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Governance help for career changers

Changing direction into governance is mostly a translation problem: you already have skills, and they need to read as relevant. These 54 free entries help with both halves — the learning and the way you talk about it.

54 free entries on this topic · see all of them · search within the topic

Start here

The ones I hand people first. Pick one, finish it, then come back.

FreeReport
Technology & Ethics

Felony Bench

A benchmark and tracker that documents reported instances of AI agents undertaking activity characterized as illegal, ranking major AI labs by aggregated incident counts.

Why I recommend it: This is exactly the kind of uncomfortable accountability tool our field needs. I include it because we cannot have thoughtful conversations about AI deployment without looking at real-world harm.

#accountability#aggregator#ai#ai ethics#ai-ethics#ai-labs#ai-safety#benchmarks#ethics#free#governance#illegal-activity#regulation#research#risk#tech-ethics#technology#transparency
felonybench.comAdded Sep 9, 20260 opens
FreeWebsite
Technology & Ethics

Partnership on AI — resource library

Partnership on AI's open library of guidance, frameworks, and case studies on responsible AI: synthetic media, labor and the economy, AI safety, fairness, and inclusive AI development.

Why I recommend it: When you need a credible source instead of a hot take, cite these. The labor and economy work is the most useful set for career conversations about automation.

#accessibility#ai#ai ethics#ai-ethics#ai-safety#free#future-of-work#governance#labor#organization#policy#reading#regulation#research#resources#website
partnershiponai.orgAdded Sep 14, 20260 opens
FreeAI Tool
Technology & Ethics

abliteration.ai — Unrestricted AI API and Policy Gateway

An OpenAI-compatible API for unrestricted language models aimed at red teaming, security research, evaluations, and synthetic data, paired with a policy gateway for per-project keys, audit logs, and no data retention.

Why I recommend it: I keep this in the ethics shelf on purpose. Seeing how guardrails get removed for testing is the clearest way to understand why they matter in the tools you actually use at work.

#ai#ai ethics#ai-ethics#ai-tool#evaluation#free#governance#guardrails#llm#policy#red-teaming#regulation#research#security#tech-ethics#technology#tool
abliteration.aiAdded Sep 9, 20260 opens

Free courses and training

Self-paced, no cost, and finishable alongside a job.

FreeTraining Program
AI & Assistive Tools

AI Safety Fundamentals

A free structured course in AI alignment and AI governance — readings, exercises and facilitated cohorts. Self-paced version free to anyone.

From the site: Free online courses, grants, and intensive in-person programs from the leading talent accelerator for beneficial AI and societal resilience. Join 10,000+ alumni and start today.

Why I recommend it: The usual route in for people trying to move into safety work. The reading list alone is worth the visit even if you never join a cohort.

#ai ethics#ai-risk#ai-safety#alignment#career-change#course#free#governance#regulation#research#study#technology-and-ethics#training
BlueDot ImpactAdded Sep 17, 20260 opens

Where to look and who to ask

Boards, communities and organizations that post or point to real openings.

FreeOrganization
Technology & Ethics

AfriTAP — Africa Technology Assessment Platform

A regional platform for assessing new technologies from the perspective of African communities and policymakers.

Why I recommend it: Technology assessment led from the region rather than imported into it.

#africa#ai#ai ethics#assessment#free#global-south#governance#policy#regulation#research#tech-ethics#technology
assess.technologyAdded Sep 16, 20260 opens
FreeCommunity
Technology & Ethics

AI Alignment Forum

A community blog where researchers publish and debate technical AI alignment work, free and open to read.

From the site: A community blog devoted to technical AI alignment research

Why I recommend it: Dense reading, but this is where a lot of safety research is argued out in public before it reaches papers.

#academic#ai#ai ethics#ai-alignment#ai-ethics#ai-safety#community#free-resource#governance#machine-learning#regulation#research
alignmentforum.orgAdded Sep 17, 20260 opens
FreeOrganization
Technology & Ethics

Chatham House

The Royal Institute of International Affairs, an independent policy institute based in London, publishing research on international affairs, governance and technology.

