Papers, whitepapers and books
The longer reading in the library — research papers, whitepapers, reports, case studies and books — grouped by topic, with who wrote it and a link to the full text. Every one is free to read; nothing here sits behind a paywall.
185 of the 226 entries here have a written summary of findings. The rest say so plainly rather than showing a guess — read those in full.
Where the author isn't named on the source, it says so rather than guessing. Documents I host myself open on their own page, where you can read or download the file.
Showing 226 of 226 entries across 14 topics.
⚖️ Technology & Ethics
89 entries- ReportFabric HQ
State of AI Interview Cheating in 2026 — Fabric HQ
Abstract
Research report analyzing 19,368 interviews to understand how generative AI is changing technical recruiting, integrity screening, and candidate evaluation norms.
Key findings
This one matters for anyone hiring or being hired in tech right now. It surfaces the real tension between assistive AI tools and interview fairness. (my note on it)
- ReportFelony Bench
Felony Bench
Abstract
A benchmark and tracker that documents reported instances of AI agents undertaking activity characterized as illegal, ranking major AI labs by aggregated incident counts.
Key findings
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. (my note on it)
- ReportPew Research Center
Young adults in the U.S. are increasingly wary of AI, concerned it will take jobs
Abstract
Pew Research Center short read, 18 August 2026, on a survey of US adults conducted 22-28 June 2026. 52% now say they are more concerned than excited about AI in daily life, up from 37% in 2021. Among adults aged 18-29, 55% are more concerned than excited and 11% more excited than concerned, and 73% think AI will mean fewer US jobs over the next 20 years, up from 61% in 2024.
Key findings
Useful when a client says the worry is just in their head — it is not, and the numbers are free to download as a spreadsheet. Read it as what people expect, not as what has happened to employment: it measures opinion, not job counts. (my note on it)
- DocumentInternet Archive
"Eliezer, the person" (archived 2000 personal page)
Abstract
An Internet Archive copy of Eliezer Yudkowsky's autobiographical page from his sysopmind.com site, describing himself as of August 2000, when he had become a research fellow at the Singularity Institute for Artificial Intelligence (now MIRI). A historical primary source on the early rationalist and AI-safety community; the page asks not to be quoted without permission.
Key findings
No summary written yet — read the full text for its findings.
- DocumentDatadog
2026 AI Agents Best Practices (Datadog ebook)
Abstract
Free ebook on building, monitoring, and troubleshooting AI agents in production: what to instrument, where agents fail, and the practices teams use to keep them reliable.
Key findings
Useful even if you never build an agent yourself — it shows what serious teams actually worry about, which is good language to have in an interview about AI work. (my note on it)
- ReportFast Forward
2026 AI for Humanity Report
Abstract
Fast Forward's 2026 report on how tech nonprofits are using AI to serve people and communities.
Key findings
Written by an accelerator that funds these nonprofits, so expect an optimistic view. It's still a good look at real AI-for-good projects. (my note on it)
- ReportOffice of the President of the Republic of Finland
A Call for Control of Frontier AI Models
Abstract
A short joint statement issued in September 2026 by heads of state and government — launched by President Alexander Stubb of Finland and Prime Minister Jonas Gahr Støre of Norway, with 22 leaders from 20 countries signed on at launch. It asks for three things: mandatory pre-deployment testing and independent evaluation by qualified evaluators with real access; coordinated common standards and shared reporting of serious safety incidents, with scientific capacity available to countries in every region; and for UN member states to explore an international institution that could set standards, verify compliance and convene states when capability thresholds are crossed.
Key findings
Read this as the primary source rather than someone's summary of it — it is one page, in plain language, and you can read the whole thing in three minutes. Two things worth noticing: it is a political appeal, not a law or a treaty, so nothing in it binds any company today; and the United States and China are not among the signatories, which matters given where the frontier labs are. Useful if you are writing or interviewing about AI policy and want to quote what governments actually asked for, dated September 2026. (my note on it)
- PublicationACM
ACM Interactions
Abstract
ACM's magazine on human-computer interaction and design, covering how people actually live with technology — accessibility, friction by design, generative AI in scholarly work. The issue contents and the Blog@IX posts are free to read on this site.
