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Software Engineering

Notes on systems, teams, and the day-to-day craft of shipping software.
Illustration for Designing Distributed Rate Limiters for Multi-Tenant SaaS
Software Engineering/Aug 10, 2026

Designing Distributed Rate Limiters for Multi-Tenant SaaS

Implement a redis sliding window rate limiter distributed multi tenant race conditions fix to protect your SaaS APIs from traffic spikes and abuse.

6 min read
RedisDistributed Systems
Illustration for How SIMD and Operator Fusion Drive Postgres to Warp Speed
Software Engineering/Aug 8, 2026

How SIMD and Operator Fusion Drive Postgres to Warp Speed

Discover how making postgres faster: analytics, simd, operator fusion, batch execution can accelerate query speeds by 300x for database engines.

6 min read
PostgresqlSimd
Illustration for Inside vLLM: The Architecture Decisions of High-Throughput LLM Inference
Software Engineering/Aug 7, 2026

Inside vLLM: The Architecture Decisions of High-Throughput LLM Inference

Learn the inner workings of vLLM and how its PagedAttention, continuous batching, and KV cache management systems enable high-throughput LLM serving.

6 min read
VllmAI Inference
Illustration for 8 Myths About Software Engineering and GenAI That Won't Die
Software Engineering/Aug 5, 2026

8 Myths About Software Engineering and GenAI That Won't Die

ACM Queue published a systematic breakdown of persistent myths about how generative AI changes software engineering. We unpack each one and what the evidence actually says.

6 min read
GenaiSoftware Engineering
Illustration for Massively Parallel Postgres Backups: How to Stop Dreading Your Backup Window
Software Engineering/Aug 4, 2026

Massively Parallel Postgres Backups: How to Stop Dreading Your Backup Window

PlanetScale just published their approach to parallelizing Postgres backups. Here's what that pattern looks like and how teams with large databases can apply it.

6 min read
Software EngineeringPostgres
Illustration for Developers Don't Pick the Best Tool, They Pick the One They Trust
Software Engineering/Aug 3, 2026

Developers Don't Pick the Best Tool, They Pick the One They Trust

Stack Overflow's latest research shows developers choose tools based on trust, not features. Why your team still uses PostgreSQL over the shiny new database, and what that means for how you evaluate technology.

6 min read
Developer ToolsTeam Culture
Illustration for Building Fault-Tolerant Background Job Queues Natively in Postgres
Software Engineering/Aug 1, 2026

Building Fault-Tolerant Background Job Queues Natively in Postgres

How to implement transactional, robust background job queues in PostgreSQL using SELECT FOR UPDATE SKIP LOCKED without adding external cache dependencies.

6 min read
Software EngineeringBest Practices
Illustration for Designing API Idempotency Keys for Distributed Payments
Software Engineering/Jul 31, 2026

Designing API Idempotency Keys for Distributed Payments

A guide to implementing safe API idempotency keys in distributed system endpoints using transactional locks, storage expiry, and unique request identifiers.

7 min read
Software EngineeringBest Practices
Illustration for PyPI Closes the Windows of Exposure: Inside the 14-Day Release File Rejection Rule
Software Engineering/Jul 30, 2026

PyPI Closes the Windows of Exposure: Inside the 14-Day Release File Rejection Rule

An analysis of the Python Package Index's new security policy rejecting new file uploads to existing releases after 14 days, its impact on supply chain security, and developer deployment pipelines.

6 min read
SecuritySoftware Engineering
Illustration for Opaque, Interoperable Passkey Records: Standardizing Credential Exports Across Platforms
Software Engineering/Jul 21, 2026

Opaque, Interoperable Passkey Records: Standardizing Credential Exports Across Platforms

How the new passkey export specification and Go implementation enable secure credential transfer between password managers without exposing raw private keys.

3 min read
SecurityPasskeys
Illustration for Engineering for the Agentic Era: Infrastructure, Identity, and Operational Control
Software Engineering/Jul 20, 2026

Engineering for the Agentic Era: Infrastructure, Identity, and Operational Control

As AI agents gain execution autonomy in production, software engineering focus is shifting from code generation to security boundaries, identity stacks, and observability.

3 min read
ArchitectureSecurity
Illustration for Understanding Database Locks: Row, Page, and Table Level Mechanics
Software Engineering/Jul 20, 2026

Understanding Database Locks: Row, Page, and Table Level Mechanics

A practical breakdown of database locking mechanisms, isolation levels, and lock escalation to prevent deadlocks and performance degradation in production.