From the site: Chatham House, the Royal Institute of International Affairs, is an independent policy institute based in London. Discover what we do, visit our website today.

#governance#international affairs#policy#regulation#research#think tank
Chatham House – International Affairs Think TankAdded Sep 18, 20260 opens
FreeOrganization
Technology & Ethics

DI.DAY — Digital Independence Day

A campaign encouraging people and institutions to reduce their dependence on a handful of large technology platforms.

Why I recommend it: Useful framing if you are trying to explain platform dependence to a non-technical audience.

#activism#ai#ai ethics#big-tech#campaign#digital-rights#free#governance#privacy#regulation#tech-ethics#technology
di.dayAdded Sep 16, 20260 opens
FreeOrganization
Technology & Ethics

Foundation for American Innovation

A technology policy institute publishing free reports and commentary on AI regulation, automation and the economics of emerging technology.

Why I recommend it: Free reports with a clear point of view — read them alongside the Turing Institute and AlgorithmWatch for a fuller picture.

#ai-policy#technology-policy#research#reports#automation#governance#ai#think-tank#economics#regulation
thefai.orgAdded Sep 17, 20260 opens
FreeOrganization
Technology & Ethics

Huniki Federation

A federated project building shared, community-governed AI infrastructure rather than a single company-owned platform.

Why I recommend it: An example of an alternative model, not just a critique of the current one.

#ai#ai ethics#alternatives#community#federated#free#governance#infrastructure#regulation#research#tech-ethics#technology
huniki.aiAdded Sep 16, 20260 opens
FreeOrganization
Technology & Ethics

Institute for AI Policy and Strategy (IAPS)

Research institute publishing free reports and analysis on AI governance, compute policy, security and international coordination.

Why I recommend it: Read this alongside the industry labs' own publications — it covers the governance side that vendor blogs tend to skip. All research is free to download.

#ai policy#governance#regulation#research#security#think tank
Institute for AI Policy and StrategyAdded Sep 21, 20260 opens
FreeOrganization
Technology & Ethics

METR

A research nonprofit that independently evaluates frontier AI models to measure what they can actually do and what risks that creates. Reports are free.

From the site: METR is a research nonprofit that evaluates frontier AI models to inform the public about their risks and capabilities.

Why I recommend it: One of the few independent evaluators. Read their reports before you trust a lab's own capability claims.

#ai#ai ethics#ai-risk#ai-safety#ethics#governance#model-evaluation#nonprofit#regulation#reports#research#transparency
metr.orgAdded Sep 17, 20260 opens
FreeOrganization
Technology & Ethics

Migration and Technology Monitor

A research project documenting the technologies used at borders and their effect on people who migrate.

Why I recommend it: Border technology is where the harshest systems get tested first.

#ai#ai ethics#borders#free#governance#human-rights#migration#regulation#research#surveillance#tech-ethics#technology
migrationtechmonitor.comAdded Sep 16, 20260 opens
FreeOrganization
Community & Government Resources

National Council of Nonprofits

The largest network of nonprofits in the U.S., offering free tools and guides widely used by community-based organizations running small business and economic development programs.

In plain terms: This resource provides practical tools, guides, and policy news for charitable and community organizations. You can use its dedicated job board to find nonprofit career opportunities across the country.

Why I recommend it: Essential if your venture is a nonprofit rather than an LLC.

#community-resources#free#governance#guides#nonprofit#organization#regulation#resources#social-impact
councilofnonprofits.orgAdded Aug 29, 20260 opens
FreeOrganization
Technology & Ethics

Open Source Initiative

The stewards of the Open Source Definition, with plain-language explanations of every approved licence and guidance on choosing one for your own project.

Why I recommend it: Read this before you publish code or a template — the license you pick decides what others can legally do with your work.

#ai#developer#documentation#entrepreneurship#governance#legal#licensing#nonprofit#open-source#regulation#standards
opensource.orgAdded Sep 17, 20260 opens
FreeOrganization
Technology & Ethics

Refugee Law Lab

A research group studying how technology is used in refugee and immigration systems, and the legal consequences.

