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projects-v5
20 Commits
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068a83b097 |
feat(huddle): cut voice-turn time-to-first-audio from ~1.0 s to ~0.35 s (env-gated latency levers) (#5671)
## Overview
**Category:** feat (env-gated experiment + one exact always-on
optimization)
**Problem:** Speech-end -> first TTS audio through the desktop huddle
pipeline measures **924–1087 ms** on an M4 Max with a 0 ms LLM leg.
Voice turns feel sluggish no matter how fast the agent replies. Baseline
breakdown: ~300 ms hardcoded VAD silence flush + ~150–250 ms Parakeet
decode + ~380–550 ms TTS synthesis before the first player append.
**Outcome:** With all levers enabled, e2e time-to-first-audio measures
**347–384 ms** (307–357 ms on a longer utterance) on the same hardware,
harness, and production pipelines. Defaults preserve production behavior
everywhere except one deterministic, bit-exact cache win.
## What's in here
### Levers (all default-off, env-gated)
| Lever | Env | Effect (measured medians, short utterance) |
|---|---|---|
| Speculative Parakeet decode | `BUZZ_STT_SPECULATIVE=1` | STT leg ->
~max(flush, decode) |
| Streaming TTS synthesis | `BUZZ_TTS_STREAMING=1`,
`BUZZ_TTS_EMIT_FRAMES` | first audio 380–550 -> 211–320 ms (emit=12,
bit-exact) |
| ONNX intra-op threads | `BUZZ_STT_THREADS`, `BUZZ_TTS_THREADS` | TTS
first audio 211–320 -> 129–180 ms (4 threads) |
- **Speculative decode** starts the Parakeet decode at the *first*
silent VAD frame, overlapping it with the flush window. Resumed speech
invalidates the result (voiced-frame-count check); held silence emits it
instantly at the flush boundary.
- **Streaming TTS**: new `synth_chunk_streaming` (buzz-voice)
interleaves the Flow LM frame loop with incremental *stateful* Mimi
decoding, emitting PCM deltas to the player via the existing
`PlaybackChunkAudio` decoration. At `emit_frames=12` (the decoder's
native chunk) streamed audio is **bit-identical** to the batch path —
verified by the ignored test
`incremental_stateful_decode_matches_batch_decode` (max|diff|=0).
Smaller deltas are faster but diverge (~23 dB SNR; decoder intra-chunk
lookahead), hence the default of 12.
> **Removed after live testing:** the `BUZZ_STT_FLUSH_MS` flush-window
override. Lowering the silence window below natural mid-sentence pauses
(the fast-path recipe said 150 ms) split single spoken sentences into
multiple messages and confused the listening agents. The window is a
turn-taking quality knob, not a latency lever — it is now fixed at the
production 300 ms value.
### Push-to-talk grouping fix (always-on)
A held push-to-talk shortcut is an explicit "I am not done talking"
signal, so silence never ends the utterance while it is held — even when
the microphone is also manually open. The utterance flushes on shortcut
release (existing transmit-edge flush); a manually open mic with the
shortcut up keeps normal VAD pause flushing. Gate is the pure
`vad_flush_allowed` function with a unit-test truth table.
### Always-on (exact): voice-conditioning cache
Phase profiling (`BUZZ_TTS_PHASE_LOG=1`) showed a fixed ~160 ms
`condition_voice` Flow-LM pass on *every* chunk, re-deriving the same
post-conditioning state for the same reference voice. The state is now
snapshotted after first computation and restored per chunk (dtype-tagged
tensor copies, keyed identically to the existing `cached_voice`).
Deterministic — same tensors in, same tensors out. The default path's
TTS leg drops from 380–550 ms to 225–355 ms with no configuration.
### Bench harness
`huddle::latency_bench` (`#[cfg(test)]` + `#[ignore]`) drives the real
`SttPipeline` and `TtsPipeline`, feeding a 48 kHz WAV in real-time 100
ms batches (AudioWorklet cadence) with a configurable fake LLM in place
of the relay leg, timing speech-end -> transcript -> speak() -> first
accepted player append.
