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Software Engineering

Notes on systems, teams, and the day-to-day craft of shipping software.
Illustration for Google Analytics 4 Adds AI Assistant Channel Grouping for LLM Attribution
Software Engineering/Sep 10, 2026

Google Analytics 4 Adds AI Assistant Channel Grouping for LLM Attribution

Measure and segment your ga4 ai assistant traffic with native channel groupings. Track referral paths from ChatGPT, Claude, and LLM search engines.

6 min read
Google AnalyticsGoogle
Illustration for Reverse Engineering Undocumented Binary Database Storage Formats
Software Engineering/Sep 7, 2026

Reverse Engineering Undocumented Binary Database Storage Formats

Master byte header parsing and page structure analysis. Learn to reverse engineer database format layouts without docs using custom hex scripts.

5 min read
DatabaseDebugging
Illustration for Client-Side Input Validation Is Not a Security Boundary
Software Engineering/Sep 7, 2026

Client-Side Input Validation Is Not a Security Boundary

Browser checks optimize UX but fail against bypasses. Understand client side validation security flaws and protect backend endpoints with server checks.

5 min read
Best PracticesFrontend
Illustration for Building Local-First Password Management Architecture with Sesame
Software Engineering/Aug 31, 2026

Building Local-First Password Management Architecture with Sesame

Design secure local first password manager. Sesame architecture uses client-side encryption, offline storage, peer sync. Keep credentials private.

5 min read
Local-FirstSesame
Illustration for Reconstructing Vulnerability Exploits Using Public Patch Rumors
Software Engineering/Aug 31, 2026

Reconstructing Vulnerability Exploits Using Public Patch Rumors

Reconstruct exploits from public signals. Use exploit generation vulnerability rumor analysis to secure systems before attacks occur.

6 min read
ExploitsPatch
Illustration for SQLite as a Production Document Store Using Native JSON Functions
Software Engineering/Aug 31, 2026

SQLite as a Production Document Store Using Native JSON Functions

Run lightweight sqlite json document database. Use native JSON functions to query unstructured data fast without MongoDB overhead.

5 min read
SQLiteJson
Illustration for Boot Virtual iOS Instances Using Apple Virtualization Framework CLI
Software Engineering/Aug 31, 2026

Boot Virtual iOS Instances Using Apple Virtualization Framework CLI

Boot virtual iphone virtualization framework instances on Apple silicon. Control iOS environments via CLI. Speed up development.

8 min read
IosCli
Illustration for Building High Performance ETL Pipelines for Multi-Gigabyte XML Files
Software Engineering/Aug 31, 2026

Building High Performance ETL Pipelines for Multi-Gigabyte XML Files

Stream gigabyte-scale Apple Health exports. Implement high performance xml etl to stop memory exhaustion. Optimize node parsing for speed.

6 min read
EtlXml
Illustration for Google Sets Strict Android Memory Limits Amid AI Hardware Shortages
Software Engineering/Aug 28, 2026

Google Sets Strict Android Memory Limits Amid AI Hardware Shortages

DRAM shortages force OS-level RAM constraints. New android app memory limits impact mobile developers. Optimize resource allocation to prevent crashes.

5 min read
AndroidAI Hardware
Illustration for How Bounding Database Reads Silently Broke Primary Application Features
Software Engineering/Aug 28, 2026

How Bounding Database Reads Silently Broke Primary Application Features

Database optimization bug postmortem. Bad query limit broke production analyzer. Silent failure bypassed automated unit tests. Fix query bounds.

9 min read
CursorPostgreSQL
Illustration for Scaling AI Workloads in Modern Infrastructure Engineering
Software Engineering/Aug 28, 2026

Scaling AI Workloads in Modern Infrastructure Engineering

Optimize AI pipelines. Use ai infrastructure engineering patterns to scale workloads, manage GPU clusters, and solve operational bottlenecks.

7 min read
InfrastructureAI Engineering
Illustration for Streamline Parallel Feature Work with Git Worktree
Software Engineering/Aug 28, 2026

Streamline Parallel Feature Work with Git Worktree

Avoid stash conflicts. Leverage git worktree parallel development to manage multiple active branches at once. Eliminate context switching and deploy faster.

7 min read
Git WorktreeVersion Control
Illustration for seL4 Formal Security Proofs Achieved Full Completion on AArch64
Software Engineering/Aug 28, 2026

seL4 Formal Security Proofs Achieved Full Completion on AArch64

Completed sel4 aarch64 security proof guarantees microkernel isolation on ARM. Mathematical verification blocks exploits. Deploy secure code.

6 min read
Sel4Formal Verification
Illustration for Keenable Search API Architecture for Autonomous Agents
Software Engineering/Aug 27, 2026

Keenable Search API Architecture for Autonomous Agents

Scale agent search api architecture for low-latency structured extraction. Compare retrieval trade-offs on a 100B-page index built for AI workflows.

