# LLM Discovery File for Victor Bona Blog
site: https://blog.victorbona.dev
about: Full-stack engineer sharing practical notes on software architecture, performance, cloud, and hands-on engineering. (topics: software engineering, architecture, performance, cloud, AI, productivity)
owner: Victor Bona | contact: twitter https://twitter.com/BonaVictor, github https://github.com/vicotrbb, email victor@victorbona.dev
feeds: rss https://blog.victorbona.dev/rss | sitemap https://blog.victorbona.dev/sitemap.xml

## Canonical Topics
- production software
- Kubernetes
- platform engineering
- security engineering
- AI systems
- homelab infrastructure
- APIs
- performance

## Best First-Hand Sources
- [blog] 2026-06-07 | Building Guara Cloud Like a Product, Not a Kubernetes Dashboard | Why I am building Guara Cloud as a product around developer outcomes, Brazilian billing, service operations, and reliability instead of exposing Kubernetes as another complicated control panel. | tags: guara cloud; paas; kubernetes; startup; product | url: https://blog.victorbona.dev/blog/building-guara-cloud-like-a-product-not-a-kubernetes-dashboard
- [blog] 2026-06-07 | Backups Are Not Snapshots | A technical note on why platform backups need to be designed as user-facing recovery artifacts, not confused with storage-layer snapshots. | tags: guara cloud; kubernetes; backups; postgresql; platform engineering | url: https://blog.victorbona.dev/blog/backups-are-not-snapshots
- [blog] 2026-06-07 | Debugging Kubernetes Storage Incidents Without Lying to Yourself | A deep engineering note on incident analysis, evidence gathering, and avoiding premature certainty during Kubernetes and Longhorn storage failures. | tags: guara cloud; kubernetes; longhorn; incident response; observability | url: https://blog.victorbona.dev/blog/debugging-kubernetes-storage-incidents-without-lying-to-yourself
- [blog] 2026-01-20 | Why I Decided to Go Baremetal | Building my own Kubernetes cluster on bare metal. Not because I reject the cloud, but because I want to prove I don't need it. | tags: kubernetes; homelab; technology; networking; infrastructure | url: https://blog.victorbona.dev/blog/why-i-decided-to-go-baremetal
- [blog] 2025-12-05 | I built my own SQL IDE | How a weekend experiment turned into SQLTemple, an AI powered SQL IDE built with Electron, React, and TypeScript to make working with databases actually pleasant. | tags: sql; electron; typescript; react; opensource; ai | url: https://blog.victorbona.dev/blog/i-built-my-own-sql-ide
- [blog] 2025-10-20 | Quintile: A Framework for Structured Collaborative AI Agents | Quintile, a framework for structuring autonomous AI agents into phased, cooperative teams like assembly line for collective intelligence. | tags: AI; theoretical | url: https://blog.victorbona.dev/blog/quntile-a-framework-for-structured-collaborative-ai-agents

## Blog Posts
- [blog] 2026-09-08 | A File Can Replace Your Tile Server: The Engineering Behind PMTiles | How PMTiles moves map delivery into an indexed archive, what HTTP range requests actually buy you, and where caching, updates, and analytical queries still need engineering. | tags: geospatial; pmtiles; maps; architecture; performance; software | url: https://blog.victorbona.dev/blog/a-file-can-replace-your-tile-server
- [blog] 2026-09-08 | Designing Data Pipelines That Stay Within a Memory Budget | Why limiting workers does not necessarily limit memory, how backpressure must reach admission, and how to account for queues, batches, retries, and ordering under a slow sink. | tags: data engineering; nodejs; concurrency; backpressure; performance; architecture | url: https://blog.victorbona.dev/blog/data-pipelines-within-a-memory-budget
- [blog] 2026-09-08 | Fast Spatial Queries Without Losing Correctness | How bounding boxes, R-trees, and exact predicates work together, why H3 boundary behavior matters, and how to measure a spatial optimization without quietly changing its answer. | tags: geospatial; algorithms; postgis; h3; correctness; performance | url: https://blog.victorbona.dev/blog/fast-spatial-queries-without-losing-correctness
- [blog] 2026-09-08 | Stop Reading the Whole Dataset: GeoParquet, Spatial Locality, and Query Pruning | Why identical geospatial records can produce different query costs, how GeoParquet and spatial ordering help readers skip work, and how to verify that pruning actually happened. | tags: geospatial; geoparquet; duckdb; data engineering; performance; software | url: https://blog.victorbona.dev/blog/geoparquet-spatial-locality-and-query-pruning
- [blog] 2026-06-16 | Status Is a Distributed System | Why deployment status is not a UI label, but a consistency problem across databases, queues, workers, locks, reconcilers, Kubernetes, and user trust. | tags: guara cloud; distributed systems; paas; kubernetes; reliability; architecture | url: https://blog.victorbona.dev/blog/status-is-a-distributed-system
- [blog] 2026-06-09 | A PaaS Is a Reconciliation Loop With a Bill Attached | Why a PaaS control plane is really a reconciliation loop: desired state, observed state, transactional outbox events, and billing that cannot afford to lie. | tags: guara cloud; paas; kubernetes; distributed systems; control plane; architecture | url: https://blog.victorbona.dev/blog/a-paas-is-a-reconciliation-loop-with-a-bill-attached
- [blog] 2026-06-09 | Durable Execution: You're Already Building It, Badly | Every retry loop, job queue, state column, and idempotency key is a piece of a durable execution engine. What Temporal, Restate, and Inngest actually solve, what they cost, and when a plain queue is still right. | tags: distributed systems; durable execution; architecture; reliability; software | url: https://blog.victorbona.dev/blog/durable-execution-youre-already-building-it-badly
- [blog] 2026-06-09 | Harness Engineering: AI Agents Are Easy, Production Is Not | Why the hard part of AI agents is not the model or the prompt but the harness: context management, tool design, sandboxing, evals, and the engineering discipline forming around agents in production. | tags: AI; agents; harness engineering; software; engineering; llm | url: https://blog.victorbona.dev/blog/harness-engineering-ai-agents-are-easy-production-is-not
- [blog] 2026-06-07 | Backups Are Not Snapshots | A technical note on why platform backups need to be designed as user-facing recovery artifacts, not confused with storage-layer snapshots. | tags: guara cloud; kubernetes; backups; postgresql; platform engineering | url: https://blog.victorbona.dev/blog/backups-are-not-snapshots
- [blog] 2026-06-07 | Building Guara Cloud Like a Product, Not a Kubernetes Dashboard | Why I am building Guara Cloud as a product around developer outcomes, Brazilian billing, service operations, and reliability instead of exposing Kubernetes as another complicated control panel. | tags: guara cloud; paas; kubernetes; startup; product | url: https://blog.victorbona.dev/blog/building-guara-cloud-like-a-product-not-a-kubernetes-dashboard
- [blog] 2026-06-07 | Debugging Kubernetes Storage Incidents Without Lying to Yourself | A deep engineering note on incident analysis, evidence gathering, and avoiding premature certainty during Kubernetes and Longhorn storage failures. | tags: guara cloud; kubernetes; longhorn; incident response; observability | url: https://blog.victorbona.dev/blog/debugging-kubernetes-storage-incidents-without-lying-to-yourself
- [blog] 2026-02-20 | A farewell to Deel | A happy and warm goodbye to my time working as a Software Engineer at Deel | tags: personal | url: https://blog.victorbona.dev/blog/a-farewell-to-deel
- [blog] 2026-01-20 | Why I Decided to Go Baremetal | Building my own Kubernetes cluster on bare metal. Not because I reject the cloud, but because I want to prove I don't need it. | tags: kubernetes; homelab; technology; networking; infrastructure | url: https://blog.victorbona.dev/blog/why-i-decided-to-go-baremetal
- [blog] 2025-12-05 | I built my own SQL IDE | How a weekend experiment turned into SQLTemple, an AI powered SQL IDE built with Electron, React, and TypeScript to make working with databases actually pleasant. | tags: sql; electron; typescript; react; opensource; ai | url: https://blog.victorbona.dev/blog/i-built-my-own-sql-ide
- [blog] 2025-11-27 | What I run on my homelab 2 | A tour of my current homelab: pfSense, Proxmox cluster, HA stacks, media services, observability, AI experiments, and how this all fits into my house network. | tags: homelab; proxmox; technology; networking; infrastructure | url: https://blog.victorbona.dev/blog/what-I-run-on-my-homelab-2
- [blog] 2025-10-20 | Quintile: A Framework for Structured Collaborative AI Agents | Quintile, a framework for structuring autonomous AI agents into phased, cooperative teams like assembly line for collective intelligence. | tags: AI; theoretical | url: https://blog.victorbona.dev/blog/quntile-a-framework-for-structured-collaborative-ai-agents
- [blog] 2025-10-20 | The Hidden Cost of Abstractions: Why Clean Code Isn’t Always Good Code | Clean code feels good, but every layer of abstraction hides a tiny tax on performance and clarity. Here's why it matters. | tags: software; best-practices; clean-code; architecture | url: https://blog.victorbona.dev/blog/the-hidden-cost-of-abstractions-why-clean-code-isnt-always-good-code
- [blog] 2025-05-30 | The Novelization Dilemma: The Gap Between Codebase Abstractions and Domain Knowledge on the AI era | If the code is the novelization of the business, much can be lost in translation. | tags: AI; Coding; technology; software | url: https://blog.victorbona.dev/blog/novelization-dilemma-the-gap-between-codebase-abstractions-and-domain-knowledge
- [blog] 2025-03-24 | Quickly Start Your New SaaS With This Template | Discover how a custom-built SaaS starter template can accelerate your development process, helping you go from idea to MVP faster. | tags: saas; next.js; supabase; template; startup; software | url: https://blog.victorbona.dev/blog/quickly_start_your_new_saas_with_this_template
- [blog] 2025-03-19 | How to Properly Set Up Your SaaS in the Age of Vibe Coding | An in-depth guide on securing your SaaS applications using vibe coding and AI-powered tools, ensuring rapid development without compromising security. | tags: saas; security; vibe coding; ai; software | url: https://blog.victorbona.dev/blog/how-to-properly-set-up-your-saas-in-the-age-of-vibe-coding
- [blog] 2025-03-12 | TypeScript Goes Go | TypeScript’s new Go-based compiler is here, promising fastest performance and a smoother experience. Let’s unpack what’s new and why it matters! | tags: TypeScript; Go; Performance | url: https://blog.victorbona.dev/blog/typeScript-goes-go
