One API. Durable agentic runs.
Inference, runtime, state, and recovery bundled as one serverless platform. Call one endpoint and get a durable agentic run, not just a completion.
Inference
OpenAI-compatible endpoint. Cache-aware routing across your GPU fleet means every call lands on the GPU that already holds its context.
Runtime
Bring LangGraph, Temporal, or a custom loop. Or use ours. Every call belongs to a durable run that spans steps, tools, and model calls.
State
Every run is replayable. Real cost, real tokens, full timeline. Audit, attribute, or debug with one API call. No log-grep.
Recovery
Crash → resume in under 5 seconds on the same warm GPU. Budgets hard-stop runaway loops at the inference boundary.
One API. Four things, bundled.
Inference engines give you tokens. Agent frameworks give you Python. The Agentic Inference Cloud gives you a durable agentic run, inference, runtime, state, and recovery in one call.
A serverless cloud you call, not a layer you assemble. Parallel to inference APIs and agent frameworks, not sandwiched between them.
One API. Inference + Runtime + State + Recovery.
Four capabilities that every team building production AI currently assembles from four separate services. Call the Agentic Inference Cloud once and get all four, bundled.
Inference
OpenAI-compatible endpoint with cache-aware routing. Every call lands on the GPU that already holds its context. Warm KV cache, not cold prefill.
Runtime
Bring LangGraph, Temporal, or a custom loop, or use ours. Either way, every call belongs to a durable run that spans steps, tools, and model calls.
State
Every run is replayable. Real per-run cost, real token counts, full execution timeline. Audit, attribute, or debug with one API call. No log-grep.
Recovery
Crash, restart, resume in under 5 seconds on the same GPU. Hard budget caps per run, project, or tenant, so runaway loops hit 429 at the inference boundary.
Hit cache. Save money.
Run the same 40-step agent task against a warm KV cache. Watch the dollars add up.
Four shapes of traffic. One cloud.
Every workload calls the same Agentic Inference Cloud. What changes is which pieces of the bundle you lean on. Each page below shows the setup, the defaults, and what's shipping today vs. on the roadmap.
Use your runtime. Or use ours.
Either way, you're calling the same Agentic Inference Cloud.
Bring LangGraph, Temporal, a custom loop, or anything that speaks OpenAI. Or use the KovaServe runtime for coding, terminal, and tool-heavy agents. Same API, same bundle: inference + runtime + state + recovery.
- Every model call becomes a durable agentic run
- Cache-aware routing: warm GPU every step, no cold prefill
- Checkpoint-aware resume: crash at step 47, resume at step 47
- Budget-enforced halts: hard caps per run, project, or tenant
- One-line base_url swap on an OpenAI-compatible wire format
LangGraph
LlamaIndex
OpenAI SDK
CrewAI
Google ADK
Prefect
DagsterPOST /v1/chat/completions.Stop patching around the problems. Ship the primitives.
Without KovaServe
- Agent crashes → user loses 25 minutes
- "What did the agent do?" → grep CloudWatch
- Runaway loop → $500 surprise on the bill
- Every step hits a cold GPU
- Cost per task = your best guess
- "Pause this" = wishful thinking
With KovaServe
- Agent crashes → resume in under 5 seconds
- "What did the agent do?" → one API call
- Runaway loop → hard-stopped at your cap
- Every step lands on the warm GPU
- Cost per task = a measured number
- "Pause this" = actually pauses
Three steps. Most teams ship within the hour.
Sign up
Create a free account. Credit card, no sales call.
Change your base URL
One-line swap in any OpenAI-compatible client. You're now calling the Agentic Inference Cloud.
base_url = "https://api.kovaserve.ai/v1"Ship
Every call is now a durable run. Inference, runtime, state, and recovery, bundled. Cache savings and cost attribution come automatically.
Built on real infrastructure.
Every number on this site traces to a real evaluation against the real deployed system. No synthetic benchmarks.
Stop assembling inference, runtime, state, and recovery yourself.
Call the Agentic Inference Cloud instead.
Design partner program open. 5 slots this quarter.