Knowledge · Tools · Commons · Care — a reading list
Reading List
A working library on tacit and formal knowledge, the craft of building humane tools, and the systems and commons they live in — organized by motif and ordered to read top to bottom.
40Books, in order
11Motifs
3Movements
How this is organized. One reading order, grouped by motif and arranged in three movements — Foundations (the nature of knowledge, technology, and learning), Building (the craft of making tools well), and Stakes (the world those tools enter). Read roughly top to bottom; the sequence is deliberate, and each motif leans on the ones before it.
Because much of this is listened to rather than read, every card flags how audio-friendly it is — Excellent, Good, Moderate, or Skip — and the dropdown offers lighter routes (a talk, lecture, documentary, or essay) where the prose is dense. Optional marks a book that overlaps another; Reference marks one to consult rather than read cover-to-cover.
Part I
Foundations
Why build this way — the nature of knowledge, technology, and learning.
Tacit & Formal Knowledge
The mētis / epistēmē spine: what can be made explicit, and what only lives in practice.
1
The Tacit Dimension
The origin of “tacit knowledge” as a formal idea: we know more than we can tell, and the deepest knowledge can’t be fully made explicit without being destroyed.
2
The Reflective Practitioner
How skilled practitioners actually think — reflecting in action, reframing the problem on the fly — and why the “apply theory to practice” model fails in messy real work.
3
Thinking, Fast and Slow
The two-system model of mind: fast intuition versus slow deliberation, and the biases that follow. The cognitive substrate beneath judgment and expertise.
Technology, Technique & Conviviality
Technology as ideology; tools that liberate versus tools that create dependency.
4
Technopoly
Technology as ideology: how a culture can quietly surrender its values to technique and efficiency, redefining knowledge and purpose along the way.
5
Tools for Conviviality
The distinction at the heart of tool design: convivial tools expand human autonomy; industrial tools manufacture dependency past a certain scale.
6
Deschooling Society
Illich’s case that institutional schooling confuses teaching with learning, and his sketch of decentralized “learning webs.”
7
Computer Power and Human Reason
From the creator of ELIZA: the gap between what computers can do and what they should be entrusted with — a critique of computational reason from inside the field.
8
The Design of Everyday Things
Affordances, signifiers, feedback, mapping — why usability failures are design failures, and how to design for how people actually behave.
Learning as Participation
Education as social participation, and the long history of trying to automate it.
9
Democracy and Education
Education as how a society renews itself; learning as experiential and continuous with life; democracy as a mode of shared, communicated experience.
10
Situated Learning
Learning as participation: newcomers move from the edge toward the center of a community of practice. Knowledge is situated in activity, not transferred abstractly.
11
Teaching Machines
The century-long history of teaching machines, from Skinner onward — the recurring dream of automating instruction, and what it keeps getting wrong.
Part II
Building
How to make tools well — craft, systems, security, and AI.
The Craft of Software & Design
Managing complexity: how durable, legible systems get designed.
12
A Pattern Language
A generative vocabulary of 253 design patterns, each a recurring problem-in-context and a reusable solution. The book that gave software its “design patterns” and the wiki.
13
A Philosophy of Software Design
A short, opinionated case for fighting complexity with deep modules and narrow interfaces — design judgment over rules.
14
Clean Architecture
The dependency rule: keep business logic at the center and frameworks and hosts at the replaceable edges.
15
Design Patterns
The original catalog of reusable object-oriented patterns — a reference to skim, not read cover-to-cover.
16
Domain-Driven Design
Modeling complex domains around a shared language with the people who know them; the strategic-design half is the durable part.
Systems, Data & Reliability
How robust systems store data, scale, and stay up.
17
Designing Distributed Systems
Reusable patterns for distributed systems, one per chapter — the building blocks of resilient services.
18
Designing Data-Intensive Applications
The definitive tour of how modern data systems work — storage, replication, partitioning, consistency, and streams.
19
Site Reliability Engineering
Google’s handbook on running production systems — SLOs, error budgets, toil. A reference to dip into.
20
Building Microservices
How to split systems into independently deployable services, and the trade-offs that come with it.
Security, Trust & Isolation
Keeping systems dependable under adversarial pressure.
21
Security Engineering
The field’s reference work on building systems that stay dependable when someone is trying to break them — threat models, isolation, least privilege.
22
Container Security
How containers actually isolate (namespaces, cgroups, seccomp) and how that isolation fails — the concrete how of running untrusted code.
