Zero dropped inference calls.
Even when upstream APIs collapse.
OpsGimbal acts as a low-latency proxy between your application and frontier AI models. When upstream
providers experience 429 rate-limits,
504 gateway timeouts, or latency spikes,
OpsGimbal automatically trips the circuit and shunts requests to your containerized local GPU
pipelines without terminating the client socket.
gimbal.yaml
# ── route config ──
gateway:
listen: ":8080"
circuit_breaker:
threshold: 5
timeout_ms: 800
half_open_after: 30s
routes:
- id: llm-inference
primary:
provider: anthropic
model: claude-3-5-sonnet
fallback:
provider: ollama-local
model: llama3:8b-q6_K
socket: unix:///run/ollama.sock
live request log
12:41:02.114 ▸ upstream:claude-3-5 latency=142ms OK
12:41:02.307 ▸ upstream:claude-3-5 latency=189ms OK
12:41:02.518 ▸ upstream:claude-3-5 latency=211ms OK
12:41:02.881 ▸ upstream:claude-3-5 latency=562ms SLOW
12:41:03.210 ▸ upstream:claude-3-5 latency=912ms TIMEOUT
12:41:03.212 ⚡ circuit TRIPPED → shunting to fallback
12:41:03.218 ▸ local:ollama-rtx latency=6ms OK
12:41:03.224 ▸ local:ollama-rtx latency=4ms OK
12:41:03.230 ▸ local:ollama-rtx latency=5ms OK
Zero overhead proxying.
< 4.2ms
Gateway Proxy Overhead
(p50, 10k req/s)
100.0%
Ingest Availability
During Provider 5xx
Sub-ms
Circuit Tripping Speed
(Hard timeout fallback)
100x
Faster Failover vs.
Standard Retries
Engineering-grade routing.
Everything that ships in the v0.9.4 beta. No roadmap promises — these are built, tested, and running in staging.
Autonomous Circuit Breaker
Configurable failure thresholds, exponential backoff, and half-open state testing. Prevents cascading connection exhaustion when upstream rate limits are reached.
Local GPU Fallback Shunting
Native integration with local Ollama, vLLM, and Triton Inference Server. Connect via TCP or Unix sockets on WSL2/bare-metal Linux clusters when cloud providers degrade.
Semantic Cache & Routing
Embedded Redis/SQLite token cache for deterministic queries. Speculatively queries secondary models when primary latency exceeds custom SLO thresholds.
Observe and destroy.
Validate resilience by actively breaking your infrastructure in staging environments.
Chaos Injection Matrix
Safely inject synthetic failure modes into staging: HTTP 429 throttling, artificial packet jitter (100ms–2500ms), truncated JSON streams, and silent socket closures to validate downstream resilience.
Telemetry & SLO Tracing
Native /metrics scrape target exporting request counters, failover ratios,
token consumption diffs, and latency percentiles directly to Prometheus and Datadog.
Infrastructure Fault Testing
Built-in chaos modules to simulate database locks, storage replication lag, and webhook delivery timeouts to ensure full-stack self-healing workflows work before deployment.
Drop-in replacement for OpenAI SDKs.
Just change the base URL. No need to rewrite your application logic to support multi-model failover.
from openai import OpenAI
# Point the SDK to your local OpsGimbal proxy
client = OpenAI(
base_url="http://localhost:8080/v1",
api_key="og-dev-token"
)
response = client.chat.completions.create(
model="llm-inference", # Matches your gimbal.yaml route ID
messages=[{"role": "user", "content": "Write a haiku about resilience."}]
)
print(response.choices[0].message.content)
Request flow topology.
Every inference request passes through the gateway. The circuit breaker evaluates health on each hop.
User Application
Python / Node.js
OpsGimbal Core
v0.9.4Anthropic Claude
Claude 3.5 Sonnet (Production Core)
Local Standby
Ollama / vLLM
Built by Site Reliability Engineers.
OpsGimbal was founded to solve real-world socket exhaustion and failover chaos in enterprise production systems.
Muhammad Ali Ahmed
Founder & Systems ArchitectDevOps & Site Reliability Engineer
Specialized in multi-cloud container orchestration, high-availability reverse proxies, and infrastructure fault injection. Building OpsGimbal to ensure enterprise AI inference pipelines never suffer unhandled outages.
Request an API token.
We're onboarding infrastructure teams in staged rollouts. Submit your environment details; we'll provision a scoped API key and staging endpoint within 72 hours.
$ curl -H "Authorization: Bearer gimbal_sk_..." \
https://api.opsgimbal.tech/v1/health
{"status":"healthy","version":"0.9.4"}