Commit Graph

240 Commits

Author SHA1 Message Date
Teknium e83816a4d1 review-fix(comments): restore lost #NNNN rationale comments across non-test source (mechanical sweep, condensed, code unchanged)
For each issue anchor present in BASE 63279301bc non-test .py and absent on HEAD, the BASE comment/docstring block was re-attached at the HEAD location of the code it explained (matched by the distinctive code line / enclosing def). Sentences already covered by an existing HEAD comment were deduped; the issue number always survives. Insert-only: no code lines changed.
2026-09-03 09:44:26 -07:00
Teknium 3bff2a581d Merge origin/main (562ee8ab76): fold usage-less empty-response guard, unterminated tool-call strip, skills-first memory guidance into the simplified modules 2026-09-03 04:31:46 -07:00
Teknium 7b72fd1247 fix(agent): stream cut mid tool-call markup no longer persists as assistant prose (#101899)
GLM-style models serialize tool calls as XML in the text channel; when the
stream drops mid-serialization with finish_reason=stop, the orphan
<arg_key>/<arg_value> fragment (or a bare unclosed <tool_call> opener)
matched neither the complete-block stripper nor the partial-stream guard
and was stored and displayed as ordinary assistant content.

strip_think_blocks (storage boundary) and the CLI display copy now strip
an unterminated block-boundary tool-call opener, or any line carrying
stray argument markup, to end of text. The response then reads as empty
and flows through the existing empty-retry path. Complete blocks and
inline prose mentions are unchanged.
2026-09-03 03:42:15 -07:00
Teknium 0071ba9965 Merge origin/main (561b053f79) into simp/forwardport: forward-port 220 main commits into the simplified tree 2026-09-03 03:31:03 -07:00
Teknium c3b411dfb7 perf(agents): share one httpx transport pool across every agent's client
A fan-out of 30 delegated children built 183 httpx.HTTPTransport objects
(each with its own httpcore pool + parsed SSL context): 3 per agent x
(primary + aux clients). A profiled session with ~130 children held 107 TLS
sockets to one provider. Peak RSS for the 30-child bench drops 286 -> 195 MB;
live HTTPTransports 183 -> 2, ConnectionPools 183 -> 7.

What is shared: the sync `HTTPTransport` (pool + SSL context) per
(scheme, verify, proxy, happy-eyeballs) identity, in a bounded module dict.
What is NOT shared: the per-agent `httpx.Client` wrapper. Each client mounts
a `_SharedTransport` view whose `close()` marks only that view closed and
never touches the pool, so the #10933 contract (close client A, build client
B, B works) holds unchanged — the pinning tests in
test_create_openai_client_reuse.py / test_sequential_chats_live.py pass as-is.

Safety for cross-thread aborts: `_SharedTransport.handle_request` stamps its
id into `request.extensions`; `_iter_pool_sockets` now only shuts down a
shared pool's in-flight requests carrying the calling client's stamp and
never its idle connections, so interrupting child A cannot sever child B's
stream (#29507 / #72975 walker semantics preserved for unshared pools).

Also:
- `resolve_httpx_verify` caches one SSLContext per CA-bundle path. With
  SSL_CERT_FILE/HERMES_CA_BUNDLE set, every agent used to parse the bundle
  again and — because the share key is context identity — get a private pool.
- The client no longer builds a third, unused default transport; its
  default transport is the https view.
- Mounted transports now actually receive pool limits (Client-level
  `limits=` never reached them, so mounts ran on httpx defaults with a 5 s
  keepalive_expiry). The shared pool uses 50 keepalive / 1000 max so one
  pool covers a whole concurrent fan-out.
- `close_shared_transports()` really closes the pools (tests / shutdown).