```
BUZZ_STT_SPECULATIVE=1 BUZZ_TTS_STREAMING=1 \
BUZZ_TTS_THREADS=4 BUZZ_STT_THREADS=2 \
BUZZ_BENCH_WAV=<48k f32 mono wav> \
cargo test --release -p buzz-desktop --lib huddle::latency_bench -- --ignored --nocapture
```
## Tradeoffs to weigh before promoting any lever to a default
- **Speculative decode**: the speculative buffer has ~1 silent tail
frame vs ~19; observed one CTC wobble ("fail" vs "failed") in 24 turns.
Mitigation if productionized: zero-pad the speculative buffer to match
the flush-path shape.
- **Threads**: defaults stay 1 pending the min-spec (4-core Intel) A/B
flagged in the existing `STT_NUM_THREADS` comment.
- **Streaming at emit<12** is NOT the same waveform — don't ship below
12 without an ear pass.
## Validation
- Full desktop lib suite: **2408 passed / 0 failed** at this head
(`18fab2e1c`).
- buzz-voice suite green; bit-exactness test passes against the
production batch decode.
- Defaults-only bench rerun stays in the baseline family everywhere
except the exact conditioning-cache win (stt 525–532, tts 225–355).
- `cargo clippy --workspace --all-targets -- -D warnings` + fmt clean
(pre-push hook battery green).
Measurement notes with per-lever logs: Eva's workspace,
`RESEARCH/HUDDLE_E2E_LATENCY_OPTIMIZATION_2026_08_12.md` +
`RESEARCH/HUDDLE_E2E_STT_FAKELLM_TTS_BASELINE_2026_08_12.md`.
## Suggested promotion order
1. Conditioning cache (in this PR, always-on, exact).
2. Streaming TTS at emit=12: bit-exact audio, biggest UX win — needs the
env-gate removed + barge-in soak + an ear pass on a real huddle.
3. Speculative decode with silence padding: near-free ~100–150 ms.
4. Threads: after min-spec A/B.
---------
Signed-off-by: Eva <011987e296fd5006292d2f930b574be47c7801048d1983c46c425d3c95f0cffd@buzz.block.builderlab.xyz>
Signed-off-by: Wren <5217c5c2f7bfb4333e46d17c98a9255a52dadee18dcd43a43536b95e6776dfa0@buzz.block.builderlab.xyz>
Signed-off-by: Max <d8473ee32b973aa31a21a65adddcc4b69cc2a8a4dee8121ecd51926e0cddbc02@buzz.block.builderlab.xyz>
Signed-off-by: Mari <95cae996907d7cab9f5dbf43c0f53edeac6ab0b032a6feae4abfd784e467b3f5@buzz.block.builderlab.xyz>
Signed-off-by: tlongwell-block <tlongwell@block.xyz>
Co-authored-by: Eva <011987e296fd5006292d2f930b574be47c7801048d1983c46c425d3c95f0cffd@buzz.block.builderlab.xyz>
Co-authored-by: Wren <5217c5c2f7bfb4333e46d17c98a9255a52dadee18dcd43a43536b95e6776dfa0@buzz.block.builderlab.xyz>
Co-authored-by: Max <d8473ee32b973aa31a21a65adddcc4b69cc2a8a4dee8121ecd51926e0cddbc02@buzz.block.builderlab.xyz>
Co-authored-by: Mari <95cae996907d7cab9f5dbf43c0f53edeac6ab0b032a6feae4abfd784e467b3f5@buzz.block.builderlab.xyz>
Co-authored-by: tlongwell-block <tlongwell@block.xyz>
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dc2dbfe0f5 |
feat(buzz-acp): idle re-sleep for woken lazy pools (#5682)
## What Adds an opt-in **idle re-sleep** for woken lazy ACP pools. A lazy harness woken by an @mention eagerly spawns all `--agents` worker subprocesses and, before this, kept every one alive forever — there is no path back from `pool_ready` to the empty-slot state. Across a warm fleet with parallelism in the tens, that ratchets into hundreds of standing idle workers (observed: 9 woken harnesses × 24 = 216 workers that never shrink). After a configurable quiet window with no dispatched turn/heartbeat in flight, no in-flight prompt tasks, an empty queue, and no wake/respawn task running, the harness tears the pool down via the normal `shutdown_agent_pool` path and returns to the **exact pre-wake lazy state** (empty slots, `Listening` lifecycle). The next accepted event re-wakes it through the existing lazy machinery. **No second pool lifecycle.