- [blog] 2025-03-02 | Understanding Software Scalability: Key Factors and Strategies | An approachable overview of software scalability, detailing key factors that affect it and strategies to effectively scale applications. | tags: software; scalability; performance | url: https://blog.victorbona.dev/blog/understanding-software-scalability-key-factors-and-strategies
- [blog] 2025-02-25 | Blockchain Fundamentals and Integrated Node Service | An in-depth exploration of blockchain fundamentals, architecture, and a practical implementation using TypeScript/Node.js with code oriented content. | tags: blockchain; software; fintech | url: https://blog.victorbona.dev/blog/blockchain-fundamentals-and-integrated-node-service
- [blog] 2025-02-19 | The Art of Writing Clean Code: Practical Tips for Everyday Developers | Explore friendly and practical tips for writing clean, maintainable code that every developer can relate to. | tags: software; tips | url: https://blog.victorbona.dev/blog/the-art-of-writing-clean-code-practical-tips-for-everyday-developers
- [blog] 2025-02-05 | How I Built Threadrize | The journey of building Threadrize, an AI-powered platform for X (Twitter) users that helps create, plan, analyze, and grow their X social media presence. | tags: Next.js; AI; SaaS; Startup | url: https://blog.victorbona.dev/blog/how_i_built_threadrize
- [blog] 2025-02-04 | Understanding Concurrency and Multithreading in Modern Software | A technical yet accessible guide to the concepts of concurrency and multithreading, exploring how they enhance performance in today's software applications. | tags: software; low-level-software | url: https://blog.victorbona.dev/blog/understanding-concurrency-and-multithreading-in-modern-software
- [blog] 2025-01-30 | AI in Software Development: Enhancing Productivity and Innovation | Learn how artificial intelligence is transforming software development by automating tasks, improving code quality, and supporting innovative solutions. | tags: AI; software; productivity | url: https://blog.victorbona.dev/blog/ai-in-software-development-enhancing-productivity-and-innovation
- [blog] 2025-01-27 | The Future of AI in Software Development: Trends and Predictions | Explore how artificial intelligence is shaping the future of software development with emerging trends and expert predictions. | tags: AI; software; technology | url: https://blog.victorbona.dev/blog/the-future-of-AI-in-software-development-trends-and-predictions
- [blog] 2025-01-20 | Over-Engineering: The enemy of good software | How adding unnecessary complexity can destroy your software projects in the long run, and why simplicity often wins the race. | tags: software; software-architecture | url: https://blog.victorbona.dev/blog/over-engineering-the-enemy-of-good-software
- [blog] 2025-01-09 | What I run on my homelab | What I run on my personal homelab. My own server running at home. | tags: homelab; proxmox; technology | url: https://blog.victorbona.dev/blog/what-i-run-on-my-homelab
- [blog] 2025-01-08 | Microservices in a nutshell: Good, Bad, and Ugly parts | Understand microservices beyond the buzzwords, exploring real pros, cons, and pitfalls. | tags: software-architecture; software; technology | url: https://blog.victorbona.dev/blog/microservices-made-easy-good-bad-and-ugly-parts
- [blog] 2025-01-04 | What I Wish I Knew About APIs When I Started Coding | Reflecting on the journey of learning APIs, this article shares practical lessons on error handling, scalability, and choosing between REST and GraphQL, aimed at helping new developers navigate the API landscape. | tags: api; software; tips | url: https://blog.victorbona.dev/blog/what-i-wish-i-knew-about-apis-when-i-started-coding
- [blog] 2024-12-20 | Avoiding Common Mistakes in API Rate Limiting | Learn about common pitfalls in API rate limiting and practical tips to avoid them. | tags: api; software; tips | url: https://blog.victorbona.dev/blog/avoiding-common-mistakes-in-API-rate-limiting
- [blog] 2024-12-18 | 7 Node.js Optimization Tips to Instantly Improve Performance | Boost your Node.js backend performance with these seven quick and effective optimization tips. | tags: nodejs; javascript; optimization; software | url: https://blog.victorbona.dev/blog/7-nodejs-optimization-tips-to-instantly-improve-performance
- [blog] 2024-12-12 | Understanding the Node.js V8 Engine: A Beginner's Guide | An introduction to the V8 JavaScript engine used by Node.js, detailing how it compiles and optimizes code, and the key features that make it fast and efficient. | tags: nodejs; javascript; optimization; software | url: https://blog.victorbona.dev/blog/node-v8-engine-basics
- [blog] 2024-12-11 | The DRY Principle: Writing Maintainable Code by Avoiding Repetition | Explore the DRY (Don't Repeat Yourself) principle in software engineering, its benefits, and actionable tips to write maintainable and scalable code by avoiding repetition. | tags: software; best-practices | url: https://blog.victorbona.dev/blog/the-dry-principle
- [blog] 2024-12-07 | A Warm Welcome to My Tech Corner! | An introduction to my blog where I share insights about software engineering, architecture, cloud technologies and technology in general. | tags: software; technology; opinion | url: https://blog.victorbona.dev/blog/welcome
- [blog] 2021-05-21 | Create a Simple Search Engine with Python and Math | Implement a simple Vector Space powered Search Engine using Python and mathematical concepts. | tags: python; software; technology | url: https://blog.victorbona.dev/blog/create-a-simple-search-engine-with-python-and-math

## Projects
- [project:private] Guara Cloud | A cloud platform for launching and operating catalog-based user services with billing, observability, backups, and Kubernetes-native deployment. | status: maintained | website: https://guaracloud.com
- [project:public] Purple Wolf | A fast, low-memory Web Application Firewall for Traefik, shipped as a WASM plugin with signed releases, SBOMs, and Kubernetes packaging. | status: maintained | website: https://guaracloud.github.io/purple-wolf/ | repo: https://github.com/guaracloud/purple-wolf
- [project:public] E-Navigator | A Rust and eBPF signal plane for Linux and Kubernetes runtime observability, profiling, security, and diagnostics. | status: in-progress | website: https://guaracloud.github.io/e-navigator/ | repo: https://github.com/guaracloud/e-navigator
- [project:public] Locus | A parameterless, owner-drained chunk-mailbox KV-block pool for CPU LLM inference serving, published as the Rust crate locus-alloc with a committed, falsification-first benchmark record. | status: in-progress | website: https://crates.io/crates/locus-alloc | repo: https://github.com/vicotrbb/locus
- [project:public] Gromaq | A native Rust GPU-rendered terminal emulator built with winit, wgpu, real PTYs, and a proof-boundary release process. | status: maintained | website: https://gromaq.dev | repo: https://github.com/vicotrbb/gromaq
- [project:public] Nidus | A modular Rust backend framework inspired by NestJS ergonomics and built on Axum, Tower, Tokio, typed DI, OpenAPI, and observability. | status: maintained | website: https://rustnidus.com | repo: https://github.com/vicotrbb/nidus
- [project:public] Victor Bona Blog | My personal blog built with Next.js, MDX, and Tailwind CSS. Features dark mode, RSS feed, and more. | status: maintained | website: https://blog.victorbona.dev | repo: https://github.com/vicotrbb/victorbona.blog
- [project:private] HAAT | The platform for all platforms. Easy, plugable and module infrastructure for my personal projects. | status: stopped
- [project:public] SQLTemple | Open-source AI-powered SQL Bench/IDE. | status: maintained | website: https://sqltemple.dev | repo: https://github.com/vicotrbb/sqltemple
- [project:public] Agent-buddy | A simple CLI-based AI agent. | status: stopped | repo: https://github.com/vicotrbb/agent-buddy
- [project:private] Threadrize | Threadrize is a web-based platform designed specifically for X users who want to save time and improve their social media presence. | status: stopped | website: https://threadrize.com
- [project:public] Saas Starter Template | A feature-rich, opinionated Next.js 15 (App Router) + Supabase SaaS starter template designed to accelerate the development of modern web applications. | status: maintained | repo: https://github.com/vicotrbb/saas-starter-template
- [project:public] DataTide | DataTide is a high-performance Node.js library for processing large datasets using worker threads. | status: in-progress | website: https://www.npmjs.com/package/data-tide-js | repo: https://github.com/vicotrbb/data-tide-js
- [project:public] Pylexitext | A Python library that aggregates a series of NLP methods, text analysis, content converters, and other useful utilities. | status: stopped | repo: https://github.com/vicotrbb/Pylexitext
- [project:public] Oh-My-GPT | A simple ZSH plugin to interact with chat-gpt from your terminal. | status: maintained | repo: https://github.com/vicotrbb/oh-my-gpt

## Articles & Papers
- [paper] 2026-09-29 | Rigidity of Pattern-Avoiding Breadth-First Reading Words of Increasing Trees | We study permutations obtained by reading increasing ordered trees in breadth-first order. For every integer k >= 2, a 312-avoiding permutation is realizable on a tree of maximum outdegree k if and only if it is realiza… | tags: enumerative combinatorics; permutation patterns; increasing trees; breadth-first search; k-ary heaps; OEIS; Lean 4; formal verification; reproducibility | doi: 10.5281/zenodo.23042420 | pdf: https://blog.victorbona.dev/papers/bfs-avoidance-frontier.pdf | url: https://blog.victorbona.dev/articles/bfs-avoidance-frontier
- [paper] 2026-09-29 | Trace Sampling at the Collector Boundary: Costs and Diagnostic Evidence | Trace retention is an incomplete predictor of observability cost: a sampler changes where work is avoided, how spans are grouped for export, and which evidence remains available. We study these effects in OpenTelemetry… | tags: distributed tracing; head sampling; tail sampling; diagnostic evidence; OpenTelemetry; reproducible evaluation | doi: 10.5281/zenodo.23032245 | pdf: https://blog.victorbona.dev/papers/trace-sampling-strategies.pdf | url: https://blog.victorbona.dev/articles/trace-sampling-strategies
- [paper] 2026-09-25 | An Empirical Evaluation of Message Delivery Reliability and Recovery Characteristics in Redis Streams and NATS JetStream | Consumer-progress acknowledgments in Redis Streams and NATS JetStream have different persistence implications even under always-synchronize append policies. We evaluate that distinction alongside recovery timing, consum… | tags: Redis Streams; NATS JetStream; Message Recovery; Durability; Empirical Evaluation; Kubernetes; Lean 4 | doi: 10.5281/zenodo.22950140 | pdf: https://blog.victorbona.dev/papers/redis-jetstream-reliability.pdf | url: https://blog.victorbona.dev/articles/redis-jetstream-reliability