Async clients (`async_mode=True`) stay unshared: an httpcore async pool is
bound to the event loop that first uses it. Proxy-backed clients keep
httpx's per-client proxy transport.
2026-09-03 02:35:21 -07:00
Teknium 17412822d9 refactor(agent): try/except/pass -> contextlib.suppress (28 sites, AST round-trip verified) 2026-09-02 22:00:23 -07:00
Teknium 1bb0ebf47c refactor(agent/agent_runtime_helpers): final defensive collapses (debug dump, pool rebind, tool-name repair) 2026-09-02 20:17:58 -07:00
Teknium db579c75a9 refactor(agent/agent_runtime_helpers): collapse marker prepend, cursor prefix, ttl predicate 2026-09-02 20:10:03 -07:00
Teknium 58ae7dcff6 refactor(agent/agent_runtime_helpers): compact transport recovery, user-merge, reset gate, turn tripwire 2026-09-02 20:05:25 -07:00
Teknium d85caa9360 refactor(agent/agent_runtime_helpers): compact cache-plan/MoA/custom-route helpers 2026-09-02 20:01:00 -07:00
Teknium 78a9babc48 refactor(agent/agent_runtime_helpers): tighten repair passes and content flattening 2026-09-02 19:56:34 -07:00
Teknium a2fb880d79 refactor(agent/agent_runtime_helpers): flatten pool walk, steer requeue, error-context, orphan classifier 2026-09-02 19:51:54 -07:00
Teknium f9d27dfcd0 refactor(agent/agent_runtime_helpers): flatten auth recovery, socket walk, payload predicate, heal-log state 2026-09-02 19:47:44 -07:00
Teknium d1b0553203 refactor(agent/agent_runtime_helpers): compact comments and intra-function blank lines 2026-09-02 19:41:28 -07:00
Teknium e758eb2e0f refactor(agent/agent_runtime_helpers): contextlib.suppress, dedupe-pass single alias map, pack log calls 2026-09-02 19:37:48 -07:00
Teknium ee1ef6acb6 refactor(agent/agent_runtime_helpers): collapse small helpers, compact docstrings/comments (WHYs kept, issue refs dropped) 2026-09-02 19:22:29 -07:00
Teknium bea9bc1ab9 refactor(agent/agent_runtime_helpers): AST-neutral layout pass (hug/pack bracket spans, blank runs) 2026-09-02 19:12:43 -07:00
Teknium 25207b1d8b refactor(agent/agent_runtime_helpers): client/invoke_tool/debug-dump/ack/steer helpers; compact async_utils + aux_accounting 2026-09-02 19:11:28 -07:00
Teknium 512ea3b0c6 refactor(agent/agent_runtime_helpers): helper extraction for arg sanitizer, user-merge, heal log, socket walk, error-context regexes 2026-09-02 18:58:17 -07:00
Teknium 92c5101c78 refactor(agent/agent_runtime_helpers): trajectory/strip_think/extract_reasoning helpers + pattern tables; drop dead _tool_call_id_variants 2026-09-02 18:51:04 -07:00
Teknium 6bcad19d1d refactor(agent/agent_runtime_helpers): split anthropic_prompt_cache_policy (MoA + custom-route gate helpers) 2026-09-02 18:43:18 -07:00
Teknium 666b525e4d refactor(agent/agent_runtime_helpers): split restore_primary_runtime into gate/capabilities/pool-rebind helpers 2026-09-02 18:38:17 -07:00
Teknium 7c62fc26db refactor(agent/agent_runtime_helpers): split recover_with_credential_pool by failover reason + status->reason table 2026-09-02 18:32:30 -07:00
Teknium b0ee6e6cf3 refactor(agent/agent_runtime_helpers): split switch_model into 9 phase helpers + snapshot field table 2026-09-02 18:26:03 -07:00
Teknium af6f9eb3f4 refactor(agent/agent_runtime_helpers): split sanitize_api_messages into 7 phase helpers 2026-09-02 18:21:37 -07:00
Teknium 506c586c13 refactor(agent/agent_runtime_helpers): split repair_message_sequence into 4 pass helpers + ordered pass table 2026-09-02 18:18:55 -07:00
Teknium eb67765c58 refactor(agent): agent_runtime_helpers — drop dead predicates, dedupe runtime restore/switch/recovery, compact narratives
- Dead: agent_runtime_owns_post_tool_hook, intent_ack_continuation_enabled (only their
  own tests referenced them; tests removed).
- invoke_tool routes inline tools via INLINE_TOOL_EXECUTORS.
- switch_model normalizes provider names once (was 5x); restore_primary_runtime shares
  primary-pool load/match helpers; _apply_primary_runtime_fields and
  _build_anthropic_client_from_runtime shared by transport recovery and turn-start
  restore; recover_with_credential_pool rotate-and-swap helper (4 sites).
- Incident-narrative comments/docstrings compacted; rules, orderings, invariants kept.
5266 -> 3837 LOC.
2026-09-02 13:29:31 -07:00
Alexander Prendota 1131b22856 feat(providers): let a provider profile supply its own client
``create_openai_client`` was a hardcoded if-ladder: copilot-acp builds an ACP
stdio shim, gemini builds a native client, everything else gets an
``openai.OpenAI``. There was no extension point, so a provider whose wire
protocol is not OpenAI-over-HTTP could only be added by editing this function —
which is exactly why an ACP provider cannot ship outside this tree today, even
though ``providers/__init__.py`` has discovered out-of-tree profiles from
``~/.hermes/plugins/model-providers/`` and pip entry points for a while.