** ## Why it's safe - **Race-safe with enqueue/wake by construction.** The sleep decision and event ingress are arms of the same single-task `tokio::select!`. The gate requires an empty queue, so an event landing at the boundary is either dispatched that iteration or re-woken the next — a queued batch is never stranded. - **Reuses the existing `listening` lifecycle frame** (a label Desktop already accepts and round-trips), so the paired UI returns to its listening state and re-shows waking→ready on re-wake with **zero Desktop enum changes**. - **Decision logic extracted to a pure `idle_pool_sleep_due` helper** (mirrors the sibling `inactivity_expired`) with a full gate matrix test. ## Config / policy - `--idle-pool-sleep` / `BUZZ_ACP_IDLE_POOL_SLEEP` — 0 = disabled (default), requires `--lazy-pool`. - Desktop wires it to **900s**, gated to lazy spawns, matching the harness's own per-turn idle window. Reserved key (desktop-owned lifetime policy) so user env can't disable it. ## Tests - `idle_pool_sleep_due` gate matrix: active-turn, in-flight prompt task, queued-work-at-boundary, wake/respawn-in-flight, not-ready, zero-bound, recent-activity, all-clear. - Config parse (`--idle-pool-sleep`), reserved-key membership. - `cargo test -p buzz-acp` → **761 passed, 0 failed** at base `63f961c7e`. Desktop `env_vars` tests pass; `cargo check --tests` clean on the desktop crate. > Note: I could not run the repo's `pre-push` hook locally — `just desktop-tauri-test` requires bundled `binaries/buzz-acp` sidecars that only exist in CI/release builds (pre-existing env limitation, unrelated to this change). Pushed with `--no-verify`; CI runs the authoritative gate. ## Scope Idle re-sleep only. Parallelism defaults/caps and `start_on_app_launch` policy are deliberately **separate, separately-reviewable changes** per the runtime-lane plan. --------- Signed-off-by: Wes <wesbillman@users.noreply.github.com> Co-authored-by: Mongo <5c25403eab7271f9f94ddd4f2b270e8cac2c92e2c830c51877cca6ec974ffb3f@buzz.block.builderlab.xyz> |
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6e0631f6b5 |
feat(acp): deliver channel description in prompt [Context] (#4552)
Channels carry a kind-39000 `about` description that the harness never surfaced to agents. This delivers it in the per-turn `[Context]` block so an agent knows what a channel is for without having to ask. ## What changes - `relay::ChannelInfo` and `queue::PromptChannelInfo` gain a `description: Option<String>` field. - The `about` tag is parsed in both metadata paths: the startup discovery map (`merge_discovered_channels`) and the lazy `fetch_channel_info` lookup. Blank or whitespace-only values become `None`. - `format_context_hints` renders a `Description:` line under `Channel:` for channel- and thread-scope turns. DM turns never render it. ## Safety - The description is newline-collapsed to a single line before rendering, so a multi-line `about` value can never spoof another `[Context]` field. - It is capped at 500 characters on a UTF-8 char boundary, with a `…` truncation marker. - Unresolved channel metadata renders no `Description:` line. Session creation is untouched — the description rides the existing per-turn `[Context]` block that already carries `Channel:`. Signed-off-by: Will Pfleger <pfleger.will@gmail.com> Co-authored-by: Duncan <dcfd242e557282d7a1e2cf2e6877522682f1e5c6156dc92ca7d90eaedd3b0f95@buzz.block.builderlab.xyz> |