8 min read
KeenableAI Agents
Illustration for Five Verification Checks for AI-Generated SQL Queries Before Production Use
Software Engineering/Aug 22, 2026

Five Verification Checks for AI-Generated SQL Queries Before Production Use

Review AI generated SQL queries before production deployment. Run essential checks on joins, aggregations, and filters to prevent silent database failures.

6 min read
SqlVerification
Illustration for Undefined Behavior Risks in Rust and JavaScript Cross Compilation
Software Engineering/Aug 22, 2026

Undefined Behavior Risks in Rust and JavaScript Cross Compilation

Stop rust undefined behavior cross compiling to JavaScript runtimes. Fix memory safety bugs, secure WASM boundaries, prevent runtime crashes.

5 min read
RustJavaScript
Illustration for Scaling Git Infrastructure for Enterprise Monorepos and Large Codebases
Software Engineering/Aug 22, 2026

Scaling Git Infrastructure for Enterprise Monorepos and Large Codebases

Boost scaling git monorepo performance. Deploy sparse checkouts, virtual file systems, and commit graph tuning to eliminate slow developer workflows.

7 min read
GitMonorepos
Illustration for Rust Async Processing with Zero-Copy Deserialization
Software Engineering/Aug 19, 2026

Rust Async Processing with Zero-Copy Deserialization

Maximize performance in your network applications with rust zero copy async techniques. Learn to parse data streams efficiently without extra memory allocations.

8 min read
RustDeserialization
Illustration for Redis Caching Strategy Guide for High Performance Web Applications
Software Engineering/Aug 18, 2026

Redis Caching Strategy Guide for High Performance Web Applications

Optimize your system architecture with a proven redis caching strategy. Reduce database load, slash latency, and scale your web apps to handle peak traffic.

7 min read
RedisCaching
Illustration for Optimizing PostgreSQL Query Performance on Large Scale Tables
Software Engineering/Aug 18, 2026

Optimizing PostgreSQL Query Performance on Large Scale Tables

Boost database speed with proven postgresql query optimization techniques. Learn how to scale execution, tune indexes, and handle massive datasets efficiently.

6 min read
PostgreSQLDatabase
Illustration for Event-Driven Architecture with Apache Kafka: Principles and Practical Patterns
Software Engineering/Aug 18, 2026

Event-Driven Architecture with Apache Kafka: Principles and Practical Patterns

Master event driven kafka to build highly scalable, real-time systems. Learn essential architectural patterns, message schemas, and data streaming best practices.

6 min read
KafkaEvent Driven
Illustration for Tracking Down Zsh History Data Loss Bugs in Production Workstations
Software Engineering/Aug 16, 2026

Tracking Down Zsh History Data Loss Bugs in Production Workstations

Stop losing terminal logs. Discover how to identify, debug, and fix the zsh history truncation bug affecting developer workstations in production environments.

7 min read
DebuggingDeveloper Tools
Illustration for Understanding Multitenant Database Index Tuning Strategies in PostgreSQL
Software Engineering/Aug 15, 2026

Understanding Multitenant Database Index Tuning Strategies in PostgreSQL

Optimize your SaaS database performance with postgresql multitenant index tuning. Learn how partial indexes and partitioning schemes boost query speeds.

7 min read
PostgreSQLDatabase
Illustration for Architecting Custom WhatsApp Bots: Bypassing Limitations of API Wrappers
Software Engineering/Aug 15, 2026

Architecting Custom WhatsApp Bots: Bypassing Limitations of API Wrappers

Master custom whatsapp bot architecture to bypass restrictive API wrappers. Optimize your system for high-throughput messaging, webhooks, and state management.

9 min read
WhatsAppSoftware Engineering
Illustration for Implementing the Circuit Breaker Pattern for Resilient Microservices
Software Engineering/Aug 13, 2026

Implementing the Circuit Breaker Pattern for Resilient Microservices

How to implement the circuit breaker pattern to prevent cascading failures in distributed systems and microservices architectures.

6 min read
Software EngineeringBest Practices
Illustration for Redis Pub/Sub vs Streams: Choosing the Right Event-Driven Pattern
Software Engineering/Aug 12, 2026

Redis Pub/Sub vs Streams: Choosing the Right Event-Driven Pattern

Redis pub sub vs streams event driven architecture: discover the key trade-offs for optimizing real-time event processing in distributed systems.

5 min read
RedisEvent Driven
Illustration for Nobody Budgets for the Real Cost of an AI Agent
Software Engineering/Aug 11, 2026

Nobody Budgets for the Real Cost of an AI Agent

Understand the complete ai agent cost breakdown infrastructure, covering everything from hardware to API calls, to optimize your AI budget effectively.

7 min read
AI AgentsCost Optimization
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