``ProviderProfile.create_client(**client_kwargs)`` closes that gap. It returns
``None`` by default, so every provider that wants the standard client is
unaffected and the existing ladder still runs as the fallback. copilot-acp is
migrated onto it — its hardcoded branch is gone and its profile supplies the
client in three lines, which is the same three lines an external package writes.

Resolution goes by provider name first, then by ``base_url`` prefix, so a
runtime configured only by URL still reaches its profile — matching what the
replaced ``startswith("acp://copilot")`` branch did. A profile that raises is
logged and skipped: a third-party plugin can fail to provide a client, but it
cannot take the turn down.

Also replaces the two ``isinstance`` checks in ``agent/auxiliary_client.py``
that mean "this client is complete, do not wrap it" with capability flags the
client class declares — ``HERMES_SKIP_TRANSPORT_WRAP`` and
``HERMES_SKIP_ASYNC_WRAP``, mirroring ``SUPPORTS_HERMES_TOOL_CALLS`` in
``background_review.py``. Two in-tree consumers (the ACP shim and the Gemini
native client), an out-of-tree client is covered by the same declaration, and
the hot path no longer imports those modules just to type-test.

Co-Authored-By: Junie <junie@jetbrains.com>
2026-09-02 09:57:39 -07:00
Teknium bd7cdd7c53 Merge origin/main into core-tool-deferral (resolve show_tip test seam onto the check_tips_enabled gate) 2026-09-01 21:49:14 -07:00
Yong Li f41ed09b51 fix(gemini): strip call ids on insert, name the realignments in the log
Review follow-ups:

- Strip the tool_call id when populating the call-name map so it matches the
  stripped lookup (and pass 1's result_call_ids). A padded id previously
  skipped realignment silently.
- Log which names were rewritten, not just how many.
- Note in the comment that a result whose assistant call frame was pruned is
  already dropped by the orphan pass, so it cannot reach the provider with a
  stale name; cover that with a test.
- Rename test_sanitize_leaves_matching_and_unpaired_tool_result_names_alone,
  which only ever exercised the matching case, and add the padded-id case.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-09-01 14:56:30 +05:30
Yong Li 2e9435d2f6 fix(gemini): echo bridged tool_call name on the OpenAI-compatible path
Google matches functionResponse.name against functionCall.name and rejects
a mismatch with HTTP 400 INVALID_ARGUMENT. #72089 fixed this for the native
Gemini adapter, where _translate_tool_result_to_gemini() now prefers
tool_name_by_call_id over the result message's internal name.

Requests that reach Gemini through an OpenAI-compatible gateway (OpenRouter,
Vertex/LiteLLM proxies) never run that translation, so they still put the
unwrapped internal tool name on the wire: the model calls the tool_search
bridge tool `tool_call`, make_tool_result_message() labels the result
`mcp__strava__get_recent_activities`, and the next turn 400s with a bare
"Provider returned error". The bad pair stays in the transcript, so every
later request in that session fails too.