23
Principles of Computer System Design
The deep principles behind system design — abstraction, naming, the end-to-end argument, least privilege.
AI & Alignment
Machine learning, its limits, and the problem of optimizing the right thing.
24
The Alignment Problem
How machine-learning systems come to do what we didn’t mean — bias, mis-specified objectives, value misalignment. In one light, the legibility problem in new clothes.
25
AI Engineering
Building applications on top of foundation models — evaluation, adaptation, and the engineering around the model.
26
Designing Machine Learning Systems
The broader picture: data, deployment, and monitoring for production machine learning.
27
Building Intelligent Interactive Tutors
The academic foundations of intelligent tutoring systems — how to model a learner and adapt instruction to them.
Part III
Stakes
The world these tools enter — commons, attention, power, and care.
The Commons & Open Production
Collective governance, open source, and resisting capture.
28
Working in Public
What open-source maintenance actually looks like, and why sustaining a digital commons is a governance problem, not just a code problem.
29
The Internet Con
A constructive argument for interoperability as the lever to break platform lock-in and hand power back to users.
30
Producing Open Source Software
The operational manual for running a healthy open-source project — process, community, governance.
Attention, Platforms & Extraction
How platforms capture attention and extract value.
31
The Attention Merchants
A century of the attention-capture business model: harvest attention with free content, resell it to advertisers, repeat across each new medium.
32
Weapons of Math Destruction
How opaque, large-scale algorithms encode the past and entrench inequality while appearing objective.
33
Who Owns the Future?
The “siren server” critique: how data-hoarding network hubs concentrate wealth and hollow out the middle class.
Power, Cities & Deep History
Bureaucracy, urban life, and the deep history of how humans organize.
34
The Death and Life of Great American Cities
The case against top-down planning and for the organic, mixed-use vitality of cities — “eyes on the street” and organized complexity.
35
The Utopia of Rules
On bureaucracy and “structural stupidity” — why rules backed by force flatten understanding, and why we find them perversely appealing.
36
The Dawn of Everything
A deep-history argument that humans have always experimented with many social forms — the “inevitability” story is wrong, and we are freer than we assume.
Strategy, Care & Practice
How to act well — strategy, trust, care, and emergent change.
37
Good Strategy Bad Strategy
The kernel of real strategy — diagnosis, guiding policy, coherent action — and how to tell it from goals dressed up as a plan.
38
The Trusted Advisor
How professionals earn trust: the trust equation, and why advising is as much emotional as technical.
39
The Care Manifesto
A case for care as the organizing principle of society at every scale — kinship, community, economy, planet.
40
Emergent Strategy
Adaptive, decentralized organizing modeled on how complex systems change — “small is all,” move at the speed of trust.
11Motifs
24Connections
3Movements
The motifs. These are the recurring threads that run through the whole list — the reason a book about cities and a book about bureaucracy belong on the same shelf. Each is defined below; the map shows how they connect. Hover or tap a motif to light its links, and follow a connection to jump to it.
Hover or tap a motif
Mētis
Practical, tacit, situated know-how — the knowledge that lives in doing and resists being fully written down. The counterpart to epistēmē, formal codified knowledge, and the spine of this list.
Connects to
Pedagogy — tacit knowledge transmits through participation, not transmission
Power — legibility flattens local knowledge — institutions destroy mētis by standardizing it
AI — alignment is the legibility problem again: you optimize the measurable, not the mētis
Craft — good tools amplify a practitioner’s tacit judgment instead of replacing it
Practice — mētis lives in, and is exercised through, practice
Conviviality — convivial tools keep human judgment central — the ethic that protects mētis
Systems
Seeing wholes rather than parts: stocks, flows, feedback loops, leverage points. Behavior emerges from structure, so you change a system by changing its structure.
Connects to
Power — bureaucracy’s “structural stupidity” is a systems property
Commons — a commons is a common-pool system; its rules manage feedback
Attention — platform decay and algorithmic harm are feedback loops, not accidents
AI — ML systems are complex systems that drift — design for the loop
Craft — software craft is systems thinking at the code level
Security — security is an emergent system property, not a bolted-on feature
Commons
Resources held and governed collectively — code, knowledge, infrastructure. How groups sustain shared things without enclosure or collapse.
