More data ≠ more insight.
Good observability means knowing:
→ What to collect
→ What it should tell you
→ Where to store it
→ How long to keep it
The goal isn’t maximum telemetry. It’s useful telemetry.

More data ≠ more insight.
Good observability means knowing:
→ What to collect
→ What it should tell you
→ Where to store it
→ How long to keep it
The goal isn’t maximum telemetry. It’s useful telemetry.
A new arXiv paper proposes MERID, a framework that builds multimodal depression pipelines through experience-based recursive self-improvement, aiming to autonomously revise designs based on experimental results.…
#AI #MentalHealth #MultimodalAI #DataInfrastructure
https://arxiv.org/abs/2609.36235
CLEAR-Med is a dual-agent framework that separates SQL generation from cross-provider validation for natural-language queries over structured clinical data. It was evaluated on a 25-query benchmark using a 21-site neonatal…
#AI #ClinicalAI #DataInfrastructure
https://arxiv.org/abs/2609.34039
San Jose, thanks for a great day!
Percona joined @RedHat Summit: Connect to talk open source databases, lock-in and control of your data stack.
A few highlights from the day 👇
#RedHatSummit #OpenSource #Databases #DataInfrastructure #SanJose #TechEvents #Community
A new segment-level agentic topic modeling approach for LLMs aims to improve data exploration while reducing resource consumption in large-scale text analysis. The method addresses limitations of current LLM-based topic…
#AI #TopicModeling #DataInfrastructure #NLP
https://arxiv.org/abs/2609.31460
24G SAS-4 vs. NVMe in High-Density Expansion Storage JBOD Enclosures #SAS4 #NVMe #JBOD #JBOF #StorageArchitecture #EnterpriseStorage #DataCenter #HighDensityStorage #HardDrives #SSD #EDSFF #PCIeGen5 #Broadcom #DataInfrastructure #TechComparison #univold
Recent labor data shows no significant, widespread displacement or reduction in hiring for new graduates due to AI, contradicting…
#AI #TechNews #LaborMarket #DataInfrastructure
https://arstechnica.com/ai/2026/09/ai-was-supposed-to-hit-new-grads-hard-so-far-unemployment-data-says-otherwise/
Will Fromme joins @RedHat Summit: Connect at two October stops. ✈️
📍 Scottsdale — Oct. 6: https://red.ht/4AmlNr4
📍 Toronto — Oct. 8: https://red.ht/4gWvy7K
Come talk open source databases.
#RedHatSummit #OpenSource #Databases #DataInfrastructure #TechEvents #Community
univold.com/hardware-rai...
Hardware RAID vs. Erasure Coding in Scale-Out Enterprise Storage Systems #DataStorage #StorageArchitecture #EnterpriseStorage #ScaleOutStorage #ObjectStorage #CloudStorage #DataInfrastructure
NetApp Insight 2026 pivots left to intelligent data infrastructure to curb rising AI compute costs. Addressing data management at the source cuts heavy GPU OpEx, ensuring financial sustainability for enterprise AI scaling.
#NetApp #DataInfrastructure
A data lake ≠ trusted data.
It centralizes storage, but not data quality or governance.
Without validation, metadata, lineage, and ownership, you can end up with a larger place to store unreliable data.
Storage is only the foundation.
San Jose, we're almost there!
Percona is heading to @RedHat Summit: Connect to talk open source databases and control of the data stack.
See you soon: https://red.ht/4houY2A
#RedHatSummit #OpenSource #Databases #DataInfrastructure #SanJose #TechEvents
Moving AI pilots to production requires a hardened backend.
CYBERTEC PGEE delivers the security, compatibility, and performance needed for scalable AI data pipelines.
One mistake with a fiber optic line can cost a fortune. The right protection is non-negotiable.
This post covers everything you need to know about comms conduit.
Read Expert Guide:
#CommunicationConduit #CommsConduit #DataInfrastructure #LowVoltageCondit #Telecom #Ledes
Mecka AI is closing in on a $500M valuation leading the robot training data race. #RobotData #MeckaAI #Sequoia #Robotics #AI #Funding #MotionData #DataInfrastructure https://thedailytechfeed.com/mecka-ai-poised-for-500m-valuation-in-sequoia-led-round/
The best AI applications require a rock-solid data foundation.
CYBERTEC PGEE brings a hardened, enterprise-grade PostgreSQL environment designed to handle demanding AI workloads cleanly.
#PostgreSQL #PGEE #EnterpriseIT #DataInfrastructure #CYBERTEC
AI is only as strong as the data infrastructure behind it.
Build for:
→ Unified data
→ Scale
→ Data quality
→ Governance
→ AI + real-time workloads
Build the foundation before you scale the intelligence.
Federal Govt Unveils Framework for Domestic Data Centres
propicstv.substack.com/p/federal-go... #AI #Datacenter #Datacentre #AITech #data #capoli #datainfrastructure
Replication lag threatens read consistency. 📡
Measure WAL byte lag and standby replay delay across nodes to build truly reliable read-scaling infrastructure.