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Persistent PGD currently supports sc only (production); c/nsc/bsc are refused loudly by _assert_supported_persistent.
Fresh-PGD already supports c/bc/bsc. Full torch parity requires persistent nsc (per-component, ...
kind:deferred-feature
parity
subsystem:adversary
wave-2
TikTok Affiliate Policy Intelligence
Signal Detected
TikTok Shop affiliate policies continue to evolve in 2026. Recent updates include:
1. Stricter content disclosure rules — Affiliate content must ...
affiliate
coordinator
publisher
vanguard
TikTok Video Shopping Ads — Format Opportunity
What
Video Shopping Ads (VSA) allow direct product tagging in organic-style videos, enabling seamless checkout without
leaving TikTok.
Why This Matters ...
content
publisher
vanguard
torch averages n_samples route-all forwards in the persistent warmup ascent; JAX uses exactly ONE forward. This is a
no-op today because warmup routes-all (no routing variance) and production n_samples=1, ...
kind:decision
needs-decision
parity
subsystem:adversary
wave-1
Vanguard Strategic Calendar — Q3 2026
Identified Seasonal Opportunities for Affiliate Content
| Event | Date (2026) | Product Fit | Content Angle |
| --- | --- | --- | --- |
| Harbolnas 7.7 | Early July ...
content
coordinator
scraper
vanguard
Perold (1984), Stein (2008), Hirschberger (2010) are cited (paper/cla.tex lines ~87–88, ~825–827) but never engaged —
yet they are the real competitors in the K≪n regime the factor backend targets.
Proposed ...
documentation
Running setup failed with:
‘’’ == Building bundled gr-ntsc-rc (PR6 + converter-bounds fix, pinned in vendor/; log:
/var/folders/hf/x9tlymld4qncc39j_1w__9nw0000gn/T//fpv-sdr-gr-ntsc-rc-build.log) [XX] ...
na-by-design: subgroup/reduction-group collectives are an n-pool-lineage concern. The single-pool path has no pool
coordination, so there is no analog to port. Recorded for completeness.
Refs: torch distributed.py:79,88,110,163. ...
kind:done
parity
subsystem:adversary
Add an experiment comparing the dense cvxcla backend against a vectorized explicit-inverse CLA (not pure-Python
PyPortfolioOpt).
Why. Beating pure-Python loops is unsurprising. The open question a skeptic ...
enhancement
Labels: enhancement gssoc-2026 level:beginner type:feature
Description:
## Pagination for Complaints List
### Problem
Loading all complaints at once is slow and inefficient.
### Solution
Add server-side ...

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