541)
- `d01b9d43` — fix(email): don't cancel a retrying agent for a
recoverable tool error (amd#2572)
- `7fdcd6b2` — fix(email): surface degraded memory state and diagnose
the real cause (amd#2577)
- `1c42d842` — fix(email): autonomy /run refuses while off; add gaia
email autonomy CLI (amd#2578)
- `25b6cacd` — fix(email): draft_reply/draft_forward compose the body,
don't ask for it (amd#2576)
- `a050c64d` — fix(email): briefing carries a structured breakdown, not
one sentence (amd#2575)
- `8da002f0` — fix(email): resolve relative snooze/schedule times
agent-side (amd#2574)
- `ee4af04b` — fix(email): get_thread returns messages sorted and
numbered, not raw backend order (amd#2570)
- `9269a306` — fix(email): give list_inbox/search_messages a combined
envelope budget (amd#2546)
- `c4495a0f` — fix(agents): dispatch Python-call-style embedded tool
syntax (amd#2573)
- `f6103a03` — feat(email-agent): broaden autonomy candidates, add undo
surface and per-message decisions (amd#2545)
- `d975853c` — fix(email): normalize calendar time bounds to RFC 3339
before Google (amd#2579)
- `fdf665f0` — feat(website): redesign landing, Agent Hub, and agent
detail pages (amd#2566)
- `000ab88e` — fix(ui): reject null bytes in upload-path; unrot 8 stale
UI/journey tests (amd#2565)
- `0d6ca966` — feat(tui): tool-confirmation modal for
destructive/external actions (amd#2544)
- `4131420a` — fix(agent): recover from context overflow on
NPU/FastFlowLM (amd#2543)
- `35062526` — fix(email): restore from Trash anytime, drop dead
permanent_delete (amd#2542)
- `2a1767e0` — chore(release): bump the hub component manifests to
0.23.0
- `b5d5bf54` — feat(hub): publish the terminal hub and Agent UI as R2
hub packages (amd#2530)
- `014cbcbc` — fix(email): catch the contract guards up to schema 2.6,
and de-race the heartbeat test (amd#2549)
- `9f70be13` — fix(ui): serve the Lemonade start hint instead of
hardcoding a dead command (amd#2510)
- `26127e80` — feat(release): publish the terminal hub binary and
install it (amd#2522)
- `59374508` — fix(tui): unbreak build_tui on main — allowlist the
bare-host remedy (amd#2548)
- `1b189215` — fix(daemon): unbreak Unit Tests on main — remedy
docstring names an unparseable command (amd#2534)
- `9bdd7eb3` — docs(release): name the Lemonade version v0.23.0 actually
ships (amd#2509)
- `21d40c33` — fix(llm): detect Lemonade on macOS; stop printing
commands that don't work (amd#2497)
- `e272fbae` — fix(tui): keep a valid hub selection when switching tabs
(amd#2482)
- `1d0454b6` — fix(tui): prove the mailbox is usable before the gate
clears a launch (amd#2494)
- `ee54b779` — feat(email): agent-led mailbox onboarding — the agent
sets up its own access (amd#2496)
- `cc73e244` — fix(tui): stop the hub offering agents it cannot run or
launch (amd#2492)
- `5b378ebe` — fix(tests): make unit suite hermetic by blocking real
network connections (amd#2500)
- `238fe9ac` — feat(tui): install, run and uninstall agents from the TUI
(amd#2484)
- `ce730876` — feat(tui): draw tool_result render cards, starting with
the inbox pre-scan (amd#2485)
- `7fdd43ea` — chore(deps-dev): bump electron from 43.1.1 to 43.2.0 in
/src/gaia/apps/jira/webui in the jira-app-dependencies group (amd#2501)
- `c940fd0a` — chore(deps-dev): bump electron from 43.1.1 to 43.2.0 in
/src/gaia/apps/example/webui in the example-app-dependencies group
(amd#2502)
- `7f569605` — feat(daemon): install, uninstall and catalog hub agents
from the daemon (amd#2477)
- `61ac101c` — docs(plans): design the TUI user journey around the email
agent (amd#2480)
- `fd66ba95` — fix(email): fail loudly on a dead worker and reconcile
the package docs (amd#2479)
- `1340b3b7` — fix(agents): actually ask before running
confirmation-gated tools (amd#2475)
- `5f283e10` — feat(tui): control API + MCP server for driving the live
TUI (amd#2478)
- `12016d5d` — feat(tui): stream agents over the daemon HTTP/SSE relay
(amd#2476)
- `554ef27c` — chore(deps): bump electron from 43.1.1 to 43.2.0 in
/hub/agents/emr/python/gaia_agent_emr/dashboard/electron in the
