Redesign video comparison viewer with synchronized playback

Fix video preview playback: browser-safe transcoded copies, not raw samples

Fix video preview: real range-request streaming, live sample detection

CMS: overview, score column, filtering/sorting, charts, CQ health, calibration UI, library browser, alerts, auth

Modernize CMS UI: real design system, favicon, better layout

Add CMS foundation: persistent outcome logging, video sample capture, DB + browsing UI

Category-aware eviction for the real-content-library capture cap

Add safety guards to secant CQ search; revert content-adaptive margin attempt

Session: AV1/HEVC CQ table fixes, VBR NVENC tuning, secant-based adaptive search, dashboard reset mechanism

Merge origin/main into local (compression solution improvements)

treat miner sandbox raised error as miner issue rather than validator infra issue (#195)

ensure comp scoring worker can access Modal SDK for fetching Modal volumes (#194)

add inference miners' checklist in docs (#193)

reinvite miners rejected with flag INVITATION_DECLINED in comp enrollment (#192)

extend Bittensor TypeDefComposite patch to metagraph API (#191)

Score against VMAF NEG model, switch AV1 to SVT-AV1, add probe timeouts

Add adaptive VMAF-driven CQ search for compression miner, plus ops scripts

retry inviting rejected miner UIDs in competition enrollment due to low alpha stake (#190)

add metagraph resync & alpha stake finalisation in competitions' enrolling phase (#189)

add first compression competition (#188)

ensure timeout of 3 minutes for comp batch of 5 videos less than 50 seconds length (#187)

adjust dynamic batch timeout calculation comp (#186)

remove randomisation from VMAF calculation in competitions (#185)

add audio validation for competitions (#184)

optimise validator competition dataset preparation pipeline to remove redundant recalculations (#183)

isolate competition batches in separate miner Modal sandboxes (#182)

update docs and checklists (#181)

compression competition mode (#179)

defer scoring commit to DB (#180)

fix cleanup (#178)

harden tone manipulation checks (#177)

BT TypeDefComposite patch (#176)

handle-auto-validator-permit (#175)

adjust burn to 0 | disable alpha_stake_weigh_factor (#174)

past emissions liquidation proportion based emissions multiplier (#173)

Add stake based emissions multiplier (#172)

adjust burn to 60% (#171)

add VMAF tolerance for deduplication (#170)

add detection for minor tweaks to compression rate using frame tolerance (#169)

evenly distribute emissions to top 5 UIDs | 80-20 emissions split between compression-upscaling (#168)

prioritise top miner UIDs in synthetic scoring (#167)

reduce fp precision for compression synthetic deduplication (#166)

deduplicate compression miner scoring entries (#165)

add tone manipulation checks for compression (#164)

adjust burn (#163)

increase synthetics timeout (#162)

fix premature cleanup for batched synthetics scoring (#161)

add base VMAF calculation in logs (#160)

incentive serverless inference (#158)

add wandb logsink (#159)