Knerv AI is the consulting and platform practice that builds living decision networks — sensing, reasoning, and reacting in real time across your entire operation.
We don't bolt models onto your stack. We map the signal paths in your business, then grow a network that fires where it matters — and stays silent where it doesn't.
Ingest streams, logs, sensors and documents into one continuous signal layer. Every input is normalized, scored for salience, and routed to the right node.
Ingestion · StreamingMulti-agent deliberation with explicit confidence, dissent and consensus. The network argues with itself before it acts — so you don't have to.
Agents · DeliberationClosed-loop actions across your tools: tickets, trades, dispatches, rollbacks. Every actuation is logged, reversible and policy-gated.
Actuation · SafetyFrequently-fired paths get wrapped and fast. Knerv compiles hot decision routes into sub-millisecond reflexes without retraining the whole network.
Optimization · EdgeFine-grained permissions on every signal, node and action. Full audit lineage from raw input to executed decision — regulator-ready by default.
Security · AuditThe network rewires itself from outcomes. Drift is detected, weights are rebalanced, and new reflexes grow — with a human approval gate on every change.
Adaptation · MLOpsKnerv ships as a typed SDK and REST surface. Define your signal paths in code, deploy to the mesh, and watch decisions fire — with full traceability on every spike.
# Build a live dispatch reflex in four lines from knerv import Network, Signal, Reflex net = Network("freight-dispatch", region="eu-west-1") # Sensory input: live GPS + weather streams net.sense(Signal.stream("gps/fleet"), Signal.stream("wx/radar")) # Cortical core: deliberate over 3 agents, require consensus ≥ 0.8 net.reason(agents=3, consensus=0.8, budget_ms=25) # Motor output: reroute the affected loads, log everything net.act("dispatch.reroute", reversible=True, audit="full") net.deploy() # → live in 41s · p50 latency: 12ms
Our consulting team maps your critical signal paths, designs the network, and stands beside you through go-live. Median time from first workshop to live reflex: six weeks.