emr-dashboard-dependencies group (amd#2504)
- `4822e2ed` — chore(deps-dev): bump the agent-ui-dependencies group in
/src/gaia/apps/webui with 6 updates (amd#2505)
- `3fc0d2e1` — chore(deps): bump the github-actions group with 4 updates
(amd#2506)
- `47c2d1b2` — fix(connectors): surface a browser that never launched
(amd#2507)
- `1763606f` — fix(agents): stop the OpenMP double-init from killing the
agent mid-conversation (amd#2508)
- `56215070` — fix(hub): carry requirements.min_lemonade_version through
the manifest parser (amd#2493)
- `02cf9984` — fix(mcp): keep console logs off stdout in stdio
transports (amd#2473)
- `d6c02c2f` — chore(deps): bump Lemonade Server to v11.5.0 (amd#2424)
- `2898f1b5` — fix(agents): don't dedup errored mutation retries (amd#2464
batch dead-end) (amd#2465)
- `867bc677` — fix(email): recall last archive batch so undo reaches
across turns (amd#2458)
- `9073ec20` — fix(email): strip LLM quoting from ARCHIVE_MESSAGE_BATCH
ids (amd#2457)
- `529d11b1` — ci(review): allow fork-PR checkout under
pull_request_target (checkout@v7) (amd#2461)
- `524d3282` — fix(email-agent): make undo window configurable for
chat-speed bulk ops (amd#2449)
- `61dc3a1f` — fix(email-agent): surface actionable Lemonade-down copy
in gaia email -q (amd#2453)
- `d78115a9` — fix(memory): guard against self-supersede hiding recalled
preferences (amd#2452)
- `6bf96e56` — fix(email-agent): isolate per-provider failures in read
fan-out (amd#2451)
- `acd20400` — fix(agents): reject unexpected tool kwargs with a
structured error (amd#2450)
- `f99ccaea` — fix(daemon): drop --reload from dev-mode email sidecar
spawn (macOS) (amd#2442)
- `c2337178` — fix(email-agent): verify archive left inbox + fix
same-day search miss (amd#2438)
- `3f6af0ff` — fix(email): don't misclassify timeouts as Lemonade-down
(amd#2139 follow-up) (amd#2454)
- `9386e1b1` — fix(email-agent): resolve draft/reply target from sender
or topic (amd#2403) (amd#2437)
- `229e61da` — fix(email-agent): never auto-archive IMPORTANT /
security-sender mail (amd#2426) (amd#2435)
- `e6ac57f9` — fix(email-agent): persist preferences to state.db so they
survive without the embedder (amd#2427) (amd#2434)
- `4301c897` — fix(agent-email): actionable copy for Lemonade-down
/query errors (amd#2432)
- `1bb2cccd` — fix(daemon/email-agent): dev-mode sidecar 'Empty module
name' on macOS (bad PYTHON_KEYRING_BACKEND) (amd#2443)
- `7a44bfd5` — fix(email): bulk-archive undo survives the whole run via
a per-turn batch handle (amd#2439)
- `5101b853` — fix(daemon): re-forward OAuth tokens on expiry so
sidecars self-recover (amd#2436)
- `55010368` — fix(email-agent): applying an existing label fails with
'Invalid label' (T14) (amd#2433)
- `ce83feb9` — fix(email-agent/ui): de-jargon the send confirmation
surface (amd#2407)
- `4bb196fb` — fix(connectors): name consumers-tenant migration on
personal-account app rejection (amd#2391)
- `6b29a4d6` — fix(email-agent): construct with zero connectors instead
of 502 (amd#2423)
- `f3af7bff` — fix(agent-ui): treat ctx_size=0 as unknown, not a
too-small window (amd#2402)
- `f22b0f4a` — fix(ci): run evidence stage via direct claude CLI, not
the GitHub-coupled action (amd#2430)
- `60334202` — fix(email-agent): add live mailbox connection-status tool
(amd#2405)
- `4c370b23` — fix(ui): surface actionable sidecar HTTP errors instead
of generic crash card (amd#2422)
- `7fc559af` — test(ci): evidence lane exercises UI-backed routes +
spot-regresses adjacent ops (amd#2421)
- `9be31036` — security(ci): harden the evidence stage against env dumps
/ credential flows (amd#2417)
- `0f709733` — fix(daemon): validate custody rag/query 'k' to a bounded
positive int (amd#2390)
- `ca50bf8a` — ci(review): broaden evidence gate + require a
verdict-linked evidence section (amd#2415)
- `59c736df` — ci(review): fold gaia-testing evidence into the PR review
comment (Phase 1: CLI/API/MCP) (amd#2414)
- `1a233d94` — test(connectors): fix main red — amd#2408 install test vs
amd#2410 trust gate (amd#2412)