5 min read
DatabaseBackend
Illustration for GLM 5.2 and the Coming AI Margin Collapse: What Open-Weights Models Mean for API Providers
Software Engineering/Jul 15, 2026

GLM 5.2 and the Coming AI Margin Collapse: What Open-Weights Models Mean for API Providers

A Chinese open-weights model just matched GPT and Opus performance. Here's why that changes the economics of AI inference for every developer.

3 min read
AISoftware Engineering
Illustration for The Developer's Trap: Why Git Signed Commits Don't Guarantee Codebase Security
Software Engineering/Jul 15, 2026

The Developer's Trap: Why Git Signed Commits Don't Guarantee Codebase Security

Mandating Git commit signing is a trending compliance requirement. But relying on the green badge creates a false sense of security that leaves repositories vulnerable.

5 min read
GitSecurity
Illustration for Postgres Transactions Are a Hidden Superpower for Distributed Systems
Software Engineering/Jul 3, 2026

Postgres Transactions Are a Hidden Superpower for Distributed Systems

Before reaching for Kafka, Redis, or a dedicated message queue, consider what Postgres can already do. The database most teams already use has surprisingly powerful coordination primitives built in.

3 min read
PostgresDatabase
Illustration for Error Budgets for Small Engineering Teams: When to Slow Down and When to Ship
Software Engineering/Jul 3, 2026

Error Budgets for Small Engineering Teams: When to Slow Down and When to Ship

Error budgets sound like an SRE concept for big companies. Turns out they're useful for any team that ships software and wants to make deliberate decisions about reliability vs velocity.

4 min read
Software EngineeringReliability
Illustration for Blameless Postmortems That Actually Improve Your Engineering Team
Software Engineering/Jun 30, 2026

Blameless Postmortems That Actually Improve Your Engineering Team

Most postmortems turn into root-cause essays that name a person and a button. Here's how to write incident reviews that change how your team ships software.

6 min read
Software EngineeringIncidents
Illustration for GitHub's Advisory Database Hit 1,560 CVEs in May. Here's Why That Matters.
Software Engineering/Jun 30, 2026

GitHub's Advisory Database Hit 1,560 CVEs in May. Here's Why That Matters.

GitHub's Advisory Database processed 5x its normal volume in May. Private vulnerability reports jumped from 550 to 3,000 per week. Here's the impact and how teams should respond.

3 min read
Software EngineeringSecurity
Illustration for Incident Review Template for Small Engineering Teams
Software Engineering/Jun 30, 2026

Incident Review Template for Small Engineering Teams

A practical incident review template for small teams: timeline, impact, root causes, action items, meeting agenda, and follow-up habits that actually stick.

7 min read
IncidentsSRE
Illustration for Feature Flag Best Practices for Small Teams Shipping Continuously
Software Engineering/Jun 30, 2026

Feature Flag Best Practices for Small Teams Shipping Continuously

Feature flag best practices for small teams that want safer releases, cleaner rollouts, and fewer stale flags sitting in production code.

6 min read
Feature FlagsReleases
Illustration for GitHub Actions Parallel Steps: What CI Teams Should Check First
Software Engineering/Jun 29, 2026

GitHub Actions Parallel Steps: What CI Teams Should Check First

GitHub Actions parallel steps can cut CI waiting time, but only if teams clean up shared state, logs, caches, and test ownership first.

4 min read
GitHub ActionsCI
Illustration for Code Review Checklist for Small Teams That Actually Prevents Bugs
Software Engineering/Jun 28, 2026

Code Review Checklist for Small Teams That Actually Prevents Bugs

A practical code review checklist for small teams, focused on risk, readability, tests, and keeping reviews fast without turning them into theatre.

3 min read
Code ReviewSoftware Engineering
Illustration for Architecture Decision Records for Small Teams That Keep Repeating Debates
Software Engineering/Jun 28, 2026

Architecture Decision Records for Small Teams That Keep Repeating Debates

Architecture decision records explained for small software teams, including what to write, when to create one, and how ADRs stop old debates from coming back.

2 min read
ArchitectureADR
Illustration for The Definitive Guide to Test-Driven Development for Modern TypeScript Projects
Software Engineering/Jun 28, 2026

The Definitive Guide to Test-Driven Development for Modern TypeScript Projects

Master Test-Driven Development (TDD) in TypeScript. Learn the Red-Green-Refactor cycle, practical patterns, and build robust, maintainable code with confidence.

5 min read
TDDTypeScript
Illustration for Mastering Testing in Modern TypeScript: A Comprehensive Guide for Developers
Software Engineering/Jun 20, 2026

Mastering Testing in Modern TypeScript: A Comprehensive Guide for Developers

Learn essential testing strategies, tools, and patterns for TypeScript applications, including unit, integration, and end-to-end testing with practical examples.

5 min read
TypeScriptTesting