Engineering

Engineering systems, designs, and reference architectures.

Explore AI platforms, backend systems, automation workflows, cloud infrastructure, and product engineering. Each article states whether it is a case study or a reference design.

Reference architecture for a reliable AI agent platform

AI Engineering / Backend

Designing a Reliable AI Agent Platform: A Reference Architecture

A reference architecture for reliable agent workflows using TypeScript, Python, Redis, PostgreSQL, Docker and Kubernetes.

PythonTypeScriptOpenAIPostgreSQLRedis
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Many request paths converging on one refresh gate before reaching an origin database and repopulating a shared cache

Backend Engineering

Cache Stampedes Need Request Coalescing, Not Longer TTLs

A practical reference architecture for request coalescing, stale serving, refresh leases, admission control, versioned cache keys, and failure testing.

RedisTypeScriptPostgreSQLOpenTelemetry
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A controlled request stream passing through admission control and bounded capacity while excess work is rejected before an overloaded service

Platform Engineering

Backpressure and Load Shedding Are One Overload Contract

A practical reference architecture for bounded queues, admission control, backpressure, load shedding, retry discipline, and overload testing.

TypeScriptgRPCPostgreSQLOpenTelemetry
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Two workers competing through a lease coordinator while a protected resource rejects a stale path and accepts a newer fencing token

Distributed Systems

Distributed Locks Need Fencing Tokens, Not Just Expiry

A practical reference architecture for leases, monotonic fencing tokens, stale-owner rejection, renewal, observability, and failure testing.

etcdRedisPostgreSQLTypeScript
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An abstract request path crossing several services while a luminous timing budget narrows at each hop

Platform Engineering

Timeouts Need End-to-End Budgets, Not Per-Hop Guesses

A practical reference architecture for propagating deadlines, cancelling obsolete work, containing retries, and operating latency budgets across service boundaries.

HTTPgRPCOpenTelemetryTypeScript
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A database, outbox ledger, event stream, duplicate-delivery loop, and protected consumer in a monochrome architecture illustration

Backend Engineering

The Transactional Outbox Is Only Half the Reliability Story

A practical reference architecture for transactional outbox reliability: atomic writes, duplicate delivery, idempotent consumers, ordering, retries, and operations.

PostgreSQLKafkaDebeziumTypeScript
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Repeated API requests converging through a durable state gate into one completed operation

Backend Engineering

Idempotency Keys Need a State Machine, Not a Cache

Design retry-safe APIs with durable request identity, atomic state transitions, payload validation, concurrency control, response replay, and explicit recovery.

PostgreSQLTypeScriptHTTP
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A partitioned event stream splitting through a decision gate into success, bounded retry, and quarantined dead-letter paths

Backend Engineering

Kafka Retries Without Losing Control

Design Kafka consumer retries without hidden data loss: classify failures, preserve offsets and context, bound retries, protect ordering, and govern DLQ replay.

KafkaTypeScript
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A load-balancing gate moving traffic from a fading terminating container to a healthy replacement while active connections drain

Platform Engineering

Kubernetes Graceful Shutdown Is a Traffic-Draining Protocol

Design Kubernetes shutdown as a timed protocol across endpoints, load balancers, applications, and rollouts, then test the failure windows that cause dropped requests.

KubernetesTypeScriptYAML
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Old and new application versions sharing parallel database schema paths before the legacy path is removed

Backend Engineering

Zero-Downtime Database Migrations Need Compatibility, Not Just Transactions

Design PostgreSQL schema changes as a compatibility protocol across old code, new code, backfills, constraints, rollback, and cleanup.

PostgreSQLSQL
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A PostgreSQL job queue feeding parallel workers through a claim gate, with an expired lease returning abandoned work to the queue

Backend Engineering

PostgreSQL Job Queues Need Leases, Not Just SKIP LOCKED

Design a reliable PostgreSQL job queue with atomic claims, expiring leases, fencing tokens, bounded retries, observability, and failure-injection tests.

PostgreSQLSQLTypeScript
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Kafka partitions transferring ownership between three consumer nodes through a coordinator

Backend Engineering

Kafka Rebalances Are a Coordination Problem, Not Just a Timeout

A practical design guide to Kafka consumer rebalancing: ownership transfer, static membership, cooperative assignment, poll-loop safety, deployment, observability, and failure testing.

KafkaJavaKubernetesOpenTelemetry
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