- `78de5bfd` — fix(electron): resume periodic update checks after a
no-feed start (amd#2389)
- `a20c04b4` — fix(agent-ui): left-align installed-agent hub cards on
home screen (amd#2398)
- `236ba233` — fix(connectors): register hub-installed sidecar agents so
email grant works on fresh install (amd#2411)
- `b343f396` — fix(security): harden install trust gate and
analyze_data_file sandbox (amd#2410)
- `765cb544` — fix(daemon): hold the model-slot lease across inference,
not just the load (amd#2394)
- `27be002e` — fix(onboarding): neutral NPU wording in first-run
Hardware check (amd#2399)
- `c86a46e5` — docs(release): note email is Linux + API/CLI only this
release (Windows amd#1648)
- `e658cb15` — docs(testing): bind real-world evidence contract to the
changed surface (amd#2376)
- `feb00155` — docs(email): correct earn-trust claim — positive-outcome
accrual not yet wired (amd#2392)
- `7aee219a` — fix(email): commit autonomy dedup INSERT so it survives
headless teardown (amd#2393)
- `6b6a8dab` — fix(daemon): map NotGrantedError to 403 in forward_all
route (amd#2395)
- `5b2e6be8` — docs(release): keep only verified user-facing features in
What's New
- `e11740e7` — docs(release): fix Agent UI heading — drop 'update'
(auto-update was trimmed)
- `a011e33d` — docs(release): trim v0.23.0 notes to features verified
working
- `ce5ddd84` — docs(release): correct v0.23.0 notes to match verified
behavior
- `c62a3e27` — Release v0.23.0
- `5f624706` — fix(hub): importable CLI wheel agents + chat distribution
via gaia init (amd#2373)
- `3ad39e60` — fix(sidecar): actionable user-mode binary error (amd#2347)
(amd#2357)
- `bfc0f5b8` — fix(lemonade): recognize grouped amd_gpu/nvidia_gpu
device keys in validation (amd#2368)
- `0553c8b0` — feat(email): full autonomy — earn-trust engine, learning
loop, scheduled driver (amd#2363)
- `0284300b` — feat(connectors): support work/school Outlook +
zero-setup device-code sign-in (amd#2364)
- `1aaba5cc` — feat(lint): require security suppressions to be reviewed
in an allowlist (amd#2343)
- `19b1a4c5` — test(daemon): de-flake sidecar stop test on the
pid-liveness check (amd#2349)
- `174e9d0c` — refactor(chat): extract ProfileSpec, honest manifest,
lazy RAG — one class → separable profiles (amd#2323) (amd#2362)
- `57f970b0` — chore(audit): drop the security dimension from the weekly
audit (amd#2348)
- `23181040` — feat(security): proactive Claude security-audit workflow
+ CVSS/SARIF tooling (amd#2346)
- `d605caec` — fix(security): enforce --allowed-paths sandbox on file
read tools (amd#2344)
- `1c8a91c9` — fix(security): remove pre-existing bandit HIGH findings
and enable the HIGH gate (amd#2350)
- `4b5c16b7` — ci(labeler): add tui/daemon/sidecar auto-label rules
(amd#2356)
- `a905b057` — chore(deps): bump the github-actions group with 2 updates
(amd#2341)
- `b3f793af` — fix(routing): default unknown language to TypeScript, not
a process kill (amd#2337)
- `48286dbd` — fix(init): stop Rich eating bracketed tokens in gaia init
output (amd#2340)
- `638a7643` — docs(skills): add porting-agent-to-hub — the legacy-agent
port flow (amd#2338)
- `d2c00b55` — fix(hub): harden agent-archive extraction against path
traversal (amd#2342)
- `a4417656` — fix(ci): repair the startup-failing GAIA CLI aggregate
workflow (amd#2307)
- `0835a250` — fix(ci): make the weekly eval and runner heartbeat
monitor actually run (amd#2306)
- `977c158f` — fix(cli): add --layout hub to gaia agent init for the
agent-first hub tree (amd#2295)
- `558a73e6` — chore(deps): bump the github-actions group with 3 updates
(amd#2294)
- `f8bff000` — chore(deps-dev): bump electron from 43.1.0 to 43.1.1 in
the root-npm-dependencies group (amd#2292)
- `fb179e32` — ci(eval): gate the Gemma-4-E4B consolidation on agent
evals (amd#2283)
- `6b2aa2db` — chore(deps-dev): bump electron from 43.1.0 to 43.1.1 in
/src/gaia/apps/jira/webui in the jira-app-dependencies group (amd#2291)
- `5837bdac` — chore(deps-dev): bump electron from 43.1.0 to 43.1.1 in
/src/gaia/apps/example/webui in the example-app-dependencies group
(amd#2290)