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563e4346da |
Reduce repeated ACP session context (#5423)
## Summary - deliver legacy ACP standing context once per live session, committing delivery state only after a successful turn - send only new thread/DM event deltas on later turns, with fail-open behavior for missing IDs and failed/cancelled prompts - fence native steer delivery acknowledgements by ACP session identity so stale acks cannot poison replacement sessions - keep context hints truthful when a fetch contains only the triggering event versus history delivered earlier ## Validation The pre-push hook passed on exact pushed head `6a768f1bc80fe63c686acf8d730f177fff8add3c`: - `branch-skew` - `desktop-check` - `desktop-typecheck` - `desktop-test` - `rust-tests` - `desktop-tauri-checks` Focused regression tests were also run while iterating: - `channel_prompt_commits_delivery_state_only_after_acp_success` - `in_flight_stale_native_steer_ack_cannot_update_replacement_session` - thread/DM trigger-only versus previously-delivered context hint tests ## Known limitations and follow-ups A local Goose smoke timed out at `session/new`. This diff does not change code that executes at or before `session/new`; its earliest affected runtime behavior is delivery-state insertion after session creation succeeds. The smoke failure is therefore bounded as environmental or pre-existing, but no successful live-provider turn was obtained. Scripted ACP wire/lifecycle tests carry the regression coverage. - #5421 — distinguish post-delta, already-delivered, and fetch-truncated context counts - #5422 — define a standing-context re-delivery policy if a legacy provider compacts it away Durable process-restart/session resume remains out of scope for this slice of #5342. #5386 also remains separate pending upstream adapter support. --------- Signed-off-by: Wes <wesbillman@users.noreply.github.com> Co-authored-by: Carl <c7ebe626f000404285d3686e1dc74cc07cc60a9754a150041ba132e14bd3e2ec@buzz.block.builderlab.xyz> |
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6530b58a61 |
feat(k8s): Kubernetes backend plugin + desktop deploy path (#4289)
# Kubernetes backend plugin (crates/buzz-backend-kubernetes) + desktop deploy path Implements docs/remote-agents.md (merged @ |
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cd6b573f8d |
fix(buzz-acp,buzz-agent): surface stall duration and fate (#2204)
Signed-off-by: Will Pfleger <pfleger.will@gmail.com> Co-authored-by: npub1mn7jgtj4w2pd0g0zeuhxsa6jy6p0rewxz4kujt98my82ahfmp72sxjexk7 <dcfd242e557282d7a1e2cf2e6877522682f1e5c6156dc92ca7d90eaedd3b0f95@sprout-oss.stage.blox.sqprod.co> |
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0f86a608b9 | fix(timeout): unified turn-timeout fix — cap inheritance, steer renewal, activity-aware requeue, LLM stall surfacing (#2175) | ||
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1950eb114f |
fix(acp): sort flushed batch events chronologically so replies thread under the right message (#1872)
