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The notes of Justin Abrahms

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  • Welcome to my digital brain

    Feb 16, 2026

    • Abstract Data Types

      Feb 16, 2026

      • math
    • Agentic LLM

      Feb 16, 2026

          • An overview of python data science libraries
          • attention (machine learning)
          • ChatGPT
          • Deep Learning
          • Differential Privacy
          • far-away tokens
          • GPT-3
          • Gradient-Boosted Decision Trees
          • LLMs
          • policy gradient algorithms
          • Provenance of ML training data
          • Proximal Policy Optimization
          • Recursive Neural Net
          • Reinforcement Learning from Human Feedback (RLHF)
          • supervised machine learning
          • transformer network
          • Broken Treaties, OPB
          • CS260 Data Structures
          • Native Oregonians
          • PSU Data Science
          • Utmost good faith
          • Accelerate
          • An ideal pipeline
          • An idealized developer day
          • automated canaries with spinnaker
          • backstage
          • Backstage
          • batch size
          • CD maturity model
          • cdCon
          • cdcon 2022 trip report
          • cdcon keynotes
          • continuous delivery
          • Continuous Delivery Foundation (CDF)
          • continuous integration
          • continuous testing
          • DevOps Enterprise Journal, Spring 2021
          • devshell
          • flow framework
          • github pull request querying
          • How we revolutionized developer experience with 3.5 platform engineers
          • Little's Law
          • loosely coupled architecture
          • Maturity Model
          • Nix
          • Open Feature
          • Open Feature Summit
          • otel and cd pipelines
          • otel and tests
          • platform engineering
          • psycological safety
          • quality practices
          • SPACE framework for developer productivity (forsgren)
          • Survey design for Accelerate
          • Team Topologies
          • tech debt workshop
          • Test Driven Development
          • testing
          • Trunk-based development
          • unit of work in modern delivery
          • Westrum orgnizational culture
            • enterprise-roadmap-to-sre-diff
            • launchdarkly-oreilly-effective-feature-management-diff
            • OReilly_Continuous_Delivery_In_The_Wild-diff
            • README
            • The DevOps Handbook-[Gene Kim]-diff
          • 2026-01-31-knowledge-synthesis
          • 2026-01-31-orphan-analysis
          • 2026-02-12-knowledge-edge-map
          • 2026-02-12-weekly-review
          • hub-platform-engineering
          • hub-system-design
          • Knowledge Diff - Obsidian Vault vs. Reference Corpus
          • periodic-prompts
          • research-suggestions
            • Additive Rule of Probability
            • Analysis of variance
            • bayes' theorem
            • Behavioral Sciences Stats
            • Benford's Law
            • bernouli distribution
            • binomial distribution
            • blocking
            • box & whisker plot
            • Categorial Data Analysis
            • central tendency
            • chi-square procedure
            • coefficient of variation
            • Complements
            • conditional probability
            • Confidence Intervals
            • continuous random variables
            • correlation coefficients
            • Cramer's v
            • Critical Value
            • determining sample size
            • Discrete random variables
            • Eastern Oregon University (EOU)
            • frequency distribution
            • Generating math homework in latex from python
            • Hypergeometric random variables
            • Hypothesis Testing
            • independent-samples t-test
            • Introductory Statistic
            • linear regression (stats)
            • log-normal distribution
            • Machine Learning
            • measures of placement
            • Monte Carlo simulations
            • multiplicative rule of probability
            • n choose k
            • Non-parametric statistics
            • ogive graph
            • one-way ANOVA
            • ordinal data
            • pareto chart
            • Pearson Residuals
            • Percentiles
            • poisson distribution
            • Power (statistics)
            • power law distribution
            • probability of random selection
            • Quartiles
            • R (programming language)
            • random variables
            • Range
            • related-samples t-test
            • Sampling
            • Sampling Distributions
            • Sampling distributions of means
            • Sampling Error
            • Simpson's Paradox
            • single sample inferences
            • Standard Deviation
            • Standard Error
            • standard error of the estimate
            • standard normal curve
            • STAT 361 Intro to Statistical Methods
            • statistics
            • statistics definitions