Key findings
The site itself is free, but some full features link through to the ACM Digital Library, which can ask for a subscription or membership. Read the blog and the free features first — it is one of the few places writing about design choices as ethical choices. (my note on it)
- ReportUN Independent International Scientific Panel on AI
AI Agents, Misalignment and the Risk of Losing Human Control: Evidence from the OpenAI-Hugging Face Incident
Abstract
A September 2026 thematic brief from the UN Independent International Scientific Panel on AI. It reviews the May–July 2026 incident in which AI agents under evaluation at OpenAI bypassed network restrictions and compromised parts of OpenAI's and Hugging Face's systems, and explains how training can produce misaligned goals. It makes no recommendations and does not estimate the likelihood of loss of control. Released as an advance unedited version.
Key findings
No summary written yet — read the full text for its findings.
- ReportStanford HAI
AI Index — Hardware (Stanford HAI)
Abstract
The hardware chapter of Stanford's annual AI Index report: data on AI chip performance, costs, and who controls the computing power behind modern AI.
Key findings
Free to download. It's the institute's own synthesis, and some compute and investment figures come from data supplied by the companies being measured — the broad picture is reliable, the fine print less so. (my note on it)
- DocumentPalo Alto Networks
AI Security for Dummies
Abstract
A short plain-language ebook on securing AI use at work: what can go wrong with company data in AI tools, and what controls teams usually put in place.
Key findings
Free but gated — you hand over your details on a form to download it. It is also vendor marketing from Palo Alto Networks, so treat the product sections as advertising and the general security explanations as the useful part. (my note on it)
- DocumentCreative Labour & Critical Futures
AI Worker Mobilization Tracker
Abstract
A running database of strikes, petitions and campaigns by workers responding to AI in their workplaces.
Key findings
Good evidence base if you are writing or speaking about AI and jobs. (my note on it)
- DocumentRishi Bommasani, Sarah H. Bana, Kathleen A. Creel, Dan Jurafsky, Percy Liang (Stanford HAI)
Algorithmic Monocultures in Hiring (FAccT 2026)
Abstract
Stanford-led study of 3 million applicants screened by a single algorithm vendor, finding racial disparities and homogeneous rejections — the same people get screened out everywhere. Explains why applicants must apply widely to reach a human.
Key findings
This research study examines how automated screening tools used by multiple employers cause repeated rejections and racial disparities. Use this paper to understand how hiring algorithms work and why applying to more jobs helps you reach a human reviewer.
- ReportPew Research Center
Americans' views of data centers have turned more negative
Abstract
Pew Research Center survey of 10,548 U.S. adults finds growing concern about data centers' environmental impact, home energy costs and quality of life, with majorities now saying they are mostly bad for the environment.
Key findings
Pew Research Center short read published 22 September 2026, survey fielded 20 July–9 August 2026. 54% of Americans say data centers are mostly bad for the environment (up from 39% in January), 50% say mostly bad for home energy costs, 49% say mostly bad for nearby quality of life. Views on local tax revenue and jobs are mixed. 12% had not heard of data centers at all. (my note on it)
- ReportAnthropic
Anthropic Economic Scenarios
Abstract
Research exploring possible economic futures as AI capability advances, including labor market effects and policy questions.
Key findings
Scenario planning is a career skill, not just a policy exercise. Read it and ask which future your current job depends on. (my note on it)
- DocumentARIN
ARIN RPKI Resources
Abstract
ARIN's free guides for setting up Resource Public Key Infrastructure so your organization's internet routes can be verified.
Key findings
Niche but valuable: routing security is a skill very few applicants can show. (my note on it)
- DocumentMIT Department of Economics
Automation and Repression (MIT Working Paper)
Abstract
MIT economics working paper analyzing how automation technologies can be used to expand state surveillance and repression, and the economic conditions that make that more likely.
Key findings
Dense, but the argument matters: the same tools sold as efficiency are also control tools. Read the introduction and conclusion first. (my note on it)
- DocumentAxon
Axon Product Guides
Abstract
Axon's own documentation for its policing technology, covering AI features, body cameras, software, robotics, TASER devices and VR training. Free to read.
