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Announcing Kinference | A new open source project for building scalable inference serving platforms on vLLM

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From the creators of Linkerd

Self-host LLMs for unlimited tokens for developers, apps, and agents

Run coding assistants, apps, and agents on open-weight models you control, with no per-token bills and full control of cost, routing, and data.

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Walmart
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XBOX

22,000

pods on zero-config mTLS across 26+ clusters

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IntelliGRC

4×

MRR growth after FedRAMP authorization

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Imagine Learning

97%

drop in service-mesh-related CVE exposure

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Tradeshift

0

minutes of downtime moving to Amazon EKS

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Cut coding agent token spend by moving from frontier APIs to self-hosted inference

Buoyant AI serves your coding agents from open-weight models on GPUs you control, so inference scales with productivity as cost per token falls.

✓ Developers keep Claude Code, Codex, OpenCode, or whichever harness they already use
✓ Inference tuned for open-weight models like Qwen, DeepSeek, GLM, and Kimi
✓ Usage, cost, and SLO policies per team, deployed with Buoyant AI on your vLLM pods

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I LEAD A PLATFORM TEAM

Modernize your Kubernetes platform without doubling headcount.

  • FIPS audit boundary in 90 days 
  • 40% cross-zone cost cut
  • 97% CVE drop · memory-safe Rust micro-proxy
  • One vendor · 24×7 enterprise support
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I BUILD ON KUBERNETES

Production-grade reliability without the configuration sprawl.

  • Per-request gRPC load balancing | GA since 2018
  • Strict mTLS by default | zero config
  • Success rate / RPS / latency · no instrumentation
  • Automated trust anchor rotation
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Linkerd vs Istio Ambient vs Cilium Service Mesh

Buoyant Enterprise for Linkerd
Istio Ambient
Cilium SM
Per-request gRPC LB
FIPS 140-2 / 140-3 build
Default mTLS posture
Cross-zone reliability (HAZL)
Data plane memory safety
GA on every pod since 2018
Fully validated
Strict between every meshed pod
Reliability preserved
Rust micro-proxy
Waypoint required; ztunnel L4-only
Ambient FIPS not commonly available
PERMISSIVE by default
TAR — reliability tradeoff
C++ Envoy
Beta in v1.19
No FIPS path documented
mTLS rework history
TAR — reliability tradeoff
C++ Envoy
Buoyant Enterprise for Linkerd
Per-request gRPC LB
FIPS 140-2 / 140-3 build
Default mTLS posture
Cross-zone reliability (HAZL)
Data plane memory safety
GA on every pod since 2018
Fully validated
Strict between every meshed pod
Reliability preserved
Rust micro-proxy
Istio Ambient
Per-request gRPC LB
FIPS 140-2 / 140-3 build
Default mTLS posture
Cross-zone reliability (HAZL)
Data plane memory safety
Waypoint required; ztunnel L4-only
Ambient FIPS not commonly available
PERMISSIVE by default
TAR — reliability tradeoff
C++ Envoy
Cilium SM
Per-request gRPC LB
FIPS 140-2 / 140-3 build
Default mTLS posture
Cross-zone reliability (HAZL)
Data plane memory safety
Beta in v1.19
No FIPS path documented
mTLS rework history
TAR — reliability tradeoff
C++ Envoy
Contact us for a deep dive

What is multi-AZ transfer costing you?

HAZL · cost savings
Provider
AWS
$0.02/GB
GCP
$0.01/GB
No. of Kubernetes clusters
Availability zones per cluster
Cross-zone traffic volume

Select a provider to see your savings. Set up your custom configuration.

Estimates based on published AWS/GCP rates. The 60% savings figure reflects observed HAZL deployments. Actual results may vary.

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