            • stats in python
            • survivorship bias
            • t-distribution
            • t-tests
            • Threats to external validity
            • Threats to internal validity in experiments
            • tidyverse
            • Trustworthy Online Controlled Experiments
            • two sample comparison
            • two-way ANOVA
            • Twyman's Law
            • Wilcoxon rank sum tests
            • z-score
          • anti-derivatives / anti-differentiation / integration
          • Calculating arc length and surface area
          • Calculating areas and volumes
          • calculus
          • Central Limit Theorem
          • Chebyshev's Inequality Theorem
          • definite integrals
          • degree
          • degrees of freedom
          • derivatives / differentiation
          • displacement
          • division by polynomials
          • Elementary Matrices
          • Empirical Rule
          • Fundamental theorem of calculus
          • Gaussian Elimination
          • geometry
          • Homogeneous Equations
          • Integration by Parts
          • Integration via Pythagorian Identity
          • L'Hopital's Rule (LHR)
          • Linear Algebra
          • Linear Equations
          • linear interpolation
          • Linear Transformations
          • logarithms
          • Math
          • Matrix Addition, Scalar Multiplication, and Transposition
          • Matrix Inverses
          • Matrix Multiplication
          • Matrix-Vector Multiplication
          • Mean Value Theorem of Differentiation
          • Partial Fractions
          • perfect square
          • Projections and Planes
          • Solutions for Systems of Linear Equations & elementary operations
          • The Cofactor Expansion
          • Trigonometric Integrals
          • trigonometric substitution
          • Trigonometry
          • u-substitution
          • Vectors and Lines
          • telemetry in async use-cases
          • authentic participation for companies
          • CHAOSS (Community Health Analytics for Open Source Software)
          • commercial positioning of opensource software
          • community analysis of open source
          • FOSSy
          • InnerSource
          • Linux Foundation
          • Marketing is Essential for Open Source Projects
          • Open Source
          • Open Source Summit
          • OSPO (TODO) group
          • OSPO at GitHub
          • OSPOcon
          • outreachy
          • TRUE cost of open source
          • Using CHAOSS to measure risk in your portfolio
          • Bitswap
          • blockchain
          • Bluesky
          • CBOR
          • Challenges in open, self-sovereign identity
          • Common Crawl
          • consistent hashing
          • Content Addressible aRchive
          • Content Identifier
          • DAG-CBOR
          • Decentralized Autonomous Organization
          • DID
          • DID Document
          • DID placeholder
          • DID Resolution
          • Distributed Hash Table
          • DNSlink
          • Ethereum
          • Ethereum Oracles
          • FileCoin
          • Fission Labs
          • Hash Addressible Mapped Trie
          • Inter-planetary File System
          • Inter-Planetary Name System
          • InterPlanetary Linked Data
          • IPFS blocks
          • IPFS pinning
          • IPVM
          • iroh
          • Jellyfish
          • JSON-LD
          • kubo
          • Legality of DAOs
          • libp2p
          • Link Record
          • Mesh Networking
          • non-custodial wallets
          • Non-Fungible Token
          • overlay network
          • Petnames
          • Protocol Labs
          • Read Write Own
          • Regenerative Finance (ReFi)
          • scale-free networks
          • Secure Scuttlebutt
          • Self-sovereign identity
          • Ten Principles of Self-Sovereign Identity
          • UnixFS
          • User controlled Authorization Networks (UCAN)
          • verifiable data registry
          • Version Map
          • Web 3
          • Web-Native File System
          • web3.storage
          • Zero Knowledge Proofs (ZKP)
          • Zooko's Triangle
            • How to Effectively Refine Engineering Strategy.
            • Looking Under the Lamppost
            • nanolangdocsSHADOW_TESTS.md at Main · JordanhubbardNanolang
            • StrongDM Software Factory
          • Automated SLSA evaluation
          • certificate authority
          • chainguard
          • End-to-End Encryption
          • Evil32
          • GUAC
          • Hierarchy of Supply Chain needs
          • Key Sharding
          • OAuth
          • OpenSSF
          • SAST tooling
          • sbom scorecard
          • Secure Quick Reliable Login
          • security
          • SemGrep
          • shift left on security
          • SLSA
          • Software Bill of Materials (SBOM)
          • Supply Chain Security
          • tekton & supply chain security
          • Workload Identity Federation
          • book review
          • Butt-conf
          • co-ops
          • Cory Doctorow
          • Digital Minimalism
          • Projection Mapping
          • protopia