Why I recommend it: Rigorous legal research on automated decisions in immigration.

#ai#ai ethics#borders#free#governance#human-rights#legal#migration#regulation#research#tech-ethics#technology
refugeelab.caAdded Sep 16, 20260 opens

Tools you can use today

Things that do part of the work for you, free to use.

FreeWebsite
Technology & Ethics

AI Political Field Guide

Guide mapping the political actors, coalitions, and arguments shaping AI policy.

Why I recommend it: Helpful for seeing who is actually funding the AI debate you read about every day.

#advocacy#ai#ai ethics#ai-ethics#ai-policy#free#funding#governance#policy#regulation#research#resources#tech-ethics#technology#website
aipoliticalfieldguide.orgAdded Sep 12, 20260 opens
FreeWebsite
Technology & Ethics

AI Resist List

A directory of grassroots efforts pushing back on large-scale AI — protests, alternatives, trackers and accountability projects, organized by the systems they target.

Why I recommend it: The single best starting point if you want to know who is organizing around AI harms, not just writing about them.

#accountability#activism#ai#ai ethics#ai-ethics#directory#free#governance#regulation#research#tech-ethics#technology
airesistlist.orgAdded Sep 16, 20260 opens
FreeWebsite
Technology & Ethics

decolonize.digital

A research and publishing project on digital colonialism — who owns infrastructure, data and platforms, and who is extracted from.

Why I recommend it: Shifts the ethics conversation from bias in models to ownership of infrastructure.

#ai#ai ethics#data#decolonial#free#global-south#governance#infrastructure#regulation#research#tech-ethics#technology
decolonize.digitalAdded Sep 16, 20260 opens
FreeWebsite
Technology & Ethics

First Monday

A long-running peer-reviewed, fully open-access journal on the internet and society — platform power, digital labour, privacy, AI governance and online community research.

From the site: First Monday is one of the first openly accessible, peer–reviewed journals on the Internet, solely devoted to the Internet.

Why I recommend it: Free peer-reviewed research with no paywall — a good citation source when you need something stronger than a blog post.

#academic#ai ethics#ai-ethics#digital-labour#governance#internet-studies#journal#open-access#peer-reviewed#privacy#regulation#research
firstmonday.orgAdded Sep 17, 20260 opens
FreeWebsite
Technology & Ethics

Harmonic Security Resources

Research, guides, reports, and customer stories on AI governance, agents, data protection, and generative AI security.

From the site: Explore Harmonic Security AI resources: research, guides, reports, blogs, and customer stories on AI governance, agents, data protection, and GenAI security.

Why I recommend it: Free resource library from Harmonic Security; the company also sells enterprise AI security products.

#ai ethics#ai-security#data-protection#generative-ai#governance#regulation#research
harmonic.securityAdded Sep 19, 20260 opens
FreeWebsite
Technology & Ethics

Surveillance Watch

An interactive map of surveillance technology companies, their funders and the governments that buy from them.

Why I recommend it: The clearest picture I have found of who sells surveillance tools and who pays for them.

#accountability#ai#ai ethics#free#governance#mapping#privacy#regulation#research#surveillance#tech-ethics#technology
surveillancewatch.ioAdded Sep 16, 20260 opens
FreeWebsite
Research & Papers

The GovLab

The Governance Lab's research, publications and programs on how institutions can govern more effectively and legitimately through technology and data.

#government#governance#data#research#civic-tech
thegovlab.orgAdded Sep 28, 20260 opens
FreeWebsite
Technology & Ethics

The Seasteading Institute

A nonprofit founded in 2008 that promotes building autonomous floating communities in the ocean as a way to experiment with new forms of government. Its site hosts articles, research, and project updates.

#seasteading#governance#politics#libertarianism#future
seasteading.orgAdded Sep 27, 20260 opens
FreeWebsite
Technology & Ethics

Transformer Elections Tracker

Tracker following how AI policy shows up in elections and candidate positions.

