See It Flow
168 animated engineering modules

Don't just learn how systems work. See them work.

Every concept is an animated, narrated visualisation you can play, pause and interrogate — requests flowing, partitions rebalancing, caches collapsing under load, architectures evolving decision by decision.

For backend engineers, system designers, and interview candidates — 100% free, no sign-in.

visual modules
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systems designed
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AI modules
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engineering domains
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Live · Request lifecycle
RequestLoad BalancerServiceAPIRediscachePostgreSQLprimaryHIT
Hit rate
92%
DB load
15%
p99
24ms
RPS
120
Healthy
Requests are served straight from the Redis cache — fast and cheap.
What is AI?URL ShortenerHTTPCache StampedeML vs DL vs Generative AINotification SystemDNSRetry StormTraining vs InferenceSearch & AutocompleteTCPCascading FailureTokens ExplainedFile Storage & SyncLoad BalancerKafka Consumer LagEmbeddings ExplainedMessaging PlatformAPI GatewayDB Connection Pool ExhaustionRetry & BackoffMulti-Region ArchitectureKubernetesTransformer BasicsPayment SystemCDNRate LimitingPlatform ArchitectureBackpressureArchitecture Evolution & MigrationBulkheadCost & Efficiency
API DesignArchitecture FundamentalsKafkaPostgreSQLRESTArchitecture Decision MakingRedisMongoDBgRPCScalability & CapacityetcdCassandraPaginationReliability & ResilienceRabbitMQElasticsearchIdempotencyDistributed ArchitectureDockerVectors & Similarity SearchDistributed Task SchedulerReverse Proxy (Nginx)Race ConditionCircuit BreakerData ArchitectureAttention MechanismE-commerce PlatformLLM OverviewTicket Booking SystemNext Token PredictionHotel Reservation System
System design

One system, broken into 6 parts.

Most explanations give you a single write-up per system. Every one of our 23 systems is structured into 5 parts — from the architecture to the interview pitch.

23 systems · Uber, WhatsApp, Netflix, Twitter and more

Watch the architecture become what it is.

Start from the simplest thing that works. Hit a real bottleneck. Weigh the options. Evolve — one decision at a time, animated.

ClientServerDB
Start simple
1k users — one server handles everything
Traffic
Production engineering

Want to know how a system works? Break it.

You do not really understand a system until you have watched it fail. Each scenario runs the full arc — the trigger, the amplification, the collapse, and the mitigation that brings it back.

Simulation · Cache stampede

RequestLoad BalancerServiceAPIRediscachePostgreSQLprimaryMISS
Hit rate
92%
DB load
15%
p99
24ms
RPS
120
Technology deep-dives

You already use these. Now look inside them.

Kafka, Redis, RabbitMQ, PostgreSQL, MongoDB, Cassandra and more — each of the 10 technologies broken into 4 parts, from first principles to interview recall.

Live visualization · Kafka

BROKERorders-topicP00P10P20ProducerConsumergroup-1

Producers write, partitions fill, consumer groups rebalance, replication keeps the log durable — watch each mechanism instead of reading about it.

1

Fundamentals

The mental model — what the system is and what problem it exists to solve.

2

Visual Learning

The animated core: watch data move through the system, live.

3

Production

Configuration, capacity, monitoring, and the failure modes you will hit.

4

Insights

The non-obvious behaviour that only shows up under real load.

5

Interview Revision

Dense recall pass — the answers, the numbers, the trade-offs.

Modern AI systems

Don't just learn what AI is. See what happens inside it.

75 modules across 8 tracks — from a single token being predicted, through retrieval pipelines and agent loops, to the infrastructure that serves them in production.

AI Foundations8
Large Language Models (LLMs)9
Retrieval Augmented Generation (RAG)9
AI Agents10
AI Infrastructure13
AI Applications13
Prompt Engineering7
Multimodal AI6

Live visualization · AI pipeline flow

Vector DBembeddingsQuestionuser inputTokenizerBPE encodeLLMtransformerToolsRAG · APIResponsecompletion
Ready
Watching one full inference cycle, end to end.
Questions

Common questions.

168 modules across 8 domains — Core Concepts, networking, databases, backend systems, system design, production engineering, architecture, and AI.

168 interactive engineering modules

Pick one system you thought you understood.

Open it, watch it run, then break it. Pick any system — you're two clicks away from seeing it work.