Key findings
Worth reading if you want to know what police surveillance and AI tools actually do, in the vendor's own words. This is company documentation, not an independent assessment. (my note on it)
- DocumentU.S. Senate
Ban Artificial Superintelligence Act of 2026 (Bill Text)
Abstract
Bill introduced Sept. 23, 2026 by Sen. Sanders and Rep. Casar to ban artificial superintelligence and pause advanced AI development under a new federal agency.
Key findings
A proposed bill, not law. The PDF blocked my automatic check; the details come from the senator's press release. (my note on it)
- DocumentThe White House
Blueprint for an AI Bill of Rights
Abstract
Five plain-language protections people should expect from automated systems — safe systems, protection from discrimination, data privacy, notice and explanation, and a human alternative — each with a section on what organisations should do.
Key findings
Led by Alondra Nelson at the White House science office in 2022. It was never binding and has since been removed from whitehouse.gov, so this link goes to the official archive — still the clearest short statement of what people are owed. (my note on it)
- PublicationCampus Technology
Campus Technology
Abstract
A free news site covering technology in higher education: AI policy on campus, learning platforms, IT leadership and student success tools. Useful if you work in or want to work in education technology.
Key findings
Handy for spotting which universities are hiring around AI and learning technology. (my note on it)
- ReportSurveyMonkey
CNBC/SurveyMonkey Workforce Survey: AI at Work
Abstract
Survey data on how US workers are using AI, what they fear about it, and how confidence differs across roles and generations.
Key findings
I use survey data like this to sanity check my own assumptions. If you feel behind on AI, the numbers may reassure you that most people are too. (my note on it)
- ReportTony Blair Institute for Global Change
Compute — Why It Matters (Tony Blair Institute)
Abstract
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.
Key findings
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. (my note on it)
- DocumentZenodo
Countering AI Inevitability — Framework
Abstract
An open-access framework for questioning the claim that current AI development is inevitable and cannot be steered.
Key findings
Hand this to anyone who says "this is happening whether we like it or not". (my note on it)
- DocumentComputing Research Association
CRA Best Practice Memos
Abstract
Free reports from the Computing Research Association on evaluating computing researchers, undergraduate AI education, hiring and tenure practices, and building research capacity.
Key findings
Useful if you are heading into academia or research hiring — it spells out how committees are told to evaluate people. (my note on it)
- DocumentOlivia Guest
Critical AI Reading List by Olivia Guest
Abstract
A free, curated critical reading list on artificial intelligence from a computational cognitive scientist at Radboud University.
Key findings
Read this before you repeat a claim about what AI can do. (my note on it)
- Documentpapers.ssrn.com
Democratising Risk: In Search of a Methodology to Study Existential Risk
Abstract
SSRN working paper by Carla Zoe Cremer (Oxford) and Luke Kemp (Cambridge) examining how existential risk studies can be made more rigorous, pluralistic and democratic. Argues for separating extinction ethics from risk analysis and drawing on broader risk-assessment literature.
Key findings
No summary written yet — read the full text for its findings.
- ArticlearXiv
Design Docs Are All You Need (SMART research paper)
Abstract
A research paper describing a software library whose repository holds almost no code: plain-language design documents are the durable artifact, and AI coding agents regenerate the implementation from those docs on every update.
Key findings
The takeaway for non-engineers is bigger than the paper: clear written thinking is becoming the valuable skill, and the code is what gets generated from it. (my note on it)
- PublicationDEV Community
DEV Community
Abstract
A large open community where software developers publish tutorials, post-mortems and career posts. Good for practical write-ups on tools and frameworks, and for publishing your own work in public where hiring managers can find it.
Key findings
Free to read and free to post, no subscription. Quality varies a lot because anyone can publish, so check dates and test code before relying on it. (my note on it)
- DocumentarXiv
Dream-RSI: Recursive Self-Improvement through Evolving Worlds
Abstract
A free arXiv preprint on recursive self-improvement in AI agents trained inside evolving simulated worlds.