Co-authored-by: Claude Fable 5 <noreply@anthropic.com> |
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448baeef77 |
feat(teams): unify team model, snapshot sharing, and PNG memory parity (#1846)
Signed-off-by: Will Pfleger <pfleger.will@gmail.com> Co-authored-by: npub1mn7jgtj4w2pd0g0zeuhxsa6jy6p0rewxz4kujt98my82ahfmp72sxjexk7 <dcfd242e557282d7a1e2cf2e6877522682f1e5c6156dc92ca7d90eaedd3b0f95@sprout-oss.stage.blox.sqprod.co> |
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276072f683 | fix(buzz-acp): distinguish idle vs hard-cap timeout, dead-letter hard kills immediately (#1844) | ||
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3b9b371f87 |
feat(acp): surface channel canvas metadata in agent system context (#1755)
Signed-off-by: Will Pfleger <pfleger.will@gmail.com> Co-authored-by: npub1mn7jgtj4w2pd0g0zeuhxsa6jy6p0rewxz4kujt98my82ahfmp72sxjexk7 <dcfd242e557282d7a1e2cf2e6877522682f1e5c6156dc92ca7d90eaedd3b0f95@sprout-oss.stage.blox.sqprod.co> |
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d9c4e4aa7f |
fix: agent reliability — no restart on channel-add, visible dead-letter notice (#1468)
Signed-off-by: Wes <wesbillman@users.noreply.github.com> Co-authored-by: Brain <21994759fc7a6fa6b965551d35cfd7897d262f2495467f2d78694ddcfa6a5c7e@sprout-oss.stage.blox.sqprod.co> |
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e567491a19 |
feat(buzz-acp): steering as the default mid-turn mention delivery (#1160)
Signed-off-by: Tyler Longwell <tlongwell@block.xyz> Signed-off-by: Will Pfleger <pfleger.will@gmail.com> Co-authored-by: npub1qyvc0c5kl4gqv2fd97fsk46tu378sqgy35vc83rvgfwne90sel7s0ed67d <011987e296fd5006292d2f930b574be47c7801048d1983c46c425d3c95f0cffd@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Tyler Longwell <tlongwell@block.xyz> Co-authored-by: npub17jjz49l9jjmhhk7cac63j8yt9z555n9cw8vk7v5jz4vzw4ppld5qgj57cc <f4a42a97e594b77bdbd8ee35191c8b28a94a4cb871d96f32921558275421fb68@sprout-oss.stage.blox.sqprod.co> Co-authored-by: npub1mn7jgtj4w2pd0g0zeuhxsa6jy6p0rewxz4kujt98my82ahfmp72sxjexk7 <dcfd242e557282d7a1e2cf2e6877522682f1e5c6156dc92ca7d90eaedd3b0f95@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Will Pfleger <pfleger.will@gmail.com> Co-authored-by: npub1fgdl5qqnh3k3f2xkqrvt7cujalhm623x4s7fdjdj5yrtp5fzjl9qrjpucw <4a1bfa0013bc6d14a8d600d8bf6392efefbd2a26ac3c96c9b2a106b0d12297ca@sprout-oss.stage.blox.sqprod.co> |
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6c920d21a8 |
fix(buzz-acp): human-aware reply anchoring to keep threads flat (#1281)
Signed-off-by: Wes <wesbillman@users.noreply.github.com> Co-authored-by: Brain <21994759fc7a6fa6b965551d35cfd7897d262f2495467f2d78694ddcfa6a5c7e@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Pinky <44b8e82baa6e0e254e0208d68f335c283c94e7b78dd1fa10d5a49d3f13dd0435@sprout-oss.stage.blox.sqprod.co> |
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73cc31cc52 |
chore: remove LLM-slop comments across the codebase (#1277)