Connects to
Conviviality — commons governance is the structural guarantee a tool stays convivial
Systems — a commons is a common-pool system; its rules manage feedback
Power — enclosure is a power move; commons governance resists capture
Practice — sustaining a commons is collective care and trust
Conviviality
Judging tools by one question: do they expand human autonomy, or manufacture dependency? Technology is never neutral.
Connects to
Mētis — convivial tools keep human judgment central — the ethic that protects mētis
Attention — the attention economy is the anti-convivial extreme
AI — some judgments shouldn’t be delegated to computation (Weizenbaum)
Commons — commons governance is the structural guarantee a tool stays convivial
Craft — design choices encode whether a tool liberates or constrains
Craft
The discipline of making well — managing complexity through clear interfaces, deep modules, and durable design. Judgment over rules.
Connects to
Mētis — good tools amplify a practitioner’s tacit judgment instead of replacing it
Conviviality — design choices encode whether a tool liberates or constrains
Systems — software craft is systems thinking at the code level
AI — building AI well is an engineering-craft problem
Security — isolation and least privilege are craft decisions
Pedagogy
How people actually learn — through participation, experience, and community, not transmission into an empty vessel.
Connects to
Mētis — tacit knowledge transmits through participation, not transmission
Power — education reproduces or challenges structural inequality
AI — AI tutoring is the sharpest case of automating teaching
Attention
The political economy of distraction: how platforms capture attention and data, monetize them, and decay as they do.
Connects to
Conviviality — the attention economy is the anti-convivial extreme
Systems — platform decay and algorithmic harm are feedback loops, not accidents
Power — controlling attention and data concentrates power
AI
Machine learning and the alignment problem — specifying objectives, the limits of optimization, and what shouldn’t be automated.
Connects to
Mētis — alignment is the legibility problem again: you optimize the measurable, not the mētis
Conviviality — some judgments shouldn’t be delegated to computation (Weizenbaum)
Systems — ML systems are complex systems that drift — design for the loop
Pedagogy — AI tutoring is the sharpest case of automating teaching
Craft — building AI well is an engineering-craft problem
Power
Bureaucracy, legibility, and institutional capture — who gets to define the categories, impose order, and decide what counts.
Connects to
Mētis — legibility flattens local knowledge — institutions destroy mētis by standardizing it
Systems — bureaucracy’s “structural stupidity” is a systems property
Commons — enclosure is a power move; commons governance resists capture
Pedagogy — education reproduces or challenges structural inequality
Attention — controlling attention and data concentrates power
Practice — acting well means navigating institutions and power
Practice
Acting well in the world: strategy, care, trust, and emergent, relational change. The know-how of doing, not just knowing.
Connects to
Mētis — mētis lives in, and is exercised through, practice
Commons — sustaining a commons is collective care and trust
Power — acting well means navigating institutions and power
Security
Keeping systems dependable when someone is trying to break them — isolation, least privilege, threat models, and trust boundaries.
Connects to
Systems — security is an emergent system property, not a bolted-on feature
Craft — isolation and least privilege are craft decisions
18Books finished
6Clusters
The ground already covered — grouped by theme. These inform everything in the reading list.
Just Completed
Failure to Disrupt
Justin Reich
Ed-Tech Evidence
Governing the Commons
Elinor Ostrom
Commons Governance
Exit, Voice, and Loyalty
Albert O. Hirschman
Institutional Feedback
Seeing Like a State
James C. Scott
Legibility
Systems & Platforms
Enshittification
Cory Doctorow
Platform Decay
Thinking in Systems
Donella Meadows
Systems Language
Institutions, Inequality & Power
The Quiet Coup
Mehrsa Baradaran
Institutional Capture
The New Jim Crow
Michelle Alexander
Structural Inequality
The Privileged Poor
Anthony Abraham Jack
Higher-Ed Inequity
Racism without Racists
Eduardo Bonilla-Silva
Systemic Racism
Nice White Ladies
Jessie Daniels
Race · Liberal Complicity
Education & Liberatory Pedagogy
Teaching to Transgress
bell hooks
Liberatory Education
We Want to Do More Than Survive
Bettina Love
Abolitionist Teaching
Why Are All the Black Kids Sitting Together in the Cafeteria?
Beverly Daniel Tatum
Racial Identity · Education
Sister Outsider
Audre Lorde
Power · Identity
Technology
Against Technoableism
Ashley Shew
Technology · Disability
Biased
Jennifer Eberhardt
Bias · Cognition
Health & Ethics
The Immortal Life of Henrietta Lacks
Rebecca Skloot
Medical Ethics