- `3ce4f790` — test(agents): stub live Lemonade probe in
context-overflow tests (amd#2288)
- `1886a92f` — chore(deps): bump electron from 43.1.0 to 43.1.1 in
/hub/agents/emr/python/gaia_agent_emr/dashboard/electron in the
emr-dashboard-dependencies group (amd#2289)
- `0a308449` — feat(agents): consolidate every agent onto Gemma-4-E4B at
one context size (amd#2284)
- `4392e06a` — chore(deps-dev): bump the agent-ui-dependencies group in
/src/gaia/apps/webui with 3 updates (amd#2293)
- `d9b11ec7` — refactor(hub): agent-first layout —
hub/agents/\<id>/\<lang> (amd#2060)
- `5f15b333` — feat(daemon): broker-wire the remaining direct model-load
surfaces (amd#2286)
- `3affe149` — fix(ui): detect GPU from real Lemonade payload shapes
(amd#2285)
- `4f888b78` — fix(hub): report file-based custom agents' real health,
not always 'error' (amd#2277)
- `36c29873` — fix(cli): detect GPU on all platforms and honour
default_device (amd#2244)
- `6c6f8a34` — test(audit): coverage for schedule CLI, perf-vis, VLM
extraction, PDF gen/export; fix silent table-row loss (amd#2259)
- `2425afe8` — fix(builder): surface model-not-found (404) instead of a
generic placeholder (amd#2245)
- `3a0eebe7` — ci(hub): wire nine hub package test suites into CI; fix
.cjs docs-link guard gap (amd#2258)
- `3e82ca61` — docs(connectors): correct the client_id_hash claim in the
OAuth runbook (amd#2264)
- `9f7dca84` — fix(ci): fix Lemonade startup and bash-on-PATH in the doc
walkthrough (amd#2281)
- `53f4b529` — fix(daemon): owner-only DACL for the Windows launch
secret (amd#2250) (amd#2282)
- `ee8825fa` — fix(security): require allowed_dir in compute_file_hash
(amd#2280)
- `46fb7687` — spec(factory): define the dogfooding loop — Claudia as
live validation runtime (amd#2234)
- `1a679f02` — feat(ui): always-available OAuth client field in Settings
(amd#2104 interim) (amd#2265)
- `45c796b1` — test(jira): unit tests for JiraAgent HTTP boundary and
config discovery (amd#1991) (amd#2263)
- `bed702eb` — feat(ci): execution-based weekly doc walkthrough (amd#2278)
- `f8f309e6` — fix(ui): stop silently accepting unimplemented agent_mode
'autonomous' (amd#2257)
- `3b0938ed` — fix(ci): weekly audit cross-links the prior parent
instead of auto-closing it (amd#2254)
- `78306480` — test(audit): risk-bearing coverage — jira, trust-gate,
flag-precedence, amd#1655 boundaries (amd#2253)
- `1aa39ca2` — fix(observability): real system-metrics polling + real
rollbackAction (amd#2251)
- `384b3ca8` — fix(security): bind MCP bridge to loopback, not all
interfaces (amd#2246)
- `037f4370` — fix(cli): implement/gate stubbed api-status, eval flags,
schedule --skill (amd#2247)
- `2b6ed53e` — fix(security): rate-limit exposed routes, harden JS
ReDoS/XSS/cleartext-logging (amd#2237)
- `6c6b3baf` — fix(packaging): stop the amd-gaia[agents] extra from
downgrading the core wheel (amd#2262)
- `8744a51a` — fix(security): validate user-influenced file paths
(py/path-injection) (amd#2252)
- `c921fa7b` — feat(email): quality + robustness batch
(amd#2110/amd#2113/amd#2114/amd#2115/amd#2116) (amd#2192)
- `b9391ec2` — fix(security): parameterize SQL, redact sensitive logs,
harden ReDoS regexes (amd#2239)
- `09e0bac4` — fix(security): stop leaking stack traces at API
boundaries + least-privilege workflow permissions (amd#2236)
- `3df5a3db` — fix(security): tighten API CORS — no wildcard origin with
credentials (amd#2238)
- `a3db04ef` — feat(connectors): OAuth forward-out to sidecars (V2-14)
(amd#2203)
- `e0886cbf` — refactor(daemon): reconcile the clocks into one
daemon-owned scheduler (V2-15) (amd#2199)
- `15459153` — feat(daemon): /host/v1 custody API v1 with per-agent
scoping (V2-12) (amd#2197)
- `e226d584` — feat(webui): group session sidebar by agent +
session-state polish (amd#2193)
- `6e48cb22` — feat(daemon): host-owned model-slot broker serializes
loads (V2-11) (amd#2194)
- `c42bb354` — fix(website): correct hub install command and clarify
agent availability (amd#2207)
- `2f18de85` — fix(tests): align email CLI dispatch test with amd#2191
thin-client contract (amd#2209)