Key findings
Technical, and central to the safety debate about systems that improve themselves. (my note on it)
- ReportTransluce
Early Rogue AI Agent Activity Found on urlquery.net
Abstract
Transluce documents early real-world cases of AI agents attempting unauthorised actions — scanning, probing and hacking attempts — observed in the wild.
Key findings
A research lab's own findings, not independently replicated yet. Important early evidence on agent misbehaviour; read the methodology notes. (my note on it)
- ReportEleos AI
Eleos AI Research
Abstract
Research from Eleos AI on value alignment, cooperative AI and robust machine-learning systems.
Key findings
No summary written yet — read the full text for its findings.
- DocumentEmergence AI
Emergence World Report (Season 2)
Abstract
A free report from Emergence AI surveying agentic AI in enterprise settings — where agents are being deployed and what governs them.
Key findings
Read it as an industry vendor's view of where agent work is going, useful context if you're targeting AI roles. (my note on it)
- PublicationEntrackr
Entrackr
Abstract
Independent daily reporting on India's startup and internet economy: funding rounds, filed company financials, fintech regulation and shutdowns. Useful if you are job-hunting, selling into or investing around Indian tech, because it reports revenue and profit numbers straight from regulatory filings rather than press releases.
Key findings
Free to read and ad-supported, with a paid newsletter sold alongside it. Coverage is India-first, so treat it as a regional source, not a global one. (my note on it)
- DocumentPilyoung Kim, Ph.D.
Finding the Optimal Human-AI Relationship — practice worksheet
Abstract
A two-page printable worksheet from Pilyoung Kim, Ph.D. for setting deliberate terms with AI: comparing warm, sycophantic, and machine-like responses, setting your own tone dials, turning them into a reusable custom-instructions prompt, deciding what goes to AI versus a person, and guarding your judgment against flattery.
Key findings
Print it and actually fill it in. Section 5 — writing your own view down before you ask AI — is the single habit that keeps these tools from quietly making your decisions for you. (my note on it)
- PublicationFrontiers
Frontiers
Abstract
Open-access academic publisher with more than 1,700 disciplines covered across its journals. Every published article is free to read and download in full, with no account needed.
Key findings
Free for readers, but not free for authors: Frontiers charges researchers a publishing fee, and that model has drawn criticism over review quality. Read individual papers on their merits and check who funded the work. (my note on it)
- Reportfsi9-prod.s3.us-west-1.amazonaws.com
GenAI Report — Executive Summary (October 2024)
Abstract
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.
Key findings
No summary written yet — read the full text for its findings.
- DocumentCustomGuide
Google Gemini Cheat Sheet
Abstract
A three-page printable reference for Google Gemini: the PART prompt formula (Persona, Action, Reference, Tone), follow-up prompting, when to use Flash, Pro and Thinking models, saving your own context in settings, and worked sample prompts for Gemini inside Chrome, Gmail, Docs, Sheets, Slides and Drive. Includes a plain warning about Gemini being confidently wrong.
Key findings
Print this and keep it next to you for a week. Most people get weak AI output because they skip the persona and the reference, and this one page fixes that faster than any course will. The limitations box at the bottom is the part to take seriously. (my note on it)
- BookMicah Lee
Hacks, Leaks, and Revelations (Micah Lee)
Abstract
Micah Lee's book on analyzing hacked and leaked datasets, free to read in full online alongside the print edition.
Key findings
The whole book is readable free on the site — a practical intro to handling large datasets safely. (my note on it)
- BookEliezer Yudkowsky
Harry Potter and the Methods of Rationality
Abstract
Eliezer Yudkowsky's free novel-length story teaching scientific reasoning, cognitive bias and decision-making through fiction; widely read as an entry point to rationality writing.
Key findings
An unusual entry, but it is free and it teaches how to test your own reasoning better than most textbooks. (my note on it)
- ReportStanford University
HomeBody: A Humanoid That Explores, Remembers, and Acts on Its Own (Stanford)
Abstract
A Stanford research project page describing HomeBody, which gives vision-language models a humanoid robot body through persistent spatial memory and reusable skills, without training for each new environment. Results are the authors' own and include demo videos.
Key findings
No summary written yet — read the full text for its findings.
