METALOPS AGENTIC KERNELS
AI that optimizes AI inference

The fastest open models.
Rewritten to bare metal.

Most cloud providers run stock vLLM or SGLang, leaving 50–70% of GPU compute on the table. MetalOps deploys autonomous performance agents that rewrite kernels, layout memory, and maximize HBM saturation on real silicon.

Drop-in OpenAI & Anthropic compatible API for

Claude Code OpenClaw Cline Roo Code OpenHands Aider
// Benchmark Telemetry

Autonomous Kernel Speedups

Evaluated under 4k context / concurrency = 16
Qwen 3.5 397B Turbo 2.9x Baseline

Autonomous SASS fusion + persistent speculative drafting tree.

Stock SGLang: 180 tok/s
MetalOps Bare Metal: 522 tok/s
DeepSeek V4 Pro 2.4x Baseline

Fine-grained expert routing compiled straight to hardware interconnects.

Stock vLLM: 210 tok/s
MetalOps Bare Metal: 504 tok/s
GLM 5.1 Turbo 2.1x Baseline

Coalesced KV-streaming directly through on-chip register caches.

Stock HuggingFace TGI: 160 tok/s
MetalOps Bare Metal: 336 tok/s
// Autonomous Engineering

AI Agents Optimizing Silicon Run-Times

STEP 01

Workload Profiling

Our optimization agents trace execution pipelines under live agentic prompts to detect GPU stalls, PCIe memory thrashing, and uncoalesced memory reads.

STEP 02

Autonomous Kernel Synthesis

MetalOps rewrites Triton and low-level GPU machine instructions directly, testing thousands of tile dimensions and SRAM layout iterations in parallel.

STEP 03

Direct Silicon Serving

Compiled kernels are deployed instantly across bare-metal GPU clusters without downtime, feeding tokens into your agent loop at hardware wire speed.

Predictable Inference

MetalOps Pass

Stop worrying about runaway token bills while running continuous agent loops. One subscription, one API key, all optimized models.

Starter Pass $10 / week

Designed for solo developers running local coding agents daily.

  • 1,000 requests every 5 hours
  • Access to every Turbo model
  • Drops into Claude Code & Cline
  • Instant speculative decoding
Zero Data Retention
Pro Privacy Pass $25 / week

For engineers working against production and proprietary codebases.

  • 2,500 requests every 5 hours
  • Guaranteed Zero Data Retention (ZDR)
  • Dedicated bare-metal priority lane
  • Enterprise SLA & uptime guarantee