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📌 Description
The trend prediction model is lazily initialized using a shared global variable without synchronization. When multiple
requests arrive simultaneously while the model is unloaded, multiple ...
bug
level3
nsoc26
Tushar15769
Vovaman📌 Description
The notification WebSocket endpoint accepts incoming connections without verifying user identity or authorization. Any
client can connect to the stream and receive notifications regardless ...
bug
level3
nsoc26
Description
A real Google Service Account private key has been accidentally committed to NexaSphere/server-python/.env.example and
is publicly visible to anyone with access to this repository. This is ...
good first issue
gssoc:approved
GSSoC'26
level:beginner
mentor:Ayushh-Sharmaa
needs-labels
priority:high
type:bug
valid-issue
website
bhumikasudarshani-cmd
📌 Description
Firestore security rules validate access using the role claim while the backend stores authorization data in a roles
list. Because the rules reference a different claim than the one actually ...
bug
level3
nsoc26
chatelaoThe following documents require semantic alignment with the latest Vibe 3.0 truth sources (STRUCTURE.md, SOUL.md,
glossary.md, and worktree-lifecycle-standard.md).
Outdated Documents
1. docs/v3/orchestra/README.md: ...
supervisor
jacobcy
Real-world job supported
A cabinetmaker needs to know whether a quote is still being prepared, ready to send, already sent, accepted, rejected,
or revised after a client change.
User flow
1. The estimator ...
backend
codex-ready
data-model
phase-1-trust
type-feature
ui
DylPayne
Parent
#58
What to build
Temporal roots + epochs (decision 00f7e1eb). Temporal does not cluster in its own space — it qualifies roots from
audio/scene. Compute lift = P(conditioned_root | time_bucket) ...
area:engine
priority:medium
task
Osasuwu
Parent
#58
What to build
Scene root pipeline (decision 91229a71). Last.fm tag enricher writes per-track tags into the shared store - build the
user s track×tag matrix - NMF, with K auto-selected over ...
area:engine
priority:medium
task
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