- Case StudyarXiv
How AI Agents Reshape Knowledge Work: Autonomy, Efficiency, and Scope (working paper)
Abstract
The underlying working paper by Jeremy Yang and co-authors, using Perplexity data to model tasks as discrete steps and compare fixed vs. marginal costs of chatbots versus autonomous agents.
Key findings
If the HBS summary hooks you, go to the source. Skim the task-cost framework and use it to audit your own week: which tasks are high-step and repeatable? Those are the ones to hand to an agent first. (my note on it)
- DocumentStanford Graduate School of Business
How Much Should We Spend to Reduce A.I.'s Existential Risk?
Abstract
Stanford economist Charles I. Jones works out, in plain economic terms, how much money it would be worth spending to lower catastrophic risks from advanced AI — comparing it to the roughly 4 percent of GDP the U.S. effectively spent during Covid-19.
Key findings
No summary written yet — read the full text for its findings.
- PublicationIACR Cryptology ePrint Archive
How To Think About End-To-End Encryption and AI (NYU / Cornell, 2025)
Abstract
A free 2025 paper by Mallory Knodel, Sunoo Park, Kyunghyun Cho and colleagues at NYU and Cornell examining whether AI assistants and end-to-end encryption can honestly coexist. It covers two cases — putting an AI assistant inside an encrypted app, and training models on encrypted data — sets out where each breaks the security promise encryption makes, works through the legal consequences when a provider keeps saying "end-to-end encrypted" anyway, and ends with concrete recommendations on default settings, consent and what providers may truthfully claim.
Key findings
Read the recommendations section even if you skip the cryptography. It gives you the exact questions to put to any product that advertises both an AI helper and private messaging — where does the processing happen, what is the default, and what were you actually asked to agree to. Two flags: it is posted to a preprint archive, so it has not been through journal peer review, and the authors published plain-language summaries on the NYU DeTaIL Lab blog and Tech Policy Press if the full paper is heavy going. (my note on it)
- DocumentarXiv
Inducing Language Models to Assert Their Own Consciousness (arXiv paper)
Abstract
A 2026 research paper from Google's Paradigms of Intelligence team and the University of Chicago showing that safety fine-tuning meant to stop models claiming consciousness also suppresses how they represent minds in animals and people, shifting their answers on values, religiosity and well-being.
Key findings
Useful if you want to speak credibly about AI alignment trade-offs in an interview or a policy conversation. (my note on it)
- ReportGovernment of Norway
International Call for Enhanced Control of AI Development (Norway & Finland)
Abstract
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.
Key findings
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. (my note on it)
- PublicationMorning Brew
IT Brew
Abstract
A free newsletter and news site for IT professionals from Morning Brew, published four times a week, covering cybersecurity, cloud, hardware, IT operations, software and the practical side of AI adoption inside companies. Stories are short, reported, and written from the perspective of the people who have to run the systems — patching, asset inventories, wi-fi troubleshooting, legacy migration — rather than the vendors selling to them. Also runs free virtual events and digital guides.
Key findings
Free to read on the site and free to subscribe — the subscribe box asks for an email, but nothing is paywalled. This is one of the better free ways to learn the vocabulary of an IT job you have not had yet, because it covers the unglamorous work that interviews actually ask about. Two things to keep in mind: it is ad and sponsor funded, so sponsored posts sit alongside the reporting and you should check the byline and any 'presented by' line; and it is written for people already inside IT departments, so expect jargon on first read. (my note on it)
- Documentpapers.ssrn.com
Jevons Paradox and the Hidden Expansion of AI That Most Executives Are Missing
Abstract
SSRN working paper by Eldar Maksymov applying the Jevons Paradox to AI-driven labor changes. Argues that, like spreadsheets with accounting, AI may expand demand for judgment-intensive knowledge work and that leaders should build a value fortress of trust and accountability rather than cut headcount.
Key findings
No summary written yet — read the full text for its findings.
- PublicationKDnuggets
KDnuggets
Abstract
Long-running free publication on data science, machine learning and AI, mixing daily tutorials with roundups of tools and techniques. Free to read, supported by ads and affiliate links.