#ai#ai ethics#ai-ethics#ai-policy#elections#free#governance#policy#regulation#resources#tech-ethics#technology#tracker#website
elections.transformernews.aiAdded Sep 12, 20260 opens

Reading and background

Short pieces worth the twenty minutes before you commit to anything bigger.

FreeArticle
Technology & Ethics

AI Agents Now Have a Place to Snitch

TechCrunch report on the new hotline that invites AI agents themselves to report unsafe or unethical instructions they are given, and what researchers hope to learn from it.

Why I recommend it: Useful background on how AI safety work is actually being done in public — good context if you want to talk credibly about AI oversight.

#accountability#ai#ai ethics#ai-agents#ai-ethics#ai-safety#governance#journalism#oversight#redwood-research#regulation#research#technology-news
techcrunch.comAdded Sep 16, 20260 opens
FreeArticle
Technology & Ethics

AI Systems Are Getting More Powerful. The Ability to Verify Must Keep Pace.

Jake Taylor argues that public, standardized AI testing with formal reasoning checks is needed to close the widening "verification asymmetry" between AI capability and oversight.

Why I recommend it: If you want to work in AI governance or assurance, this is the vocabulary hiring managers use — verification, benchmarks, interpretability.

#ai#ai ethics#ai-ethics#ai-policy#ai-safety#article#caisi#free#governance#nist#policy#reading#regulation#standards#tech-ethics#tech-policy-press#technology#verification
techpolicy.pressAdded Aug 30, 20260 opens
FreeBlogBlog
Technology & Ethics

AISI Blog

The UK AI Security Institute blog, sharing research and work to enable advanced AI governance.

From the site: View AISI research and work. The AI Security Institute is a directorate of the Department of Science, Innovation, and Technology that facilitates rigorous research to enable advanced AI governance.

#ai ethics#AI safety#blog#governance#regulation#research#UK
AI Security InstituteAdded Sep 18, 20260 opens
FreeBlog
Technology & Ethics

Alan Turing Institute Blog

Research commentary from the UK's national institute for data science and AI, covering AI safety, public-sector deployment, health data and the social impact of automated systems.

Why I recommend it: Solid, evidence-based writing on AI policy — a useful counterweight to vendor blogs.

#academic#ai#ai ethics#ai-ethics#ai-policy#ai-safety#data-science#governance#public-interest#regulation#research#uk
turing.ac.ukAdded Sep 17, 20260 opens
FreeReport
AI & Assistive Tools

An Overview of Catastrophic AI Risks

A structured survey of the risks — malicious use, competitive pressure, organizational failure, and systems pursuing goals of their own — with the evidence for each. Free to read.

From the site: There are many potential risks from AI. CAIS focusses on mitigating risks that could lead to catastrophic outcomes for society, such as bioterrorism or loss of control over military AI systems.

Why I recommend it: The best single map of the different worries, which are usually mashed together into one. Written by a safety organization, so read it as advocacy with citations.

#ai ethics#ai-policy#ai-risk#ai-safety#alignment#free#governance#overview#reading#regulation#research#technology-and-ethics
Center for AI SafetyAdded Sep 17, 20260 opens
FreeVideo
Technology & Ethics

Better Understanding AI Narratives — Pillars of Support

A talk explaining how large systems depend on cooperation from many institutions, applied to technology power.

Why I recommend it: Useful mental model for where pressure on AI companies actually works.

#ai#ai ethics#free#governance#narrative#organizing#power#reading#regulation#strategy#tech-ethics#technology
youtube.comAdded Sep 16, 20260 opens
FreeReport
Technology & Ethics

Compute — Why It Matters (Tony Blair Institute)

The Tony Blair Institute's hub explaining compute — the hardware, software and infrastructure stack that stores, processes and moves data at scale — and arguing that access to it now determines which countries and public services can use AI at all. Collects its work on infrastructure, digital skills, regulation and international collaboration.

Why I recommend it: Useful for the plain definition and for seeing how governments are being asked to think about this. It is advocacy, not neutral analysis: the Institute campaigns for rapid state adoption of technology and is funded in part by technology donors, so it rarely dwells on the land, water and electricity costs that the same build-out imposes locally. Read it alongside the data-center cases on our impacts page.