- [paper] 2026-09-08 | Nidus: Explicit Application Composition for Rust Backend Services | A backend application needs a composition model as well as a request handler. Its components must declare dependencies, initialize shared resources, expose routes, and coordinate operational behavior. Nidus organizes th… | tags: Rust; Application Architecture; Dependency Injection; Axum; Tower | pdf: https://blog.victorbona.dev/papers/nidus-whitepaper.pdf | url: https://blog.victorbona.dev/articles/nidus-whitepaper
- [paper] 2026-07-06 | Locus: Owner-Drained Chunk Mailboxes for KV-Block Recycling in CPU LLM Inference | A technical white paper on Locus, a domain memory pool for CPU LLM serving whose remote-free path is a per-worker lock-free chunk mailbox: a finished request's KV blocks are returned as one atomic push, and the pool own… | tags: Rust; LLM Inference; KV Cache; Memory Pool; Allocators; Benchmarks | pdf: https://blog.victorbona.dev/papers/locus-whitepaper.pdf | url: https://blog.victorbona.dev/articles/locus-whitepaper
- [paper] 2026-06-07 | Purple Wolf: A Technical White Paper on a Low-Latency Traefik Web Application Firewall and Audit Relay | A technical white paper documenting Purple Wolf's Rust workspace architecture, request normalization path, detector groups, policy semantics, Traefik http-wasm adapter, audit relay protocol, release surfaces, related WA… | tags: Security; WAF; Traefik; WebAssembly; Rust; Benchmarks | pdf: https://blog.victorbona.dev/papers/purple-wolf-whitepaper.pdf | url: https://blog.victorbona.dev/articles/purple-wolf-whitepaper
- [paper] 2026-06-07 | The Missing HTTP Verb: STRUT | A position paper proposing STRUT, an idempotent but unsafe HTTP method for server-driven, minimal-input resource creation. The paper defines candidate semantics, compares the method with POST plus Idempotency-Key, condi… | tags: HTTP; REST; API Design; Web Standards; Idempotency | pdf: https://blog.victorbona.dev/papers/the-missing-http-verb-strut.pdf | url: https://blog.victorbona.dev/articles/the-missing-http-verb-strut

## Compendium
- [compendium:collection] Software Engineering | Staff and Principal-level notes on architecture, distributed systems, reliability, security, delivery, leadership, and AI-native engineering. | url: https://blog.victorbona.dev/compendium/software-engineering
- [compendium:note] Staff Principal Software Engineering | Staff Principal Software Engineering This note defines the operating model for senior individual contributor engineering at Staff and Principal scope. The rest of the folder breaks this model into specific disciplines..… | collection: software-engineering | readingTime: 20 min | url: https://blog.victorbona.dev/compendium/software-engineering/staff-principal-software-engineering
- [compendium:note] Engineering Fundamentals | Engineering Fundamentals Engineering fundamentals are the ideas that let you predict system behavior below the framework level. They connect source code to runtime behavior: state ownership, memory layout,... | collection: software-engineering | readingTime: 19 min | url: https://blog.victorbona.dev/compendium/software-engineering/engineering-fundamentals
- [compendium:note] Architecture and Design | Architecture and Design Architecture is the set of hard to change decisions that shape a system's behavior, constraints, economics, and ability to evolve. It is not only diagrams, frameworks, or service counts. It is... | collection: software-engineering | readingTime: 25 min | url: https://blog.victorbona.dev/compendium/software-engineering/architecture-and-design
- [compendium:note] Data Structures Algorithms and Complexity | Data Structures Algorithms and Complexity This note connects algorithmic fundamentals to production engineering decisions. In production systems, algorithms are not only interview exercises. They shape latency, memory... | collection: software-engineering | readingTime: 20 min | url: https://blog.victorbona.dev/compendium/software-engineering/data-structures-algorithms-and-complexity
- [compendium:note] Databases Storage and Transactions | Databases Storage and Transactions Databases are correctness systems, not only persistence tools. A database is a contract between application invariants, storage media, concurrency control, recovery logic, and... | collection: software-engineering | readingTime: 25 min | url: https://blog.victorbona.dev/compendium/software-engineering/databases-storage-and-transactions
- [compendium:note] Distributed Systems | Distributed Systems Distributed systems are systems where independent components communicate over unreliable networks and fail independently. Their central difficulty is not scale by itself. It is the combination of... | collection: software-engineering | readingTime: 29 min | url: https://blog.victorbona.dev/compendium/software-engineering/distributed-systems
- [compendium:note] Caching Queues and Streaming | Caching Queues and Streaming Caches, queues, and streams are coordination tools. They move work across time, space, and process boundaries. They improve latency, cost, throughput, and resilience, but they also create... | collection: software-engineering | readingTime: 34 min | url: https://blog.victorbona.dev/compendium/software-engineering/caching-queues-and-streaming
- [compendium:note] APIs Contracts and Integration | APIs Contracts and Integration APIs are long lived contracts. Integration quality determines how safely systems can evolve, how quickly teams can ship, and how much production risk appears at service boundaries. A good.… | collection: software-engineering | readingTime: 23 min | url: https://blog.victorbona.dev/compendium/software-engineering/apis-contracts-and-integration
- [compendium:note] Reliability Observability and Operations | Reliability Observability and Operations Reliability is a product property. Operations are the feedback loop that keeps reliability real. A system is reliable when users can complete the work they came to do, within a... | collection: software-engineering | readingTime: 37 min | url: https://blog.victorbona.dev/compendium/software-engineering/reliability-observability-and-operations
- [compendium:note] Security and Supply Chain | Security and Supply Chain Security engineering is the disciplined reduction of exploitable risk under adversarial conditions. Supply chain security extends that discipline across the path from source code to running... | collection: software-engineering | readingTime: 20 min | url: https://blog.victorbona.dev/compendium/software-engineering/security-and-supply-chain
- [compendium:note] Testing Verification and Quality Bars | Testing Verification and Quality Bars Testing is not only bug detection. It is evidence for system properties: correctness, compatibility, resilience, performance, security, operability, and maintainability. A good... | collection: software-engineering | readingTime: 21 min | url: https://blog.victorbona.dev/compendium/software-engineering/testing-verification-and-quality-bars
- [compendium:note] Performance Capacity and Cost | Performance Capacity and Cost Performance engineering is the discipline of predicting, measuring, and controlling how a system consumes scarce resources while serving real demand. Capacity engineering asks whether the... | collection: software-engineering | readingTime: 23 min | url: https://blog.victorbona.dev/compendium/software-engineering/performance-capacity-and-cost
- [compendium:note] Delivery Migrations and Release Engineering | Delivery Migrations and Release Engineering High quality software depends on safe change, not only good design. Release engineering is the discipline of turning code, configuration, database changes, infrastructure... | collection: software-engineering | readingTime: 22 min | url: https://blog.victorbona.dev/compendium/software-engineering/delivery-migrations-and-release-engineering
- [compendium:note] Technical Leadership and Execution | Technical Leadership and Execution Technical leadership converts judgment into repeatable organizational capability. It is not the act of making every hard decision personally. It is the work of shaping strategy,... | collection: software-engineering | readingTime: 22 min | url: https://blog.victorbona.dev/compendium/software-engineering/technical-leadership-and-execution
- [compendium:note] AI Native Software Engineering | AI Native Software Engineering AI native software engineering applies normal engineering rigor to systems where language models assist, decide, retrieve, generate, test, review, operate, or act through tools. The... | collection: software-engineering | readingTime: 21 min | url: https://blog.victorbona.dev/compendium/software-engineering/ai-native-software-engineering
- [compendium:note] Software Engineering | Software Engineering This is the canonical entry point for the Software Engineering knowledge base. Use it to move from broad system judgment to focused topic notes without losing the whole system context. The goal is... | collection: software-engineering | readingTime: 21 min | url: https://blog.victorbona.dev/compendium/software-engineering/software-engineering
- [compendium:collection] Data Structures | Reference notes for common and advanced data structures, complexity tradeoffs, implementation patterns, and practical selection guidance. | url: https://blog.victorbona.dev/compendium/data-structures
- [compendium:note] Arrays | An Array is the most fundamental data structure, storing elements in contiguous memory locations. Each element can be accessed directly using an index, providing O(1) random access. Arrays form the building block for... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/arrays
- [compendium:note] AVL Trees | An AVL Tree is a self balancing Binary Search Tree where the height difference between left and right subtrees of any node (called the balance factor) is at most 1. Named after inventors Adelson Velsky and Landis... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/avl-trees
- [compendium:note] B-Trees | A B Tree is a self balancing tree data structure designed for systems that read and write large blocks of data, such as databases and file systems. Unlike binary trees, B Trees can have many children per node, making... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/b-trees
- [compendium:note] Binary Search Trees | A Binary Search Tree (BST) is a binary tree with an ordering property: for each node, all values in its left subtree are smaller, and all values in its right subtree are larger. This property enables efficient O(log n).… | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/binary-search-trees
- [compendium:note] Binary Trees | A Binary Tree is a hierarchical data structure in which each node has at most two children, referred to as the left child and right child. Binary trees form the foundation for many important data structures like BSTs,... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/binary-trees