          • solarpunk
          • Solarpunk Manifesto
          • subsidiarity
          • Walkaway
          • Adding ssh keys into gcp instance
          • alarm severity
          • availability
          • Business Continuity / Disaster Recovery
          • CAP theorem
          • Certified Kubernetes Application Developer (CKAD)
          • CNCF TAG observability
          • configuration management
          • Consul
          • Consul leader election
          • Container Network Interface (CNI)
          • Custom K8s Controller
          • Custom Resource Definition
          • day1/day2 operations w/ cncf
          • disaggregated storage
          • Docker Logging
          • dynamic provisioning of pods in k8s
          • eBPF
          • Essential patterns for designing and implementing your operator
          • Far from the Shallows: The Value of Deeper Incident Analysis
          • Followship: a proposed model of incident organizations
          • Good alerts
          • Google Cloud Platform
          • How to take Prometheus Planet Scale
          • incident archeology
          • incident severity
          • k8s finalizers
          • k8s services
          • KubeconNA 2022
          • KubeconNA 2024
          • kubernetes
          • kustomize
          • latency is not normal(ly distributed)
          • Nomad machine migration
          • Open Telemetry
          • open telemetry and open tracing merge
          • Open Tracing
          • open tracing/telemetry in async use-cases
          • post-incident analysis
          • Prometheus
          • prometheus
          • Runtime secrets management
          • scaling event streaming applications
          • service account (k8s)
          • Service Levels
          • SRE
          • SREcon
          • SREcon 2023 trip report
          • Sustainability the container native way
          • synthetic testing (CXA)
          • wireshark
          • Abstract Data Types
          • Agentic LLM
          • Analysis of Umatilla Reservation Report, 1868
          • Apollo
          • Build vs Buy decision frameworks
          • Building a HFT system w/ go and java (coinbase)
          • c4 model (diagramming)
          • Calculating velocity
          • chess
          • Clustering within org-roam notes
          • Coding agents
          • coffee shuffles
          • Community detection in graphs
          • Conferences
          • Consensus Clustering
          • Context Engineering
          • Continuing Education
          • counting inbound org-roam links
          • CSAM
          • Customer Interviews
          • Definition of Done
          • Domain ownership model
          • Dunbar's number
          • DX
          • DX at Thrive
          • Emacs
          • Embeddings
          • engineering vs science in product development
          • Escaping the Rewrite Trap
          • Etsy Search Algorithms
          • Expectations of an Engineering Manager
          • Exporting org-roam to quartz
          • fake door experiment
          • Feature Flags
          • Figuring out owners for github repos
          • Fun German sayings
          • Gathering customer feedback
          • generating connections within org-roam
          • GraphQL
          • GraphQL Schema Governance
          • Hyrum's Law
          • kanban
          • Knight movement
          • knots
          • knowledge-base
          • Learning through Writing
          • Localization
          • London System
          • Managing Diversity
          • Martin Fowler
          • mass-download of gitlab data
          • Monte Carlo forecasting (project planning)
          • Objective Key Results
          • Octave
          • Ollama
          • OpenAPI
          • Orchestrated Agentic LLMs
          • org roam
          • org-roam tags
          • pareto principal
          • Peer-Responsible quality
          • PERT estimation
          • Platform Strategy
          • practica
          • Product Lead Growth
          • QA
          • questions to ask in an interview
          • rands leadership slack
          • Recursive Language Model
          • Retrieval-Augmented Generation
          • Rust
          • Rust macros
          • Rust on Nix
          • saga pattern
          • scaling governance across the enterprise
          • SOPS
          • Sprint Ceremony input/outputs
          • Sprint planning
          • Story points
          • StrongDM’s Software Factory
          • take rate
          • Technical Debt
          • tests for quartz
          • The Anthropic hive mind
          • Things I find myself repeating
          • transformational leadership
          • Types of LLM prompts
          • USDS
          • user story mapping
          • Vector Databases
          • videos
          • walk in graphql
          • Weekly status reporting
          • Word Vectors
          • wow specifications
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        p2p

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        kubo

        kubo

        Feb 16, 20261 min read

        It’s a go based IPFS server. See also iroh and web3.storage


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