Hold the same invariant at the final pre-API chokepoint instead of in the
OpenAI-compat serializer: Gemini arrives under many model strings and base
URLs, so sniffing for "is this really Google?" is unreliable, while every
other provider either ignores the field or already agrees with the call
name. Only a name that is present and disagrees is rewritten, so clean
transcripts still pass through byte-identical for prompt caching, and the
rewrite lands on the per-call copy so the stored trajectory keeps the real
tool name for the session DB and UI. No-op for the native Gemini path.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-09-01 14:56:30 +05:30
Teknium fb9b2c893f feat(agent): escalate repeated transcript-sanitiser heals with a one-time user notice (#96870)
Builds the escalation layer on top of HexLab98's heal-log windowing
(salvaged from PR #96916):

- Per-session heal counters (heal events + messages healed) tracked by the
  repair path in agent_runtime_helpers.py, session totals preserved across
  10-minute log windows.
- Threshold escalation: after N heals in a session window (default 3,
  configurable via agent.sanitizer_heal_escalation_threshold in
  config.yaml, 0 = off) log ONE ERROR carrying session id + heal pattern
  (events/messages/window/threshold), then stay quiet.
- ONE-TIME out-of-band user notice queued at the threshold and delivered by
  the conversation loop through _emit_warning (status callback -> gateway
  status message / CLI print). Never injected into conversation context or
  the wire copy: prompt caching, role alternation, and durable history are
  untouched. Never re-arms on a new window; scoped per session.
- Counters visible in diagnostics: get_sanitizer_heal_stats() rendered in
  the /debug share // hermes debug report, and the config key surfaced in
  hermes dump overrides. errors.log carries the ERROR line for `hermes logs
  errors`.
2026-08-31 13:11:41 -07:00
HexLab98 20fd5d0b25 fix(agent): stop empty-transcript sanitizer from warning on every send (#96870)
Fill empty non-final user/assistant turns on the wire copy during send-time projection so the sanitizer does not re-heal the same poisoned row every call. When a caller still hits the owner, log WARNING then one ERROR per session window instead of flooding errors.log.
2026-08-31 13:11:41 -07:00
fangliquanflq fd1d8271db fix(cron): isolate lazy imports from stale modules 2026-08-31 09:58:51 -07:00
Teknium 6101f52ba4 Merge remote-tracking branch 'origin/main' into core-tool-deferral 2026-08-30 19:47:30 -07:00
Stephen Chin 48a4201f40 fix(compaction): preserve switch compatibility fixtures
Keep model-switch callers compatible with result objects created before runtime_capabilities was added, and do not roll back minimal agents that lack optional LM Studio helpers. Preserve rollback for real helper failures.
2026-08-30 05:16:10 -07:00
Stephen Chin 5247a6f07f fix(compaction): clarify runtime capability state
Use a distinct runtime_capabilities field on agents, preserve compatibility with earlier snapshots, and resolve the canonical direct OpenAI endpoint when a cross-provider switch omits base_url. Keep ambiguous proxy routes fail-closed.
2026-08-30 05:16:10 -07:00
Stephen Chin 903c36b6d4 fix(compaction): resolve capability from effective switch URL 2026-08-30 05:16:10 -07:00
Stephen Chin 08c7879ca1 fix(compaction): preserve native capability across runtime switches
Stage destination native-compaction capabilities until the complete runtime and context setup succeeds, and restore them with primary and fallback runtimes. Keep native compaction default-deny across live switches and session reconstruction.\n\nVerification: uv run --with pytest --with pyyaml python -m pytest tests/run_agent/test_switch_model_context.py tests/run_agent/test_native_compaction.py tests/run_agent/test_native_compaction_switch_capabilities.py tests/run_agent/test_switch_model_rollback.py tests/run_agent/test_fallback_reasoning_override.py tests/run_agent/test_primary_runtime_restore.py tests/run_agent/test_provider_fallback.py -q -o 'addopts='; uv run --with ruff ruff check <touched files>; git diff --check
2026-08-30 05:16:10 -07:00
Teknium 3b3ad958d7 fix(runtime): key-scoped fallback extra_body re-resolution + request_overrides in switch_model snapshot
Follow-up hardening on the two cherry-picked contributor commits:

- try_activate_fallback: replace the blanket request_overrides.pop('extra_body')
  with KEY-SCOPED removal — only keys the OLD provider's custom_providers
  entry contributed (value unchanged since the init-time merge) are dropped.
  Caller/profile-provided extra_body keys survive the swap, matching the
  caller-over-provider precedence in agent_init._merge_custom_provider_extra_body.
  The fallback provider's own extra_body is then merged back in.
- switch_model: the live _primary_runtime snapshot it rebuilds now carries
  request_overrides, so a post-switch transport recovery or fallback restore
  reinstates the switched-to identity's overrides instead of dropping them.
- Tests: activation-level stale-key removal + caller-override preservation
  (test_provider_fallback.py), switch-then-recover / switch-then-restore
  (test_primary_runtime_restore.py).