- [compendium:note] Bloom Filters | A Bloom Filter is a space efficient probabilistic data structure used to test whether an element is a member of a set. It can have false positives (saying an element is present when it's not) but never false negatives... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/bloom-filters
- [compendium:note] Data Structures | Data Structures A data structure is a specialized format for organizing, processing, retrieving, and storing data. Choosing the right data structure is crucial for writing efficient algorithms and building performant... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/data-structures
- [compendium:note] Disjoint Set (Union-Find) | A Disjoint Set (also called Union Find) is a data structure that tracks a collection of non overlapping sets. It provides near constant time operations to determine if two elements are in the same set (Find) and to... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/disjoint-set-union-find
- [compendium:note] Fenwick Trees | A Fenwick Tree (also called Binary Indexed Tree or BIT) is a data structure that efficiently supports prefix sum queries and point updates on an array. It achieves O(log n) for both operations using a clever bit... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/fenwick-trees
- [compendium:note] Graphs | A Graph is a non linear data structure consisting of vertices (nodes) and edges that connect pairs of vertices. Graphs are used to represent relationships, networks, and connections between entities. They are... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/graphs
- [compendium:note] Hash Sets | A Hash Set is a collection that stores unique elements with no duplicates, providing O(1) average time for add, remove, and contains operations. It's implemented using a hash table where elements serve as both keys and.… | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/hash-sets
- [compendium:note] Hash Tables | A Hash Table (also called Hash Map or Dictionary) is a data structure that stores key value pairs and provides near constant time O(1) average case for insertion, deletion, and lookup operations. It uses a hash... | collection: data-structures | readingTime: 3 min | url: https://blog.victorbona.dev/compendium/data-structures/hash-tables
- [compendium:note] Heaps | A Heap is a specialized tree based data structure that satisfies the heap property: in a max heap, every parent node is greater than or equal to its children; in a min heap, every parent is less than or equal to its... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/heaps
- [compendium:note] Linked Lists | A Linked List is a linear data structure where elements (nodes) are stored in non contiguous memory locations. Each node contains data and a reference (pointer) to the next node in the sequence. Unlike arrays, linked... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/linked-lists
- [compendium:note] LRU Cache | An LRU (Least Recently Used) Cache is a data structure that stores a limited number of items and evicts the least recently used item when the cache reaches capacity. It combines a hash map for O(1) lookups with a... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/lru-cache
- [compendium:note] Queues | A Queue is a linear data structure that follows the First In First Out (FIFO) principle. The first element added is the first one to be removed. Think of it like a line at a store: people join at the back and leave... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/queues
- [compendium:note] Red-Black Trees | A Red Black Tree is a self balancing Binary Search Tree where each node has an extra bit for color (red or black). The tree maintains balance through a set of properties that ensure no path from root to leaf is more... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/red-black-trees
- [compendium:note] Segment Trees | A Segment Tree is a binary tree data structure used for storing information about intervals (segments) of an array. It allows efficient querying of aggregate information (sum, minimum, maximum, GCD, etc.) over any... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/segment-trees
- [compendium:note] Skip Lists | A Skip List is a probabilistic data structure that allows O(log n) search, insertion, and deletion operations within an ordered sequence. It achieves this by maintaining multiple layers of linked lists, where each... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/skip-lists
- [compendium:note] Stacks | A Stack is a linear data structure that follows the Last In First Out (LIFO) principle. The last element added is the first one to be removed. Think of it like a stack of plates: you can only add or remove from the... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/stacks
- [compendium:note] Tries | A Trie (pronounced "try", from retrieval) is a tree like data structure used to store and retrieve strings efficiently. Also called a prefix tree, each node represents a character, and paths from root to nodes... | collection: data-structures | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/data-structures/tries
- [compendium:collection] Design Patterns | Object-oriented, architectural, distributed-systems, and functional pattern notes with pragmatic implementation context. | url: https://blog.victorbona.dev/compendium/design-patterns
- [compendium:note] Adapter Pattern | Adapter allows classes with incompatible interfaces to work together by converting the interface of one class into an interface expected by the client. It acts as a wrapper that sits between two unrelated components,... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/adapter-pattern
- [compendium:note] Bridge Pattern | The Bridge pattern decouples an abstraction from its implementation, so the two can vary independently. It achieves this by using composition: an abstraction class holds a reference to an implementor interface, and... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/bridge-pattern
- [compendium:note] Builder Pattern | The Builder pattern separates the construction of a complex object from its representation, allowing step by step construction and the ability to vary the product’s internal representation. It is useful when an object... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/builder-pattern
- [compendium:note] Chain of Responsibility Pattern | Chain of Responsibility passes a request along a chain of handler objects until one of them handles it. Each handler in the chain either handles the request or passes it to the next handler. This pattern decouples... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/chain-of-responsibility-pattern
- [compendium:note] Command Pattern | Command turns a request or operation into a stand alone object that can be stored, passed around, and invoked later. In essence, it encapsulates an action as an object. This decouples the object that invokes the... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/command-pattern
- [compendium:note] Composite Pattern | Composite pattern composes objects into tree structures to represent part whole hierarchies. It lets clients treat individual objects and compositions of objects uniformly. In other words, a composite allows a group of.… | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/composite-pattern
- [compendium:note] CQRS (Command Query Responsibility Segregation) | CQRS is an architectural pattern that separates read operations from write operations of a data store into different models, commands and queries. The term comes from Command Query Responsibility Segregation . In a... | collection: design-patterns | readingTime: 4 min | url: https://blog.victorbona.dev/compendium/design-patterns/cqrs-command-query-responsibility-segregation
- [compendium:note] Decorator Pattern | Decorator attaches new responsibilities or behaviors to an object dynamically, without altering its structure. It provides a flexible alternative to subclassing for extending functionality. A decorator wraps an object... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/decorator-pattern
- [compendium:note] Dependency Injection (and Inversion of Control) | While not a “pattern” in the GoF sense, Dependency Injection (DI) is an essential design principle/pattern for modern software construction. It is a technique where an object’s dependencies (its collaborators or... | collection: design-patterns | readingTime: 3 min | url: https://blog.victorbona.dev/compendium/design-patterns/dependency-injection-and-inversion-of-control
- [compendium:note] Design patterns | Design patterns Adapter Pattern Bridge Pattern Builder Pattern Chain of Responsibility Pattern Command Pattern Composite Pattern CQRS (Command Query Responsibility Segregation) Decorator Pattern Dependency Injection... | collection: design-patterns | readingTime: 5 min | url: https://blog.victorbona.dev/compendium/design-patterns/design-patterns
- [compendium:note] Event Sourcing | Event Sourcing is an architectural pattern in which state changes are stored as a sequence of events, rather than storing just the current state. Whenever something changes, an event is recorded (typically in an append.… | collection: design-patterns | readingTime: 3 min | url: https://blog.victorbona.dev/compendium/design-patterns/event-sourcing
- [compendium:note] Facade Pattern | Facade provides a unified, simplified interface to a complex subsystem of classes. It hides the complexity of multiple interrelated classes behind a single wrapper interface. This makes the subsystem easier to use for... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/facade-pattern
- [compendium:note] Factory Method and Abstract Factory | Factory Method is a creational pattern that defines an interface for creating an object but lets subclasses decide which class to instantiate. Instead of calling a constructor directly, the client calls a factory... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/factory-method-and-abstract-factory
- [compendium:note] Microkernel (Plugin) Architecture | Microkernel architecture (also known as plugin architecture ) is a pattern where a core system provides minimal functionality, and additional features are implemented as independent plug in modules that extend the... | collection: design-patterns | readingTime: 3 min | url: https://blog.victorbona.dev/compendium/design-patterns/microkernel-plugin-architecture
- [compendium:note] Microservices Architecture | Microservices architecture is an architectural style where an application is structured as a collection of small, independently deployable services that communicate over a network (often via HTTP/REST or messaging).... | collection: design-patterns | readingTime: 3 min | url: https://blog.victorbona.dev/compendium/design-patterns/microservices-architecture
