research-hub / ecosystem
01
Research agent
Chat for medical & internal research
02
SharePoint
Verified files only
03
Qdrant index
Metadata filters · hybrid retrieval
04
Dashboard + chat
Live web + internal index
“Latest evidence on …” → web links + internal doc paths< 30s
novo nordiskresearch ecosystem2026 – now
bellance / outlet-graph
haircut beard trim hair spa colour facial proven liftproven lift
bellance osservice-relationship graph2026
bellance / intervention-ledger
#recommendationowneroutcomeimpact
0412haircut → hair spaapprovedadoptedtracked
0411win-back · 60d lapsedapprovedreturnedtracked
0410beard trim → facialskippedn/a·
0409colour refresh · 6wapprovedadoptedtracked
₹330K+recoverable leakage found · 4 months of data
bellance osappend-only revenue ledger · ~2,100 tests
Abhishek sitting on a barrel in a green garden
off the clockbengaluru, before barcelona
knowl / request-path
clients
1M/day
fastapi gateway
EC2+GKE
redis limiter
P95
agent → fallback
+45%
knowla million requests a day2025 – 2026
velocloud / fleet-telemetry
200,000+edge devices · live interface state
vmware · aristakernel-to-dashboard telemetry2021 – 2025
document-podcast.onrender.com
Host Aspeaking
Host Blistening
EnglishDanskstaged scriptrepetition checks
document podcastpapers into two-voice podcastsvisit ↗
notes / qwen3.5-4b on mac mini
no MLX
13.13 tok/s
MLX
27.71 tok/s
~2.1× faster · 4m39s → 1m43s total
field noteslocal AI benchmark