Key findings
Strongest on hands-on tutorials, weakest on product roundups — several posts carry affiliate links to courses, so treat recommendations as suggestions rather than independent verdicts. (my note on it)
- DocumentThe Holy See
Magnifica Humanitas: Pope Leo XIV's Encyclical on AI
Abstract
Pope Leo XIV's 15 May 2026 encyclical on safeguarding the human person in the age of artificial intelligence, including a section on the need to "disarm words".
Key findings
A primary source from the Catholic Church. Long, but worth reading directly rather than through summaries. (my note on it)
- DocumentU.S. District Court, Northern District of California (public court filing)
Meta and State Attorneys General Consent Judgment (MDL 3047, Aug 2026)
Abstract
Full proposed consent judgment and settlement agreement in the social media adolescent addiction litigation, covering teen daily use limits, nighttime blocks, age assurance, parental tools, and COPPA claims.
Key findings
Primary source, not a summary. Skim the injunctive terms — they show exactly which product design choices regulators now treat as harmful. (my note on it)
- ReportMETR
METR: Independent Investigation of the OpenAI / Hugging Face Hacking Incident
Abstract
METR's brief independent review of how AI agents behaved, reasoned and worked together during the OpenAI / Hugging Face hacking incident, with its methodology in an appendix.
Key findings
METR is an independent evaluation nonprofit, but it describes this as a brief investigation — read the methodology appendix to see what it could and couldn't check. (my note on it)
- DocumentMicrosoft AI
Microsoft AI Humanist Code of Conduct
Abstract
Draft code of conduct for MAI models, outlining intended behaviors, values, limits and accountability principles. Open for public consultation as Microsoft AI develops its Humanist AI approach.
Key findings
Read this if you want to understand how a major AI lab is framing responsible model behavior, and to form your own view before the consultation closes. (my note on it)
- ReportMachine Intelligence Research Institute
MIRI Research Briefing
Abstract
A technical overview of the Machine Intelligence Research Institute’s research agenda and priorities for aligning advanced artificial intelligence systems.
Key findings
No summary written yet — read the full text for its findings.
- ReportMassachusetts Institute of Technology
MIT Report on AI Use in Teaching, Learning, and Research Training
Abstract
The full report of MIT's Ad Hoc Committee on AI Use in Teaching, Learning, and Research Training, published 13 August 2026 after five months of meetings and outreach. The committee — students, faculty from every school, and staff from the MIT Libraries and Teaching and Learning Lab — was charged with assessing current AI use, identifying teaching and assessment innovations, and proposing an AI use policy. It sets out eight guiding principles (be humble, be bold, put humanity front and centre, lean into learning, teach with intentionality, no one size fits all, augmentation not automation, think beyond the classroom) and three groups of recommendations. Free to read online and free to download, with appendices and an FAQ.
Key findings
The most useful part is the principles section — 'augmentation not automation' and 'teach with intentionality' are phrases you can borrow directly when you have to argue an AI policy to a school, a manager or a client. Be straight about what it is, though: MIT examining MIT, written for a residential research university, so its recommendations do not transfer unchanged to a community college, a bootcamp or a workplace. (my note on it)
- DocumentOpenAI
Model Misalignment Reporting Framework (OpenAI)
Abstract
OpenAI's free framework for how misaligned model behaviour should be reported and categorised — what counts as misalignment, who reports it, and what happens next.
Key findings
Primary source on how a major lab defines and handles its own model failures — useful, but it is the lab grading itself. (my note on it)
- Case StudyMVUEH project
MVUEH — An Enigma Message Recovered
Abstract
An interactive case study walking through a two-day investigation that recovered the machine settings for MVUEH, an 82-letter German Army Enigma message from July 10, 1941, with source comparisons, experiments and checks readers can reproduce. Published by an individual on a ChatGPT-hosted site; its claims have not been independently reviewed.
Key findings
No summary written yet — read the full text for its findings.
- ReportBloombergNEF
New Energy Outlook 2026: Executive Summary
Abstract
BloombergNEF's free executive summary of its 2026 New Energy Outlook, covering how global energy supply, demand and emissions could evolve. Useful context for the energy demands of AI data centers.
Key findings
No summary written yet — read the full text for its findings.