Cache-safety: none of these paths mutate past context or rebuild the system
prompt — only outbound request kwargs change.

Fixes #75091
2026-08-29 19:13:12 -07:00
Adam Fortuna 131501229a fix(runtime): restore request_overrides after transport recovery
Include request_overrides in primary runtime snapshots so transport recovery restores request-level model parameters.
2026-08-29 19:13:12 -07:00
Jack b10b27e6f9 fix(agent): match switched-to custom provider by model+base_url, not name
Addresses the hermes-sweeper review on #53765. The in-place /model switch
helper (_apply_switched_provider_request_overrides) derived a custom
provider's extra_body by provider *name* only, while build-time matching in
agent_init._merge_custom_provider_extra_body matches by provider key, base_url,
AND model. So a different model selected at the same named endpoint could
inherit an extra_body configured for another model.

Reuse the shared agent_init._custom_provider_extra_body_for_agent matcher
(provider key + base_url + model), sourcing custom_providers from the
init-time agent._custom_providers cache (fresh-load fallback if absent). A
stale extra_body is always cleared when no entry matches; non-provider
overrides (service_tier / speed from /fast) are preserved.

Tests: add nonmatching-model and endpoint-mismatch regressions; update the
existing switch tests onto the model/base_url-aware matcher.
2026-08-29 19:13:00 -07:00
Jack d2af990043 fix(agent): carry request_overrides through in-place /model switch (TUI/CLI)
Third in the series. The gateway rebuild path (previous two commits)
carries a custom provider's `request_overrides` (`extra_body`, e.g.
`chat_template_kwargs`) into the agent, but the *in-place* live switch used
by the TUI dashboard and the CLI — `agent.switch_model()` ->
`agent_runtime_helpers.switch_model()` — swapped
model/provider/base_url/api_key without ever updating `request_overrides`.
So a `/model` switch to a thinking-enabled custom provider in the TUI/CLI
kept the previous provider's `extra_body`.

`switch_model()` now re-derives the switched-to provider's
`request_overrides` (via `_get_named_custom_provider`) and applies it in
place, preserving non-provider overrides (`service_tier`/`speed` from
`/fast`). Logic factored into `_apply_switched_provider_request_overrides`
for testability.

Adds tests/agent/test_switch_model_request_overrides.py.
2026-08-29 19:13:00 -07:00
Teknium c1762ff11c test: sweep sibling tests stale on the tool renames + deferral default
The rename sweep in the base commit missed the sibling-test blast radius
(18 red files on CI). Three classes, all fixed:

1. Stale old names in tests (todo/cronjob/process/tour/tip) — updated to
   todo_list/cronjob_manage/process_manage/gui_tour/show_tip at every
   registry.get_entry/dispatch/coerce/preview/allowlist call site, plus
   the coding-brief sentence in agent/coding_context.py now names
   todo_list (and its gating test).
2. Missed rename in production: AGENT_RUNTIME_POST_HOOK_TOOL_NAMES still
   held 'tour' — post-hook ownership would have double-emitted for
   gui_tour via the bridge path.
3. Tests pinning pre-deferral assembly (blank-slate surface, modal
   sandbox resolution, desktop diet, HUD note) now pin their ACTUAL
   contract under the legacy defer:[] override, or assert on granted
   tool names instead of visible schemas.

Also fixes a pre-existing ordering flake surfaced by the sweep:
test_holds_exactly_the_gui_affordances depended on whether an earlier
test had imported apply_layout_tool (registry-registered, not in the
static desktop_ui list) — now forces discovery and pins the full set.

649 tests green locally across all touched files, both orderings.
2026-08-29 18:23:07 -07:00
Teknium e16ad33a9d feat(tool-search): core-tool deferral — curated 19-tool set behind the bridge by default; renames todo_list/cronjob_manage/process_manage/gui_tour/show_tip with legacy aliases (13.4K -> 6.9K desktop schemas, -49%) 2026-08-29 08:26:24 -07:00
Teknium 1d8946b40b fix(prompt-caching): tool-using sessions no longer 400 behind LiteLLM Anthropic proxies (#89886)
LiteLLM OpenAI->Anthropic translation copies tool-message content parts
verbatim, so the envelope-layout part-level cache_control landed at
tool_result.content[0] - a placement the Anthropic Messages schema rejects
with a non-retryable HTTP 400 that killed the whole turn (any tool-using
cron/session on a LiteLLM-fronted Anthropic route).