- `a2ad4eff` — fix(tests): repair stale gaia.ui.email_sidecar.manager
import after amd#2144 (amd#2208)
- `2b89643c` — fix(webui): repair broken main — AgentHubView imported
deleted AgentHubGrid (amd#2206)
- `68773d46` — test(eval): sidecar eval harness + distributed-seams
suite (V2-19) (amd#2202)
- `d7cffc72` — feat(agent-ui): first-run onboarding wizard — hardware
pre-flight, in-app model download, connect-on-install (amd#2204)
- `5bc7d325` — feat(electron): in-app install, R2 auto-update feed,
gaia:// deep links (amd#2196)
- `eb6b34bf` — feat(daemon): one-time versioned migration of ~/.gaia
state (V2-13) (amd#2200)
- `73b8f98c` — refactor(api): remove the last in-process email mount;
relay via daemon (amd#2176) (amd#2205)
- `e4ea0e33` — feat(connectors): grant the mailbox to the email agent in
the same connect flow (amd#2195)
- `2bf405db` — feat(webui): in-app Hub page with catalog lanes + install
trust gate (amd#2201)
- `459efba9` — feat(api): relay /v1/\<agent>/query through the daemon
(V2-17) (amd#2198)
- `ada5b95a` — feat(cli): gaia email attaches to the daemon — thin
client (V2-8) (amd#2191)
- `a49d257d` — fix(webui): reachable Agent Hub + installed-agent
discovery and per-session picker (amd#2190)
- `7c98b51a` — docs(connectors): rewrite the Google client-ID
walkthrough for the current console (amd#2189)
- `a94a8126` — feat(daemon): deliver sidecar launch secret via 0600
file, not bare env (amd#2149) (amd#2186)
- `5601e2a5` — feat(daemon): streaming SSE reverse-proxy for agent
routes (amd#2150) (amd#2188)
- `1465bc73` — feat(agents): proactive lifecycle hooks with
approval-gated proposals (amd#1484) (amd#2187)
- `2c4ff395` — test(chat): mirror the amd-gaia floor guard from amd#2169;
harden version parsing (amd#2184)
- `2271278c` — fix(llm): make swallowed model-load failures loud in
_ensure_model_loaded (amd#2185)
- `2e0294f9` — feat(hub): add multi-component type discriminator to the
manifest (amd#1716) (amd#2183)
- `b78b71d1` — test(chat): guard the amd-gaia dependency floor against
amd#2112 regression (amd#2174)
- `33caec54` — refactor(ui): extract _best_effort_cancel helper for the
relay cancel paths (amd#2173)
- `ba58e31a` — feat(email): fast dev-iteration loop for the email agent
SDK (amd#2083)
- `f79c4177` — fix(webui): pin explicitly-set session titles — stop
auto-retitle churn (amd#2165) (amd#2171)
- `ae741690` — fix(email): error on an explicitly-targeted unconnected
mailbox instead of substituting (amd#2164) (amd#2172)
- `4dafa091` — fix(email): normalize date operators in search_messages
(amd#2161) (amd#2170)
- `dd2fa328` — fix(email): raise amd-gaia floor to match
get_embedding_model_for_device (amd#2112) (amd#2169)
- `011b6e3c` — fix(email): default calendar list to a forward window
when range args are absent (amd#2162) (amd#2168)
- `ed7d2969` — fix(ui): propagate cancel to the email sidecar on relay
timeout/crash (amd#2158) (amd#2167)
- `d8daf66d` — fix(agent): abort in-flight streaming generation on
Agent-UI Stop (amd#2166)
- `c907f6c4` — feat(memory): adaptive, review-gated onboarding
conversation (amd#1955) (amd#2143)
- `def5e979` — fix(ui): stop blaming Lemonade for cancelled/empty chat
turns (amd#2141)
- `553cb541` — fix(email): consolidate Agent UI pre-scan across every
connected mailbox (amd#2129)
- `5446af2c` — fix(agent-email): drop $orderby from Outlook get_thread
to avoid Graph InefficientFilter (amd#2140)
- `8ba66f4d` — fix(email): REST triage honors the LLM's is_spam verdict
(amd#2125)
- `aa44c2c8` — refactor(daemon): daemon-supervised agent sidecars (V2-6)
(amd#2144)
- `ac3cc4cd` — fix(eval): fail the briefing eval loudly on a
zero-case/zero-judged run (amd#2123)
- `c9566b19` — chore(deps): bump Lemonade Server to v11.0.0 (amd#2130)
- `47c1142a` — feat(ui): route email chat through the sidecar
/v1/email/query loop (V2-10) (amd#2136)
- `b340427d` — docs(skill): correct the release skill against what
v0.22.0 actually did (amd#2133)
- `9f1ece0f` — feat(webui): render→component map + generic render
primitives (V2-9) (amd#2131)
</details>