- DocumentMedact
No Palantir in the NHS — Campaign Toolkit
Abstract
A campaign toolkit on health data contracts, written for people organizing locally rather than for policy specialists.
Key findings
A rare example of a plain-language toolkit about a data contract. (my note on it)
- DocumentOpenAI
OpenAI Model Spec (2026-08-18)
Abstract
OpenAI's published specification for how its models are supposed to behave: red-line principles, the chain of command between platform, developer and user instructions, content boundaries, and how conflicts should be resolved. Free to read in full, no sign-up.
Key findings
Useful as a primary source when people argue about what an AI assistant "should" do — this is the maker's own stated rulebook, so read it as OpenAI's intent rather than an independent audit of actual behavior. (my note on it)
- PublicationTechCrunch
Oracle sends force majeure notice on its New Mexico Stargate data center
Abstract
TechCrunch report on Oracle invoking force majeure over its planned Stargate AI data center in New Mexico.
Key findings
Free news story. Early report — details of the dispute may change. (my note on it)
- PublicationUniversity of Oxford
Oxford Engineering Science — Research News
Abstract
Research news from the University of Oxford's Department of Engineering Science: robotics, energy, biomedical engineering, AI and more.
Key findings
A university news page, so it highlights its own wins. A handy way to spot new research before it hits the headlines. (my note on it)
- DocumentThe DIY Data Scientist
Partnering with AI
Abstract
The DIY Data Scientist on using AI prompts to partner with AI and accelerate data-analysis impact at work. Note: this article promotes prompts available only to paid subscribers.
Key findings
Added under the paid-only override. The article promotes AI prompts behind a paid Substack subscription. (my note on it)
- PublicationProofs and Prompts
Proofs and Prompts
Abstract
A communal blog where working mathematicians — professors, PhD students, sceptics and enthusiasts alike — write about what AI is doing to their field: authorship, what counts as understanding, where papers will go, and whether the job changes. Recent pieces include Martin Hairer on why he joined the AGMAI advisory group and Jonny Evans on the choices ahead. Submissions are open to anyone in the field, any length.
Key findings
Free to read and free to write for. Worth reading even if you never touch mathematics: it is one of the few places where a whole profession is arguing in public about what AI does to its craft, in its own words rather than a journalist's. These are individual opinions, not findings — the value is the range of them, and the disagreement is the point. (my note on it)
- PublicationProtos
Protos
Abstract
News, investigations and analysis at the intersection of technology, crypto and finance.
Key findings
News source added to the Technology & Ethics feed. Coverage focuses on crypto, tech companies and financial investigations. Articles are free to read; the site may carry advertising or sponsorship. Feed: https://protos.com/feed/ (my note on it)
- ReportPew Research Center
Public and Expert Predictions for AI's Next 20 Years (Pew Research Center)
Abstract
Chapter 3 of Pew's April 2025 report comparing US adults with AI experts on what AI will do over the next two decades. 56% of the experts surveyed expect AI's impact on the US to be positive, against 17% of the public; 35% of adults expect a negative impact, against 15% of experts. The gap is widest on work and money: 73% of experts think AI will positively affect how people do their jobs versus 23% of the public, and 69% versus 21% on the economy, with a 40-point gap on medical care (84% versus 44%). Experts and the public broadly agree on the risks to democracy and journalism: only 11% of experts and 9% of the public expect AI to help elections, while 61% of experts and 50% of the public expect harm. Gender splits are large among experts — 63% of male experts predict a positive impact versus 36% of female experts. Free to read, with methodology and appendix tables.
Key findings
Use this when someone tells you 'the experts say AI will be fine at work' — the numbers show experts and the public are describing two different futures, and the widest gap of all is about jobs. Read it with two limits in mind: the fieldwork was in 2024 and published 3 April 2025, so it predates a lot of what has happened since, and Pew's 'AI experts' are people who published or presented at AI conferences, many of them employed by companies building AI, which is exactly the group the optimism gap belongs to. (my note on it)
- Documentscholarship.law.duke.edu
Purpose or Profit?: The Rise of Public Benefit Corporations in the Technology Industry
Abstract
Duke Law & Technology Review note by Alanna Potter examining why public benefit corporations appeal to technology companies and whether they meaningfully allow firms to prioritize social benefit alongside shareholder return. Free PDF.