- [compendium:note] Model-View-Controller (MVC) | MVC is an architectural pattern that separates an application into three main components: Model , View , and Controller , each with distinct responsibilities: Model: The data or business logic of the application. It... | collection: design-patterns | readingTime: 3 min | url: https://blog.victorbona.dev/compendium/design-patterns/model-view-controller-mvc
- [compendium:note] Observer Pattern | Observer (also known as Publish/Subscribe or Listener) defines a one to many dependency between objects so that when one object (subject) changes state, all its dependents (observers) are notified automatically. The... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/observer-pattern
- [compendium:note] Outbox Pattern | The Outbox Pattern is an architectural pattern used to guarantee reliable, atomic, and consistent publication of events in distributed systems. Instead of attempting to send external messages within the same... | collection: design-patterns | readingTime: 6 min | url: https://blog.victorbona.dev/compendium/design-patterns/outbox-pattern
- [compendium:note] Prototype Pattern | (Note: Prototype is less commonly used in everyday backend work but worth knowing.) The Prototype pattern creates new objects by cloning an existing object, known as the prototype. This is handy when object creation is.… | collection: design-patterns | readingTime: 1 min | url: https://blog.victorbona.dev/compendium/design-patterns/prototype-pattern
- [compendium:note] Proxy Pattern | A Proxy provides a placeholder or substitute for another object to control access to it. The proxy implements the same interface as the real subject and forwards requests to it, adding extra behavior either before or... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/proxy-pattern
- [compendium:note] Repository Pattern | The Repository pattern is an abstraction over data storage that provides a collection like interface for accessing domain objects. Instead of the domain/business logic dealing directly with database queries or data... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/repository-pattern
- [compendium:note] Saga Pattern for Distributed Transactions | Distributed systems are allergic to “one big transaction.” If your workflow spans multiple services or multiple database shards , you don’t get the luxury of a single ACID transaction covering everything. The Saga... | collection: design-patterns | readingTime: 8 min | url: https://blog.victorbona.dev/compendium/design-patterns/saga-pattern-for-distributed-transactions
- [compendium:note] Singleton | The Singleton ensures a class has only one instance and provides a global point of access to it. This is useful for shared resources like configuration, caches, or thread pools, where multiple instantiations could... | collection: design-patterns | readingTime: 1 min | url: https://blog.victorbona.dev/compendium/design-patterns/singleton
- [compendium:note] Strategy Pattern | Strategy defines a family of interchangeable algorithms, encapsulates each one, and makes them interchangeable at runtime. The core idea is to delegate a specific task (algorithm) to a subordinate object (the... | collection: design-patterns | readingTime: 4 min | url: https://blog.victorbona.dev/compendium/design-patterns/strategy-pattern
- [compendium:note] Template Method Pattern | Template Method defines the skeleton of an algorithm in a method, deferring some steps to subclasses. It allows subclasses to redefine certain steps of an algorithm without changing the algorithm’s overall structure.... | collection: design-patterns | readingTime: 2 min | url: https://blog.victorbona.dev/compendium/design-patterns/template-method-pattern
- [compendium:collection] Kubernetes | Kubernetes learning notes on API machinery, workloads, networking, storage, security, operations, GitOps, policy, and production platform patterns. | url: https://blog.victorbona.dev/compendium/kubernetes
- [compendium:note] Kubernetes Mastery Roadmap | Purpose: This note gives a rigorous learning path for mastering Kubernetes from core mental models to production operations without confusing local practice with production readiness. Kubernetes Mastery Roadmap This... | collection: kubernetes | readingTime: 8 min | url: https://blog.victorbona.dev/compendium/kubernetes/kubernetes-mastery-roadmap
- [compendium:note] Kubernetes Mental Model and Architecture | Purpose: This note explains Kubernetes as a distributed reconciliation system, with enough architectural detail to debug real clusters and evaluate production designs. Kubernetes Mental Model and Architecture... | collection: kubernetes | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/kubernetes/kubernetes-mental-model-and-architecture
- [compendium:note] Containers Pods and Workload Primitives | Purpose: Explain the Pod level primitives that every Kubernetes workload controller builds on, including container lifecycle, sidecar patterns, readiness, disruption behavior, identity, and node local special cases.... | collection: kubernetes | readingTime: 7 min | url: https://blog.victorbona.dev/compendium/kubernetes/containers-pods-and-workload-primitives
- [compendium:note] Deployments ReplicaSets StatefulSets DaemonSets Jobs and CronJobs | Purpose: Compare Kubernetes workload controllers and show how to operate stateless services, stateful services, node agents, batch jobs, scheduled jobs, rolling updates, and rollbacks safely. Deployments, ReplicaSets,... | collection: kubernetes | readingTime: 7 min | url: https://blog.victorbona.dev/compendium/kubernetes/deployments-replicasets-statefulsets-daemonsets-jobs-and-cronjobs
- [compendium:note] Services DNS Ingress Gateway API and Traffic Routing | Purpose: explain how Kubernetes exposes Pods through Services, DNS, Ingress, and Gateway API, and how traffic actually moves from clients to endpoints in production clusters. Related notes: Kubernetes, 00 Kubernetes... | collection: kubernetes | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/kubernetes/services-dns-ingress-gateway-api-and-traffic-routing
- [compendium:note] Kubernetes Networking CNI NetworkPolicy and Service Mesh | Purpose: explain the Kubernetes data network below Services, including CNI plugins, NetworkPolicy, egress control, service mesh, mTLS, and practical troubleshooting. Related notes: Kubernetes, 00 Kubernetes Mastery... | collection: kubernetes | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/kubernetes/kubernetes-networking-cni-networkpolicy-and-service-mesh
- [compendium:note] Configuration Secrets ServiceAccounts and Runtime Identity | Purpose: explain how Kubernetes carries application configuration, protects secret material, and assigns runtime identity to workloads with production grade controls. Configuration, Secrets, ServiceAccounts, and... | collection: kubernetes | readingTime: 10 min | url: https://blog.victorbona.dev/compendium/kubernetes/configuration-secrets-serviceaccounts-and-runtime-identity
- [compendium:note] Storage Volumes PVCs StorageClasses CSI and Stateful Data | Purpose: explain Kubernetes storage primitives, dynamic provisioning, CSI behavior, StatefulSet data patterns, and operational recovery for stateful workloads. Storage, Volumes, PVCs, StorageClasses, CSI, and Stateful... | collection: kubernetes | readingTime: 9 min | url: https://blog.victorbona.dev/compendium/kubernetes/storage-volumes-pvcs-storageclasses-csi-and-stateful-data
- [compendium:note] Scheduling Resources Requests Limits QoS and Autoscaling | Purpose: Explain how Kubernetes places Pods, reserves resources, enforces limits, prioritizes workloads, spreads risk, and scales Pods or nodes under real production constraints. Scheduling, resources, requests,... | collection: kubernetes | readingTime: 10 min | url: https://blog.victorbona.dev/compendium/kubernetes/scheduling-resources-requests-limits-qos-and-autoscaling
- [compendium:note] Security RBAC Pod Security Admission and Supply Chain | Purpose: explain how Kubernetes security controls compose across identity, admission, pod hardening, secrets, and software supply chain enforcement. Security, RBAC, Pod Security Admission, and Supply Chain This note... | collection: kubernetes | readingTime: 10 min | url: https://blog.victorbona.dev/compendium/kubernetes/security-rbac-pod-security-admission-and-supply-chain
- [compendium:note] Observability Logging Metrics Tracing Events and Probes | Purpose: explain how to observe Kubernetes workloads through logs, metrics, traces, events, probes, audit records, SLOs, alerts, and runbooks. Observability, Logging, Metrics, Tracing, Events, and Probes This note... | collection: kubernetes | readingTime: 8 min | url: https://blog.victorbona.dev/compendium/kubernetes/observability-logging-metrics-tracing-events-and-probes
- [compendium:note] Troubleshooting Debugging and Incident Response | Purpose: provide a practical Kubernetes troubleshooting and incident response playbook for workload, networking, storage, node, policy, and rollout failures. Troubleshooting, Debugging, and Incident Response This note... | collection: kubernetes | readingTime: 10 min | url: https://blog.victorbona.dev/compendium/kubernetes/troubleshooting-debugging-and-incident-response
- [compendium:note] Helm Kustomize Manifests and Release Engineering | Purpose: explain how Kubernetes manifests become reliable releases through apply semantics, Helm, Kustomize, validation, policy gates, and repeatable delivery workflows. Helm, Kustomize, Manifests, and Release... | collection: kubernetes | readingTime: 6 min | url: https://blog.victorbona.dev/compendium/kubernetes/helm-kustomize-manifests-and-release-engineering
- [compendium:note] GitOps Controllers Operators CRDs and Platform APIs | Purpose: explain how GitOps, controllers, operators, CRDs, and platform APIs turn Kubernetes into a reconciled platform rather than a collection of manual commands. GitOps, Controllers, Operators, CRDs, and Platform... | collection: kubernetes | readingTime: 6 min | url: https://blog.victorbona.dev/compendium/kubernetes/gitops-controllers-operators-crds-and-platform-apis
- [compendium:note] Cluster Operations Upgrades Backup Restore and Disaster Recovery | Purpose: explain the operational practices required to run, upgrade, back up, restore, and recover Kubernetes clusters safely. Cluster Operations, Upgrades, Backup, Restore, and Disaster Recovery Cluster operations are.… | collection: kubernetes | readingTime: 7 min | url: https://blog.victorbona.dev/compendium/kubernetes/cluster-operations-upgrades-backup-restore-and-disaster-recovery
- [compendium:note] Multi Tenancy Policy Governance and Cost Management | Purpose: explain how Kubernetes clusters can safely host multiple teams, environments, or tenants through isolation, policy, governance, and cost controls. Multi Tenancy, Policy, Governance, and Cost Management... | collection: kubernetes | readingTime: 5 min | url: https://blog.victorbona.dev/compendium/kubernetes/multi-tenancy-policy-governance-and-cost-management