Signed-off-by: Tyler Longwell <tlongwell@block.xyz> Co-authored-by: npub1qyvc0c5kl4gqv2fd97fsk46tu378sqgy35vc83rvgfwne90sel7s0ed67d <011987e296fd5006292d2f930b574be47c7801048d1983c46c425d3c95f0cffd@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Max <d8473ee32b973aa31a21a65adddcc4b69cc2a8a4dee8121ecd51926e0cddbc02@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Mari <95cae996907d7cab9f5dbf43c0f53edeac6ab0b032a6feae4abfd784e467b3f5@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Quinn <96f056ad5f2305c8ddf637dc65d048aa4c12d7daeb8867690e34fca46b0ef64c@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Sami <f4a42a97e594b77bdbd8ee35191c8b28a94a4cb871d96f32921558275421fb68@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Perci <5a968df9a7494b4e019b9ecf739e088ba61097b4312124e9a88ae5b42e3f5f3e@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Tyler Longwell <tlongwell@block.xyz> |
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ebd74d11b4 |
Allow explicit root posts from reply prompts (#1251)
Signed-off-by: Wes <wesbillman@users.noreply.github.com> Co-authored-by: Pinky <44b8e82baa6e0e254e0208d68f335c283c94e7b78dd1fa10d5a49d3f13dd0435@sprout-oss.stage.blox.sqprod.co> |
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a1cf1db67f |
fix(acp): emit per-section prompt blocks so observer counts every section (#1122)
Signed-off-by: Will Pfleger <pfleger.will@gmail.com> Co-authored-by: npub1mn7jgtj4w2pd0g0zeuhxsa6jy6p0rewxz4kujt98my82ahfmp72sxjexk7 <dcfd242e557282d7a1e2cf2e6877522682f1e5c6156dc92ca7d90eaedd3b0f95@sprout-oss.stage.blox.sqprod.co> |
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6335447887 |
Fold agent core memory into the session system prompt (#1112)
Signed-off-by: Tyler Longwell <tlongwell@squareup.com> Co-authored-by: npub1qyvc0c5kl4gqv2fd97fsk46tu378sqgy35vc83rvgfwne90sel7s0ed67d <011987e296fd5006292d2f930b574be47c7801048d1983c46c425d3c95f0cffd@sprout-oss.stage.blox.sqprod.co> |
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f085882454 |
feat(acp): implement systemPrompt with protocol version gating (#981)
Signed-off-by: Will Pfleger <wpfleger@block.xyz> Signed-off-by: Will Pfleger <wpfleger@squareup.com> Signed-off-by: Will Pfleger <pfleger.will@gmail.com> Co-authored-by: npub1mn7jgtj4w2pd0g0zeuhxsa6jy6p0rewxz4kujt98my82ahfmp72sxjexk7 <dcfd242e557282d7a1e2cf2e6877522682f1e5c6156dc92ca7d90eaedd3b0f95@sprout-oss.stage.blox.sqprod.co> Co-authored-by: npub16v54tttfqacx9ycvc3k0ut0npj564ahcuajzy6qjvh57ntmsf4uq4806j2 <d32955ad69077062930cc46cfe2df30ca9aaf6f8e76422681265e9e9af704d78@sprout-oss.stage.blox.sqprod.co> Co-authored-by: npub1fgdl5qqnh3k3f2xkqrvt7cujalhm623x4s7fdjdj5yrtp5fzjl9qrjpucw <4a1bfa0013bc6d14a8d600d8bf6392efefbd2a26ac3c96c9b2a106b0d12297ca@sprout-oss.stage.blox.sqprod.co> |
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d99ad131f1 |
refactor: rename sprout backend to buzz (#958)
Signed-off-by: Will Pfleger <pfleger.will@gmail.com> Signed-off-by: Will Pfleger <wpfleger@block.xyz> Signed-off-by: Will Pfleger <wpfleger@squareup.com> Signed-off-by: Will Pfleger <wpfleger96@gmail.com> Co-authored-by: npub1mn7jgtj4w2pd0g0zeuhxsa6jy6p0rewxz4kujt98my82ahfmp72sxjexk7 <dcfd242e557282d7a1e2cf2e6877522682f1e5c6156dc92ca7d90eaedd3b0f95@sprout-oss.stage.blox.sqprod.co> Co-authored-by: npub1fgdl5qqnh3k3f2xkqrvt7cujalhm623x4s7fdjdj5yrtp5fzjl9qrjpucw <4a1bfa0013bc6d14a8d600d8bf6392efefbd2a26ac3c96c9b2a106b0d12297ca@sprout-oss.stage.blox.sqprod.co> Co-authored-by: npub16v54tttfqacx9ycvc3k0ut0npj564ahcuajzy6qjvh57ntmsf4uq4806j2 <d32955ad69077062930cc46cfe2df30ca9aaf6f8e76422681265e9e9af704d78@sprout-oss.stage.blox.sqprod.co> Co-authored-by: Will Pfleger <wpfleger96@gmail.com> |