Full Changelog:
[v0.22.0...v0.23.0](amd/gaia@v0.22.0...v0.23.0)

---

## How these notes were verified

Every **What's New** entry was exercised on real hardware, not inferred
from green CI. Re-verified end to end after merging current `main` (334
commits since v0.22.0), because the delta touched the MCP bridge, hub,
skills, and connectors — the exact surfaces the notes assert.

<details>
<summary>Verification results, what broadened, and what was
excluded</summary>

**Re-verified against the current pin and kept:** `gaia hub`
install/run/uninstall (trust gate enforced); the confirmation gate now
covering terminal + `gaia api` + MCP tool calls (fail-closed classifier
proven model-free — amd#2846/amd#2854); localhost binding + stricter CORS +
enforced MCP `--auth-token` + shell-less MCP launch + `~/.gaia` write
guard + CWE-89 SQL block (amd#2844/amd#2847/amd#2860, live probes); `gaia skill`
create/import/list/info plus signed-tier + pre-publish-audit + migrate
(amd#2692/amd#2702/amd#2693); the Microsoft connector split (two connectors,
secretless PKCE — amd#2896's third connector is Gmail, so the wording is
not stale).

**Broadened this cycle:** the confirmation-gate claim (blocking gap
amd#2846 merged) and the security section (four verified hardening items).
The skills section is stated **opt-in** (amd#2848: no shipped agent loads
skills by default).

**Removed:** the onboarding / day-zero discovery headline — the scanner
works on macOS, but the first-run onboarding flow it feeds is not ready
to ship, so it is not claimed (the underlying commit amd#2747 remains in
the changelog).

**Excluded (not claimable):** a skills-by-default claim (false — amd#2848);
the C++ SDK (real and CI-green but ships no user-facing artifact and
predates this release); the prebuilt terminal-hub binary ("not yet
distributed"). Claims that failed live verification remain filed as open
bugs, not shipped: amd#2883, amd#2884, amd#2885, amd#2893, amd#2894. Email ships as a
beta note whose only asserted behavior — never sending or deleting
without confirmation — is verified.

</details>

## Release checklist
- [x] `util/validate_release_notes.py` passes
- [x] `docs && npx mintlify validate` passes
- [x] `src/gaia/version.py` → `0.23.0`; `LEMONADE_VERSION` → `11.5.0`
- [x] webui `package.json` / `package-lock.json` → `0.23.0`
- [x] Navbar label → `v0.23.0 · Lemonade 11.5.0`
- [x] All 334 commits in range represented in the changelog
- [x] Branch merged current with `main`; `setup.py` keeps `mcp<2.0`
- [ ] Review from @kovtcharov-amd addressed

---------

Co-authored-by: Kalin Ovtcharov <kalin@extropolis.ai>
Co-authored-by: k <k@e>
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