September’s quiet preview windows at the major cloud providers are shaping up to be one of the clearest signals yet that enterprise AI is moving from model-first experimentation into regulated, operational production—and the changes being previewed are less about raw model accuracy and more...
Cloud providers’ September previews are not incremental checkbox updates; they are a clear signal that enterprises expect AI clouds to be more than high‑performance models — they must be secure, auditable, and operationally mature enough to run production workloads at scale.
Background...
agent assist
ai evaluation
ai governance
ai platforms
auditability
aws bedrock
azure ai
azure machine learning
batch api
batch embeddings
bedrock
cloud ai
cloud ai platforms
cloud previews
compliance
data governance
data isolation
data sovereignty
embeddings
enterprise ai
fine-tuning
gemini
gemini batch api
gen ai sdk
google gemini
governance
gpt oss
gpt-oss
ingestion logs
ingestion visibility
interoperability
knowledge base
knowledge bases
liveness detection
managed endpoints
mixed model estates
mlops
model governance
multi-cloud
network isolation
observability
open models
open-source models
open-weight models
openai compatibility
perimeter security
private endpoints
production ai
productionreadiness
rbac
region availability
reinforcement fine tuning
reinforcement fine-tuning
rft
sdk migration
security
security isolation
vendor maturity
vertex ai
vertex ai sdk
Microsoft has pushed a major real‑time audio milestone into the Azure stack: gpt‑realtime, a speech‑to‑speech (S2S) model optimized for low‑latency, natural‑sounding conversational agents, is now generally available on Azure AI Foundry and accessible through the Real‑time API for developers and...
azure
azure ai foundry
customer support
enterprise voice
expressive voices
function calling
gpt realtime
image and voice
low latency
marin cedar
multimodal input
pricing
productionreadiness
real-time api
s2s
safety governance
speech to speech
voice ai
webrtc
websockets
Microsoft has pushed the first public Release Candidate (RC0) of SQL Server 2025 into preview with two headline changes that matter to every Windows-centric IT team experimenting with Linux-first development: official Ubuntu 24.04 support for dev/test scenarios and TLS 1.3 enabled by default...
ai workloads
backup and restore
cloud-native databases
container testing
containerized development
copilot ssms
database security
dev/test
docker desktop
driver compatibility
encryption
enterprise evaluation
ga certification
in-database ai
json support
linux
linux on sql server
locking
mcr image
monitoring observability
oaep-256
performance optimization
productionreadiness
rag pipelines
rc0
security by default
sql server
sql server 2025
sql server on linux
tds 8.0
tls 1.3
ubuntu 24.04
vector embeddings
wsl2