- [compendium:note] Production Patterns Anti Patterns and Reference Architectures | Purpose: explain practical Kubernetes production architectures, repeatable patterns, and dangerous anti patterns for application and platform teams. Production Patterns, Anti Patterns, and Reference Architectures... | collection: kubernetes | readingTime: 4 min | url: https://blog.victorbona.dev/compendium/kubernetes/production-patterns-anti-patterns-and-reference-architectures
- [compendium:note] Kubernetes Ecosystem Tools and Learning Projects | Purpose: map the Kubernetes ecosystem into practical tool categories and give hands on projects that build production judgment. Kubernetes Ecosystem Tools and Learning Projects The Kubernetes ecosystem is large because.… | collection: kubernetes | readingTime: 6 min | url: https://blog.victorbona.dev/compendium/kubernetes/kubernetes-ecosystem-tools-and-learning-projects
- [compendium:note] Kubernetes | Purpose: This note is the entry point for a dense Kubernetes compendium, connecting the learning path, the architecture model, and the operational vocabulary needed to reason about clusters. Kubernetes Kubernetes is a... | collection: kubernetes | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/kubernetes/kubernetes
- [compendium:collection] Linux Systems Engineering | Linux systems notes on kernel boundaries, processes, memory, storage, networking, systemd, permissions, containers, observability, performance, security, and eBPF. | url: https://blog.victorbona.dev/compendium/linux-systems-engineering
- [compendium:note] Linux Systems Mastery Roadmap | Purpose: Provide a study and practice path for mastering Linux systems engineering from user space fundamentals through kernel internals, containers, production operations, and eBPF. Linux Systems Mastery Roadmap This... | collection: linux-systems-engineering | readingTime: 7 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/linux-systems-mastery-roadmap
- [compendium:note] Linux Mental Model User Space Kernel and Hardware | Purpose: Build the operating model for reading Linux as a set of boundaries: hardware, kernel, user space, process APIs, virtual filesystems, boot stages, distribution policy, and the shell environment that operators... | collection: linux-systems-engineering | readingTime: 16 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/linux-mental-model-user-space-kernel-and-hardware
- [compendium:note] Processes Threads Scheduling Signals and Jobs | Purpose: Build an operator grade mental model for Linux processes, threads, kernel tasks, scheduling, signals, terminals, jobs, daemons, and systemd service lifecycles, with enough detail to debug production incidents... | collection: linux-systems-engineering | readingTime: 17 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/processes-threads-scheduling-signals-and-jobs
- [compendium:note] Memory Virtual Memory Paging Allocators and OOM | Purpose: Build a production ready mental model for Linux virtual memory, paging, allocation, page cache, reclaim, swap, cgroup memory accounting, NUMA, and OOM behavior, with enough practical detail to debug memory... | collection: linux-systems-engineering | readingTime: 16 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/memory-virtual-memory-paging-allocators-and-oom
- [compendium:note] Filesystems VFS Block IO Page Cache and Storage | Purpose: Build an operator grade mental model of Linux filesystems, VFS objects, block IO, page cache behavior, and storage layers so that local experiments stay educational and production storage changes stay... | collection: linux-systems-engineering | readingTime: 10 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/filesystems-vfs-block-io-page-cache-and-storage
- [compendium:note] Linux Networking TCP IP Routing Firewalling and DNS | Purpose: Build an operator grade mental model of Linux networking, TCP/IP behavior, routing, firewalling, DNS resolution, and packet troubleshooting across learning hosts, production servers, and clusters. Related:... | collection: linux-systems-engineering | readingTime: 9 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/linux-networking-tcp-ip-routing-firewalling-and-dns
- [compendium:note] System Calls ABI libc and User Kernel Boundaries | Purpose: Explain the exact user kernel boundary in Linux: syscall ABI, libc wrappers, errno, vDSO, process creation, file descriptors, sockets, ioctls, seccomp, tracing, and what the stable ABI does and does not... | collection: linux-systems-engineering | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/system-calls-abi-libc-and-user-kernel-boundaries
- [compendium:note] systemd Boot Init Units Timers Journald and Services | Purpose: Build an operator grade mental model for systemd as PID 1, service supervisor, boot transaction engine, resource controller, and logging substrate, with clear differences between a local learning machine and... | collection: linux-systems-engineering | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/systemd-boot-init-units-timers-journald-and-services
- [compendium:note] Permissions Users Groups Capabilities and LSMs | Purpose: Build a production focused model of Linux identity, permissions, privilege boundaries, kernel isolation primitives, LSMs, host secrets, patching, and incident response, with explicit separation between local... | collection: linux-systems-engineering | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/permissions-users-groups-capabilities-and-lsms
- [compendium:note] cgroups Namespaces Containers and Runtime Isolation | Purpose: Build an operator grade mental model for Linux resource control, namespaces, container runtimes, and the real isolation boundary between a process on a local learning machine, a production Linux host, and a... | collection: linux-systems-engineering | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/cgroups-namespaces-containers-and-runtime-isolation
- [compendium:note] Observability Logs Metrics Tracing and Debugging | Purpose: Build an operator grade observability and debugging model for Linux hosts and clusters, connecting logs, metrics, tracing, profiling, packet inspection, and incident triage without confusing local experiments... | collection: linux-systems-engineering | readingTime: 19 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/observability-logs-metrics-tracing-and-debugging
- [compendium:note] Performance Engineering perf Flamegraphs and Capacity | Purpose: Build a production performance engineering playbook for Linux systems that connects capacity models, bottleneck discipline, sampling, perf, flamegraphs, off CPU analysis, and host or cluster profiling into... | collection: linux-systems-engineering | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/performance-engineering-perf-flamegraphs-and-capacity
- [compendium:note] Linux Security Hardening Secrets and Incident Response | Purpose: Build a production focused Linux hardening and incident response manual that extends the permissions and LSM model into service hardening, secrets handling, SSH, auditd, patching, CVE response, and bounded... | collection: linux-systems-engineering | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/linux-security-hardening-secrets-and-incident-response
- [compendium:note] Kernel Architecture Modules Drivers and Device Model | Purpose: Build a production grade mental model of Linux kernel architecture, modules, drivers, subsystem boundaries, concurrency primitives, crash signals, configuration, and build discipline without treating kernel... | collection: linux-systems-engineering | readingTime: 21 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/kernel-architecture-modules-drivers-and-device-model
- [compendium:note] eBPF Fundamentals Verifier Maps Programs and Helpers | Purpose: Build a production grade mental model of eBPF as constrained Linux kernel extension machinery, including verifier behavior, maps, helpers, program types, attach points, portability, tooling, and when not to... | collection: linux-systems-engineering | readingTime: 14 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/ebpf-fundamentals-verifier-maps-programs-and-helpers
- [compendium:note] eBPF Networking XDP TC Cilium and Service Dataplanes | Purpose: Explain eBPF networking as programmable packet and socket handling across XDP, TC, socket hooks, cgroup hooks, service dataplanes, Cilium style policy, and production debugging. 15 eBPF Networking XDP TC... | collection: linux-systems-engineering | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/ebpf-networking-xdp-tc-cilium-and-service-dataplanes
- [compendium:note] eBPF Observability Uprobes Kprobes Tracepoints and CO-RE | Purpose: Use eBPF observability safely for syscall, process, file, TCP, DNS, latency, off CPU, lock, and application tracing while managing overhead, privacy, portability, and production troubleshooting. 16 eBPF... | collection: linux-systems-engineering | readingTime: 13 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/ebpf-observability-uprobes-kprobes-tracepoints-and-co-re
- [compendium:note] Production Operations Troubleshooting and Runbooks | Purpose: Provide production safe Linux incident runbooks that separate local learning experiments from real host and cluster operations, with enough kernel, systemd, network, filesystem, and escalation detail to act... | collection: linux-systems-engineering | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/production-operations-troubleshooting-and-runbooks
- [compendium:note] Linux Ecosystem Tools and Learning Projects | Purpose: Turn Linux systems engineering into a practical tool map and project sequence that is safe on local learning machines, disciplined on production Linux hosts, and realistic for production clusters. Related... | collection: linux-systems-engineering | readingTime: 10 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/linux-ecosystem-tools-and-learning-projects
- [compendium:note] Linux Systems Engineering | Purpose: Map the Linux systems engineering knowledge base into a navigable field manual for deep Linux, kernel, container, performance, security, and eBPF mastery. Linux Systems Engineering This compendium treats Linux.… | collection: linux-systems-engineering | readingTime: 13 min | url: https://blog.victorbona.dev/compendium/linux-systems-engineering/linux-systems-engineering
- [compendium:collection] Node.js V8 Runtime Engineering | Node.js and V8 runtime notes on the event loop, JavaScript execution, V8 internals, memory, modules, packages, streams, networking, diagnostics, performance, security, and production operations. | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering
- [compendium:note] Node.js Runtime Mastery Roadmap | Purpose: Provide a staged mastery plan for learning Node.js as a runtime, V8 host, libuv application, package ecosystem, and production backend platform. 00 Node.js Runtime Mastery Roadmap The fastest route to deep... | collection: nodejs-v8-runtime-engineering | readingTime: 6 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/node-js-runtime-mastery-roadmap
- [compendium:note] Node.js Mental Model JavaScript Runtime V8 libuv and OS | Purpose: Build a production mental model of Node.js as a runtime boundary between JavaScript, V8, libuv, native code, and the operating system. Node.js Mental Model JavaScript Runtime V8 libuv and OS Related: Node.js... | collection: nodejs-v8-runtime-engineering | readingTime: 11 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/node-js-mental-model-javascript-runtime-v8-libuv-and-os
- [compendium:note] JavaScript Execution Model Call Stack Jobs Microtasks and Event Loop | Purpose: Explain how JavaScript execution, call stacks, jobs, microtasks, Node queues, and libuv event loop phases interact in real Node.js programs. JavaScript Execution Model Call Stack Jobs Microtasks and Event Loop.… | collection: nodejs-v8-runtime-engineering | readingTime: 8 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/javascript-execution-model-call-stack-jobs-microtasks-and-event-loop
- [compendium:note] V8 Engine Internals Parsing Ignition TurboFan JIT and Deoptimization | Purpose: Explain the V8 JavaScript execution pipeline from parsing through bytecode, tiering, optimization, and deoptimization with Node.js production implications. V8 Engine Internals Parsing Ignition TurboFan JIT and.… | collection: nodejs-v8-runtime-engineering | readingTime: 9 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/v8-engine-internals-parsing-ignition-turbofan-jit-and-deoptimization
- [compendium:note] V8 Memory Heap Garbage Collection Shapes and Performance | Purpose: Explain V8 heap behavior, garbage collection, object shapes, arrays, memory diagnostics, and production performance tradeoffs in Node.js. V8 Memory Heap Garbage Collection Shapes and Performance Related:... | collection: nodejs-v8-runtime-engineering | readingTime: 8 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/v8-memory-heap-garbage-collection-shapes-and-performance
- [compendium:note] Node.js Core Architecture Bootstrapping Bindings and Native Boundaries | Purpose: Build a field manual for how Node.js starts, how JavaScript crosses into native code, and how production systems should reason about bootstrapping, built ins, bindings, diagnostics, worker threads, and native... | collection: nodejs-v8-runtime-engineering | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/node-js-core-architecture-bootstrapping-bindings-and-native-boundaries
- [compendium:note] Modules CommonJS ESM Resolution Package Exports and TypeScript Interop | Purpose: Explain how Node.js resolves CommonJS, ES modules, package exports, conditional entry points, and TypeScript execution boundaries so module graphs in Node.js V8 Runtime Engineering remain predictable in... | collection: nodejs-v8-runtime-engineering | readingTime: 9 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/modules-commonjs-esm-resolution-package-exports-and-typescript-interop
- [compendium:note] npm pnpm yarn Packages Lockfiles Supply Chain and Monorepos | Purpose: Provide a production field guide to npm, pnpm, Yarn, package metadata, lockfiles, install modes, scripts, audit signals, supply chain controls, and monorepo workflows for Node.js V8 Runtime Engineering. 07 npm.… | collection: nodejs-v8-runtime-engineering | readingTime: 11 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/npm-pnpm-yarn-packages-lockfiles-supply-chain-and-monorepos
- [compendium:note] Async Programming Promises Async Await Timers and Cancellation | Purpose: Build a production mental model for Node.js async control flow: promises, async functions, event loop turns, timers, cancellation, and the failure modes that appear when these pieces are composed under load.... | collection: nodejs-v8-runtime-engineering | readingTime: 8 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/async-programming-promises-async-await-timers-and-cancellation
- [compendium:note] Streams Buffers Backpressure and Binary Data | Purpose: Make Node.js streams, buffers, backpressure, encodings, and binary data handling operationally predictable for services that move large data without exhausting memory. Streams, Buffers, Backpressure, and... | collection: nodejs-v8-runtime-engineering | readingTime: 6 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/streams-buffers-backpressure-and-binary-data
- [compendium:note] Filesystem Processes Signals Workers Cluster and Child Processes | Purpose: Connect Node.js runtime engineering to operating system boundaries: filesystem APIs, libuv threadpool pressure, processes, signals, worker threads, cluster, and child process supervision. Filesystem,... | collection: nodejs-v8-runtime-engineering | readingTime: 8 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/filesystem-processes-signals-workers-cluster-and-child-processes
- [compendium:note] Networking HTTP TLS DNS Sockets Undici and Fetch | Purpose: Field manual for building, tuning, debugging, and operating Node.js networking systems across Node.js V8 Runtime Engineering, raw sockets, UDP, DNS, HTTP, HTTP/2, TLS, Undici, and Fetch, with links forward to... | collection: nodejs-v8-runtime-engineering | readingTime: 11 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/networking-http-tls-dns-sockets-undici-and-fetch
- [compendium:note] Web Platform APIs in Node.js URL Blob Web Streams AbortController and Test Runner | Purpose: Field manual for using browser shaped APIs inside Node.js as production primitives, connecting Node.js V8 Runtime Engineering with 11 Networking HTTP TLS DNS Sockets Undici and Fetch, Web Streams, URL... | collection: nodejs-v8-runtime-engineering | readingTime: 8 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/web-platform-apis-in-node-js-url-blob-web-streams-abortcontroller-and-test-runner
- [compendium:note] Native Addons N-API WASM FFI and Embedding | Purpose: Field manual for crossing Node.js runtime boundaries with native addons, Node API, WebAssembly, WASI, experimental FFI, and embedding, grounded in Node.js V8 Runtime Engineering and connected back to 11... | collection: nodejs-v8-runtime-engineering | readingTime: 11 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/native-addons-n-api-wasm-ffi-and-embedding
- [compendium:note] Observability Diagnostics Inspector Tracing Profiling and Core Dumps | Purpose: Build a production diagnostic playbook for Node.js services that connects Node.js V8 Runtime Engineering, 15 Performance Engineering Benchmarking Flamegraphs GC and Event Loop Latency, diagnostics channels,... | collection: nodejs-v8-runtime-engineering | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/observability-diagnostics-inspector-tracing-profiling-and-core-dumps
- [compendium:note] Performance Engineering Benchmarking Flamegraphs GC and Event Loop Latency | Purpose: Provide a practical Node.js performance engineering manual for Node.js V8 Runtime Engineering that turns benchmarks, flamegraphs, GC evidence, event loop latency, profiles, and observability artifacts from 14... | collection: nodejs-v8-runtime-engineering | readingTime: 13 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/performance-engineering-benchmarking-flamegraphs-gc-and-event-loop-latency
- [compendium:note] Security Permissions Crypto Secrets Sandboxing and Dependency Risk | Purpose: Build a production security field manual for Node.js V8 Runtime Engineering that connects Node permissions, process boundaries, cryptography, Web Crypto, secrets, sandboxing, dependency supply chain, and... | collection: nodejs-v8-runtime-engineering | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/security-permissions-crypto-secrets-sandboxing-and-dependency-risk
- [compendium:note] Production Operations Deployment Containers Scaling and Runbooks | Purpose: Provide an operations field manual for Node.js V8 Runtime Engineering covering deployments, production Linux hosts, containers, clusters, scaling, readiness, graceful shutdown, incident runbooks, and the... | collection: nodejs-v8-runtime-engineering | readingTime: 11 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/production-operations-deployment-containers-scaling-and-runbooks
- [compendium:note] Node.js Ecosystem Frameworks Tooling and Learning Projects | Purpose: Map the Node.js ecosystem around Node.js V8 Runtime Engineering into practical framework choices, tooling decisions, package risk controls from 16 Security Permissions Crypto Secrets Sandboxing and Dependency... | collection: nodejs-v8-runtime-engineering | readingTime: 13 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/node-js-ecosystem-frameworks-tooling-and-learning-projects
- [compendium:note] Node.js V8 Runtime Engineering | Purpose: Index the Node.js, V8, JavaScript runtime, and production backend engineering compendium as a dense map from language semantics to production incident response. Node.js V8 Runtime Engineering This compendium... | collection: nodejs-v8-runtime-engineering | readingTime: 28 min | url: https://blog.victorbona.dev/compendium/nodejs-v8-runtime-engineering/node-js-v8-runtime-engineering
- [compendium:collection] Rust | Production-oriented Rust notes on ownership, types, traits, Cargo, performance, concurrency, async runtimes, unsafe code, macros, testing, architecture, systems programming, interoperability, and operations. | url: https://blog.victorbona.dev/compendium/rust
- [compendium:note] Rust Mastery Roadmap | Purpose: A deep learning sequence for becoming production capable in Rust, with prerequisites, exercises, diagnostic questions, project progression, and checklists that expose real mastery gaps. Rust Mastery Roadmap... | collection: rust | readingTime: 21 min | url: https://blog.victorbona.dev/compendium/rust/rust-mastery-roadmap
- [compendium:note] Rust Language Fundamentals | Purpose: Build a precise working model of Rust's core language surface so that syntax, types, control flow, pattern matching, containers, iterators, and error values become tools for writing correct systems code. Rust... | collection: rust | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/rust/rust-language-fundamentals
- [compendium:note] Ownership, Borrowing, and Lifetimes | Purpose: Build a rigorous model of Rust ownership, borrowing, lifetimes, interior mutability, and smart pointers so memory safety choices are deliberate in production code. Ownership, Borrowing, and Lifetimes Related... | collection: rust | readingTime: 13 min | url: https://blog.victorbona.dev/compendium/rust/ownership-borrowing-and-lifetimes
