Infrastructure that reasons,
acts, and self-corrects.
Four deeply integrated service pillars — each powered by the same Reflexion engine — deployed inside your VPC with zero data exfiltration.
Start with the Reflexion EngineThe Reflexion Engine
Actor/Critic loops that resolve incidents before your on-call wakes up.
- Continuous observe → hypothesise → critique → act loop
- 63% auto-remediation rate on known incident patterns
- Human-in-the-loop gate for blast-radius > 3 nodes
- Sub-1K token actions via Dual-Brain isolation
- AlloyDB pgvector knowledge base — sub-100ms retrieval
✓ Observer: p99 latency spike on api-gateway → 2.4s
⟳ Hypothesis: OOM on inference-worker-7f9b (confidence 91%)
⟳ Critic: SLO baseline within 95% — blast radius: 1 pod
✓ Action: kubectl patch deployment inference-worker --mem=4Gi
✓ Resolved: MTTR 4 min 12 sec — p99 → 180ms
MLOps / AIOps Platform Build
Go from prototype to production-grade inference in weeks, not quarters.
- Vertex AI pipeline design, training, and serving automation
- RAG architecture with AlloyDB pgvector + RLS multi-tenancy
- Serverless Cloud Run inference with GPU concurrency modeling
- Per-model cost attribution with Stripe metered billing integration
- SOC 2 / GDPR / HIPAA compliance by design
Cloud FinOps & Cost Engineering
Stop the $847K/yr GPU waste before it compounds.
- Per-model token cost attribution across multi-cloud workloads
- Mathematical VM rightsizing — only execute if projected SLO ≥ 95%
- Intelligent context caching to cut LLM API spend 40–60%
- Spend caps and Stripe metered billing guardrails
- FinOps dashboard: waste vs. revenue-generating compute
Estimates based on anonymised GCP workload patterns. Actual results vary.
Sovereign AI & Security
Enterprise GenAI that passes FinReg audits in 48 hours.
- Fully VPC-native: no data leaves your perimeter
- GCP Identity Platform per-customer isolation
- VPC Service Controls for AI processing isolation
- Row-Level Security (RLS) per tenant_id across all data stores
- Audit trails and compliance reporting for SOC 2, GDPR, HIPAA
Not sure where to start?
Book a 30-minute call with the founders. We'll map your biggest infrastructure pain to the right service pillar — no sales deck, just engineering.
Book a Demo