The LLM Revolution
Generative AI is fundamentally reshaping software engineering. From Copilot to Devin, we are moving from writing syntax to orchestrating logic. The future engineer is not just a coder, but a prompt architect and system verifier.
Thoughts on software, AI, systems & the work in between.
Generative AI is fundamentally reshaping software engineering. From Copilot to Devin, we are moving from writing syntax to orchestrating logic. The future engineer is not just a coder, but a prompt architect and system verifier.
Scalability isn't accidental; it's engineered. Exploring the trade-offs between consistency and availability in distributed systems (CAP theorem) and why eventual consistency is often the necessary evil for high-throughput applications.
Memory safety without garbage collection. Rust challenges the C++ hegemony by proving that low-level control doesn't have to come at the cost of segmentation faults. A deep dive into the ownership model and the borrow checker.
Orchestrating a few containers is easy; managing thousands across multi-region clusters is an art. We look at service meshes like Istio, sidecar patterns, and the complexities of persistent storage in ephemeral environments.
Microservices aren't always the answer. For many startups, a well-structured modular monolith outperforms a distributed mess. Reducing network latency and deployment complexity often outweighs the benefits of granular scaling.
In the world of HFT (High-Frequency Trading), nanoseconds matter. Using C++ and FPGA hardware acceleration to bypass OS kernel latency. When the speed of light becomes your primary bottleneck.
Traditional CNNs fail on non-Euclidean data. GNNs bring the power of deep learning to social networks, molecular structures, and recommendation engines. Understanding nodes, edges, and message passing in AI.
Code is read far more often than it is written. Applying SOLID principles and recognizing code smells isn't just academic; it's the only way to prevent technical debt from bankrupting a project.
Moving logic closer to the user. With Cloudflare Workers and Vercel Edge, we are seeing a shift from centralized AWS regions to a distributed global mesh. Latency is the new downtime.
Infrastructure as Code (IaC) is the standard. GitOps takes it further: your Git repository is the single source of truth for your entire cluster state. ArgoCD, Terraform, and the end of manual deployments.
The post-encryption era approaches. How Shor's algorithm threatens RSA encryption and the race for Post-Quantum Cryptography (PQC). It's not just physics; it's the future of digital security.
Bringing near-native performance to the browser. Wasm allows us to run Rust, C++, and Go directly in the client. This enables heavy tasks like video editing, 3D rendering, and complex simulation on the web.
Vertical scaling has a limit. Sharding distributes a single logical database across multiple machines. We explore consistent hashing, partition keys, and the complexity of cross-shard transactions.
Decoupling services with Apache Kafka and RabbitMQ. Moving from synchronous REST calls to asynchronous event streams allows for greater resilience and cleaner service boundaries in microservices.
As models become more capable, the alignment problem becomes critical. How do we ensure AGI aligns with human values? Technical safety research, RLHF, and the challenges of interpretability.