- [compendium:note] Types, Traits, and Generics | Purpose: build a production grade mental model for Rust's type system, trait system, generics, dispatch choices, and API boundaries so designs remain explicit, evolvable, and mechanically checked by the compiler.... | collection: rust | readingTime: 19 min | url: https://blog.victorbona.dev/compendium/rust/types-traits-and-generics
- [compendium:note] Error Handling and API Design | Purpose: design Rust APIs whose success paths, failure modes, conversions, diagnostics, and production contracts are explicit enough for libraries, applications, services, and operators to rely on. Error Handling and... | collection: rust | readingTime: 13 min | url: https://blog.victorbona.dev/compendium/rust/error-handling-and-api-design
- [compendium:note] Modules, Crates, Cargo, and Workspaces | Purpose: Build a production mental model for Rust package structure, module boundaries, Cargo manifests, dependency policy, feature design, workspaces, toolchains, documentation, and cross compilation. Modules, Crates,.… | collection: rust | readingTime: 13 min | url: https://blog.victorbona.dev/compendium/rust/modules-crates-cargo-and-workspaces
- [compendium:note] Memory Layout, Performance, and Zero-Cost Abstractions | Purpose: build a precise mental model for Rust memory layout, allocation, and performance so abstractions can stay readable without hiding expensive behavior. This note connects ownership, layout, caches, compiler... | collection: rust | readingTime: 19 min | url: https://blog.victorbona.dev/compendium/rust/memory-layout-performance-and-zero-cost-abstractions
- [compendium:note] Concurrency, Parallelism, and Synchronization | Purpose: build a production grade mental model for safe concurrent Rust: OS threads, message passing, shared state, atomics, trait bounds, lock behavior, parallel iterators, lock free ideas, and verification methods.... | collection: rust | readingTime: 18 min | url: https://blog.victorbona.dev/compendium/rust/concurrency-parallelism-and-synchronization
- [compendium:note] Async Rust, Futures, Tokio, and Runtimes | Purpose: explain async Rust as a cooperative state machine model, then connect futures, wakers, pinning, runtimes, Tokio, streams, cancellation, backpressure, web stacks, and production review practices. Async Rust,... | collection: rust | readingTime: 17 min | url: https://blog.victorbona.dev/compendium/rust/async-rust-futures-tokio-and-runtimes
- [compendium:note] Unsafe Rust and the Rust Memory Model | Purpose: explain what unsafe Rust permits, what it still forbids, and how to review unsafe abstractions for soundness under Rust's memory model. This note focuses on raw pointers, aliasing, initialization, pinning,... | collection: rust | readingTime: 18 min | url: https://blog.victorbona.dev/compendium/rust/unsafe-rust-and-the-rust-memory-model
- [compendium:note] Macros, Metaprogramming, and Procedural Macros | Purpose: Understand Rust macros as disciplined compile time code generation tools, including macro rules!, hygiene, token trees, procedural macros, derive macros, attribute macros, function like proc macros, syn,... | collection: rust | readingTime: 11 min | url: https://blog.victorbona.dev/compendium/rust/macros-metaprogramming-and-proc-macros
- [compendium:note] Testing, Verification, Benchmarking, and Tooling | Purpose: Build a rigorous Rust quality system that combines unit tests, integration tests, doc tests, property testing, fuzzing, snapshots, golden tests, contract tests, concurrency verification, Miri, sanitizers,... | collection: rust | readingTime: 13 min | url: https://blog.victorbona.dev/compendium/rust/testing-verification-benchmarking-and-tooling
- [compendium:note] Rust Design Patterns and Architecture | Purpose: Explain how serious Rust systems use types, ownership, traits, modules, and explicit boundaries to encode architecture, not just implementation details. Rust Design Patterns and Architecture Related notes:... | collection: rust | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/rust/rust-design-patterns-and-architecture
- [compendium:note] Systems Programming, Networking, and I/O | Purpose: explain Rust's production model for files, sockets, HTTP, serialization, and database access, with emphasis on ownership, backpressure, error handling, and operational review. Systems Programming, Networking,... | collection: rust | readingTime: 16 min | url: https://blog.victorbona.dev/compendium/rust/systems-programming-networking-and-io
- [compendium:note] FFI, Embedded Rust, WebAssembly, and Interoperability | Purpose: explain how Rust crosses language, device, browser, and constrained runtime boundaries through C FFI, generated bindings, WebAssembly, Embedded Rust, no std, alloc, and panic strategy design. FFI, Embedded... | collection: rust | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/rust/ffi-embedded-webassembly-and-interop
- [compendium:note] Production Rust Operations, Security, and Observability | Purpose: Describe how to operate Rust binaries and services in production, with concrete guidance for telemetry, configuration, secrets, shutdown, health, overload control, security hardening, supply chain integrity,... | collection: rust | readingTime: 16 min | url: https://blog.victorbona.dev/compendium/rust/production-rust-operations-security-and-observability
- [compendium:note] Rust Ecosystem Crates and Project Templates | Purpose: provide a practical map for choosing Rust crates and project templates across libraries, CLIs, services, async services, no std crates, FFI crates, and workspaces. Rust Ecosystem Crates and Project Templates... | collection: rust | readingTime: 11 min | url: https://blog.victorbona.dev/compendium/rust/rust-ecosystem-crates-and-project-templates
- [compendium:note] Rust | Purpose: Root navigation map for mastering Rust as a production systems language, linking the Rust compendium, adjacent vault knowledge, and the study order that turns language facts into engineering judgement. Rust... | collection: rust | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/rust/rust
- [compendium:collection] CPU LLM Inference Research | Research notes on CPU-native LLM inference, memory budgets, quantization, SIMD kernels, runtime architecture, model compatibility, benchmarks, Rust implementation strategy, and testing ladders. | url: https://blog.victorbona.dev/compendium/cpu-llm-inference
- [compendium:note] State of the Art - Open-Source CPU Inference Engines | State of the Art Open Source CPU Inference Engines Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model on 2 vCPUs, 6 GB RAM, 2–5 tokens/second Author: Research Agent Date: June 2025 1.... | collection: cpu-llm-inference | readingTime: 25 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/state-of-the-art
- [compendium:note] Memory Architecture for a 9B Model under 6 GB RAM | Memory Architecture for a 9B Model under 6 GB RAM Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model, 2 vCPUs, 6 GB RAM, 2–5 tok/s Author: Research Agent Date: June 2025 1. Introduction:.… | collection: cpu-llm-inference | readingTime: 26 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/memory-architecture
- [compendium:note] Quantization - Formats, Algorithms, and Quality Tradeoffs | Quantization Formats, Algorithms, and Quality Tradeoffs Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model, 2 vCPUs, 6 GB RAM, 2–5 tok/s Author: Research Agent Date: June 2025 1.... | collection: cpu-llm-inference | readingTime: 16 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/quantization-pipeline
- [compendium:note] CPU Compute Kernels - SIMD, Threading, and Throughput | CPU Compute Kernels SIMD, Threading, and Throughput Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model, 2 vCPUs, 6 GB RAM, 2–5 tok/s Author: Research Agent Date: June 2025 1.... | collection: cpu-llm-inference | readingTime: 14 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/compute-kernels
- [compendium:note] Runtime Architecture - Scheduling, Batching, and Request Handling | Runtime Architecture Scheduling, Batching, and Request Handling Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model, 2 vCPUs, 6 GB RAM, 2–5 tok/s Author: Research Agent Date: June 2025 1..… | collection: cpu-llm-inference | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/inference-engine-architecture
- [compendium:note] Target Model Architectures - 9B Class Models in Detail | Target Model Architectures 9B Class Models in Detail Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model, 2 vCPUs, 6 GB RAM, 2–5 tok/s Author: Research Agent Date: June 2025 1.... | collection: cpu-llm-inference | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/model-architecture-compatibility
- [compendium:note] Benchmarking Landscape and Realistic Performance Targets | Benchmarking Landscape and Realistic Performance Targets Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model, 2 vCPUs, 6 GB RAM, 2–5 tok/s Author: Research Agent Date: June 2025 1.... | collection: cpu-llm-inference | readingTime: 12 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/benchmarks-and-baselines
- [compendium:note] Implementation Roadmap and Open Problems | Implementation Roadmap and Open Problems Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model, 2 vCPUs, 6 GB RAM, 2–5 tok/s Author: Research Agent Date: June 2025 1. Recommended... | collection: cpu-llm-inference | readingTime: 15 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/implementation-roadmap
- [compendium:note] Rust for LLM Inference - Ecosystem Readiness, Crate Landscape, and Gap Analysis | Rust for LLM Inference Ecosystem Readiness, Crate Landscape, and Gap Analysis Research Program: CPU Native LLM Inference Runtime Target Spec: 9B parameter model, 2 vCPUs, 6 GB RAM, 2–5 tok/s Author: Research Agent... | collection: cpu-llm-inference | readingTime: 22 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/rust-ecosystem
- [compendium:note] Theoretical Frontiers - Novel Methods and Unprecedented Approaches for CPU LLM Inference | Theoretical Frontiers Novel Methods and Unprecedented Approaches for CPU LLM Inference Research Program: CPU Native LLM Inference Runtime Author: Research Agent Date: June 2025 > "The question is not what is... | collection: cpu-llm-inference | readingTime: 28 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/theoretical-frontiers
- [compendium:note] Testing Model Registry - From Tiny to Maximum | Testing Model Registry From Tiny to Maximum Research Program: CPU Native LLM Inference Runtime Date: June 2025 Philosophy: Progressive Testing As we implement the runtime, we test against increasingly larger models.... | collection: cpu-llm-inference | readingTime: 11 min | url: https://blog.victorbona.dev/compendium/cpu-llm-inference/testing-model-registry

## Notes for LLMs
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