New envelope_tool_part_cache_markers_supported() predicate (keyed on the
existing _is_litellm_route token matcher) threads a tool_part_markers flag
through build_prompt_cache_plan / apply_anthropic_cache_control and all
four decoration sites (main loop x2, destination replan, MoA). On LiteLLM
routes role:tool messages carry no markers and the breakpoint budget
reallocates to the nearest eligible message; OpenRouter/Nous Portal keep
the part-level form they honor, native Anthropic layout unchanged.
2026-08-29 12:06:48 +05:30
Teknium 217ab2f8df refactor(desktop-tools): consolidate preview + project, diet the desktop_ui suite (3,861 → 2,293 tok/call, −41%) (#97659)
* refactor(desktop-tools): consolidate preview(open/close/read) + project(create/switch/list), diet the desktop_ui suite — 3,861 -> 2,293 tok/call on desktop sessions (-41%)

* rename: preview -> desktop_preview, project -> desktop_project — namespace desktop-app tools against MCP/plugin name collisions

* test: sync remaining old-name pins — per-file registration import, GUI_TOOLS set, post-hook case read_preview -> desktop_preview action=read
2026-08-28 23:10:01 -07:00
Teknium 5b31602c15 docs: reconcile positional pairing with shared _classify_tool_call_orphans (#97167) — classifier docstring reflects its remaining consumer; empty-id filter note updated 2026-08-28 07:51:23 -07:00
fedebyes 93f4dc7561 fix: make positional prune variant-aware; add replayed-call regression tests
Pass 2 of repair_message_sequence matched results only by id/call_id,
pruning calls answered through response_item_id or composite bridge
ids. Use the shared variant helpers (tool_call_id_variants /
tool_result_id_variants) so the unified alias policy applies
(#55626/#63000/#93251).

The positional sanitizer pass changes the crash/resume duplicate shape:
an interrupted first occurrence is now stubbed instead of deduped, so
the replayed call survives with its own immediate result. Update the
#64335 empty-key test to the new semantics and add regression tests for
the #94704 acceptance shape (historical-result + replayed-call +
fresh-call) and the production interrupted-turn shape (session
7d57a602b83d).
2026-08-28 07:51:23 -07:00
Tiberiu Danciu c7761573f5 fix: prune positionally unanswered tool_calls before API send
DeepSeek v4 rejects a payload where an assistant message carries a
tool_call whose tool result does not follow it immediately (HTTP 400
"An assistant message with 'tool_calls' must be followed by tool
messages responding to each 'tool_call_id'"). Context compression can
displace a tool result past a user turn; the result then lands ~100
messages away from its declaring assistant message.

Two gaps let the poisoned shape reach the wire (reproduced from the
production request dump of session 4d8727cbcf04, replayed through both
functions):

1. repair_message_sequence Pass 1 drops the displaced tool RESULT as
   stray but leaves the declaring assistant message carrying the now
   unanswered tool_call (with empty content) in the durable history.
2. sanitize_api_messages stubbed only globally-absent result ids: the
   displaced result still exists in the transcript, so the id survives
   the set-subtraction, no stub is injected, and the payload 400s.

Fix both layers so every path is order-independent:

- repair_message_sequence: new Pass 2 prunes tool_calls that have no
  result in the immediately-following tool run (matching on id or
  call_id, same superset rule as Pass 1). If pruning empties the turn
  (no content/reasoning left), the whole message is dropped rather than
  sending an empty assistant message. Codex interim turns are exempt,
  as in Pass 0.
- sanitize_api_messages: the orphan/stub logic is rewritten as a single
  rolling positional walk that drops results not immediately following
  their declaring assistant (including results appearing BEFORE their
  call) and injects stub results for positionally-uncovered calls even
  when a mispositioned result exists elsewhere.

Adds six regression tests: repair pruning, whole-turn drop when pruned
calls were the only payload, valid-pair negative control, positional
stub injection, result-before-call orphan drop, and a fully-paired
transcript negative control.
2026-08-28 07:51:23 -07:00