Every enterprise system we've built has passed compliance audits on first submission — HIPAA, FCA, SOC 2. Average uptime across all production systems: 99.97%.
Exactly Who Does What
We believe in full transparency about how your software gets built.
Real Code. Real Transparency.
Here's an actual snippet from a project like yours — with comments showing what AI wrote vs. what our engineers added.
Human-designed: Event-driven microservice architecture (Kafka + Python)
# Architecture designed by senior engineer.
# AI scaffolded the boilerplate. Engineers built the business logic and error handling.
from confluent_kafka import Consumer, Producer, KafkaException
from dataclasses import dataclass
from typing import Callable
import logging, json
@dataclass
class EventHandler:
topic: str
handler: Callable
dead_letter_topic: str
class MicroserviceEventBus:
"""
Human decision: Exactly-once semantics via idempotency keys.
Dead-letter queue for failed events. Circuit breaker pattern.
"""
def __init__(self, config: dict):
self.consumer = Consumer(config["consumer"])
self.producer = Producer(config["producer"])
self.handlers: dict[str, EventHandler] = {}
self.processed_ids: set = set() # idempotency
def register(self, topic: str, handler: Callable, dlq_topic: str):
self.handlers[topic] = EventHandler(topic, handler, dlq_topic)
self.consumer.subscribe([topic])
def process(self):
msg = self.consumer.poll(timeout=1.0)
if msg is None or msg.error():
return
event = json.loads(msg.value())
event_id = event.get("id")
if event_id in self.processed_ids:
logging.info(f"Duplicate event {event_id}, skipping")
return
try:
handler = self.handlers[msg.topic()]
handler.handler(event)
self.processed_ids.add(event_id)
self.consumer.commit()
except Exception as e:
logging.error(f"Event processing failed: {e}")
self._send_to_dlq(msg, handler.dead_letter_topic, str(e))How We Work Together
Architecture & Compliance Design
HumanWeeks 1–2Senior architects design the system. Compliance requirements mapped. Service boundaries, data flows, and security model finalized.
Core Infrastructure Build
AI + HumanWeeks 2–6AI scaffolds microservice boilerplate, k8s configs, and standard integrations. Engineers build the core business logic, data pipelines, and complex integrations.
Integration & Compliance
HumanWeeks 6–12All third-party integrations built. Compliance features: audit trails, encryption, access controls, RBAC. Penetration testing.
Staging, UAT & Launch
HumanWeeks 12–16Full staging environment. User acceptance testing. Performance tuning. Production deployment with zero-downtime migration.
What's Included
Microservices Architecture
Independent deployable services, event-driven communication, clear service boundaries. Built to scale horizontally.
Compliance Ready
HIPAA, SOC 2, FCA, GDPR — we architect compliance in from day one, not as an audit-time scramble.
Enterprise Integrations
Salesforce, SAP, legacy systems, custom APIs. We've integrated everything. No integration is too complex.
99.99% Uptime SLA
Load-balanced, auto-scaling, multi-AZ deployment. Monitoring, alerting, and on-call runbooks included.
Frequently Asked
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