#compute#data-centres#governance#infrastructure#policy#regulation#research
institute.globalAdded Sep 23, 20260 opens
FreeDocument
Technology & Ethics

Countering AI Inevitability — Framework

An open-access framework for questioning the claim that current AI development is inevitable and cannot be steered.

Why I recommend it: Hand this to anyone who says "this is happening whether we like it or not".

#ai#ai ethics#ai-ethics#framework#free#governance#policy#reading#regulation#research#tech-ethics#technology
zenodo.orgAdded Sep 16, 20260 opens
FreeBlog
Technology & Ethics

Dario Amodei's Essays

Long-form essays from Anthropic's CEO on AI capability, safety, economics and policy, published free in full.

Why I recommend it: Read these directly rather than through summaries — they are the source most AI-safety coverage is quoting.

#ai#ai ethics#ai-ethics#ai-policy#ai-safety#anthropic#economics#essays#governance#leadership#primary-source#regulation
darioamodei.comAdded Sep 17, 20260 opens
FreeReport
Technology & Ethics

GenAI Report — Executive Summary (October 2024)

Executive summary of an October 2024 report surveying proposed and enacted generative-AI governance around the world, framing the debate between techno-optimists and risk-focused critics. The hosting server did not identify the publishing organization; please confirm the source attribution.

#regulation#policy#governance#global
fsi9-prod.s3.us-west-1.amazonaws.comAdded Sep 27, 20260 opens
FreeArticle
Technology & Ethics

Global Digital Policy Roundup: August 2026

Monthly summary of worldwide digital policy changes across content moderation, artificial intelligence, competition and data governance.

Why I recommend it: Good monthly catch-up if you want to track AI rules without reading every bill.

#ai#ai ethics#ai-policy#article#content-moderation#data-privacy#governance#policy#regulation
techpolicy.pressAdded Sep 13, 20260 opens
FreeReport
Technology & Ethics

International Call for Enhanced Control of AI Development (Norway & Finland)

Press release from the Norwegian Prime Minister's office, dated 21 September 2026, announcing a joint international appeal by Finnish President Alexander Stubb and Norwegian Prime Minister Jonas Gahr Støre for stronger oversight of frontier AI models, backed by 22 world leaders and pressed further at the UN General Assembly.

Why I recommend it: Filed as a primary document so you can quote the actual wording instead of a headline about it. Keep the distinction clear: this is a call, not a law. It commits no country to anything, creates no regulator and sets no deadline — its value is in showing which heads of government are now willing to say it publicly.

#governance#international#policy#primary-source#regulation#research
regjeringen.noAdded Sep 23, 20260 opens

Live events and competitions

Dates you can put in a calendar and meet people at.

FreeLive Event
Live Events & Competitions

The Agentic Data Summit (Redpanda)

Dec 9, 2026Redpanda Data

Free virtual conference on 9 December 2026, 8:30am to 2:00pm Pacific, on running streaming data and AI agent systems in production. Sessions cover streaming plus SQL and agents on one platform, locking down agent access with an agentic data plane, streaming at scale, and open Q&A with the product and engineering teams. Speakers are engineers, architects, customers and industry experts.

Details: Worth a morning if you work with data pipelines and want to hear how agents are actually being governed in production rather than demoed. Two honest flags: it is the vendor's own event, so the answer to most architecture questions will be Redpanda, and registration asks for your job title, company and work email, and signs you up for their marketing email. Use a filterable address if that matters to you.

#ai agents#data engineering#december 2026#free event#governance#production systems#professional development#regulation#sql#streaming data#virtual conference
redpanda.comAdded Sep 23, 20260 opens

Questions people ask

Is it too late to move into governance?
No. What matters is one piece of finished, visible work plus a clear line about why you are moving. Both are cheaper to build than most people expect.
What should I do in the first month?
Finish one short course or project from the first section, then update how you describe your experience so the new direction is obvious in the first two lines.

Comparing two of these? Put them side by side.