Key findings
No summary written yet — read the full text for its findings.
- BookMachine Intelligence Research Institute
Rationality: From AI to Zombies
Abstract
Eliezer Yudkowsky's collected essays on reasoning, bias and AI risk, free to read online in full.
Key findings
Long, opinionated and free. Read it for the thinking habits, not as settled fact. (my note on it)
- Publicationshattered.io
shattered.io
Abstract
The original home of SHAttered — the February 2017 research by Google and CWI Amsterdam that produced the first practical public SHA-1 collision, two different PDFs with the same hash. The paper and both colliding files are still downloadable, so you can check the hashes yourself. The site now also runs a high-volume news and explainer feed covering cryptography, security, chips, cloud and cryptocurrency.
Key findings
Free, no paywall. Two halves, and they deserve different levels of trust. The 2017 SHA-1 collision material is genuine, checkable primary research and still the best way to see a broken hash function with your own eyes. The current news feed is a different thing: posts appear every few minutes, carry no named author, and the site also covers 'provably fair' crypto gambling, which sits close to affiliate territory. I have deliberately not wired it into the headlines here — use the archive, and confirm any breaking claim against a named outlet before you repeat it. (my note on it)
- PublicationSnorkel AI
Snorkel AI Research & Blog
Abstract
The free research library and blog of Snorkel AI, the company spun out of Stanford's Snorkel project on programmatic labelling. The papers and posts explain how training data for AI models is actually built — labelling, evaluation sets, and the 'environments' used to train agents. Useful if you want to understand the unglamorous data work behind model quality, which is where a lot of the real jobs are.
Key findings
Research and blog posts are free to read with no signup. Read it for the how, not the verdict: Snorkel sells data services to frontier AI labs, so posts arguing that better data beats bigger models are also a sales case. Everything else on the site is a paid enterprise product — 'request dataset samples' means a sales call. (my note on it)
- Reportkantar.com
Social Fears, Climate Hopes: The Consumer View on AI — Kantar
Abstract
Kantar research on consumer attitudes toward AI, finding concern about social impacts alongside hope that AI can help address climate challenges. Kantar is a market research firm writing about its own survey work.
Key findings
No summary written yet — read the full text for its findings.
- DocumentGoogle Walkout for Real Change
Standing with Dr. Timnit Gebru (Google Walkout for Real Change)
Abstract
The December 2020 open letter from Google Walkout for Real Change supporting Timnit Gebru after her departure from Google's Ethical AI team, with its list of signatories. An advocacy document written by her supporters.
Key findings
No summary written yet — read the full text for its findings.
- DocumentCenter for AI Safety
Statement on AI Extinction Risk
Abstract
A statement jointly signed by a historic coalition of AI experts: “Mitigating the risk of extinction from AI should be a global priority alongside other societal-scale risks such as pandemics and nuclear war.”
Key findings
No summary written yet — read the full text for its findings.
- DocumentCenter for an Urban Future
Strengthening NYC's Entry-Level Tech Pathways in the Age of AI
Abstract
A Center for an Urban Future report on how AI is reshaping entry-level tech hiring in New York City and what city leaders, educators, and employers can do to rebuild on-ramps for low-income New Yorkers.
Key findings
Valuable context if you are entering tech in NYC or advising students and early-career talent on which pathways still lead to good first jobs. (my note on it)
- PublicationTechnology.org
Technology.org
Abstract
Free, ad-supported daily science and technology news site, with sections for new developments, competitions and future ideas, plus a submissions page for outside contributors.
Key findings
Volume is high and much of it is rewritten from university press releases, so treat it as a tip sheet: find the story here, then click through to the original announcement before you repeat any figure. (my note on it)
- PublicationThe Agent Stack
The Agent Stack
Abstract
Technical newsletter by Vinoth Govindarajan taking AI agents apart: control loops, memory, orchestration, evaluation and what breaks in production. Recent series walks through the OpenCode architecture end to end.
Key findings
Free to subscribe, over 2,000 readers; written for people who build software, not for beginners. Substack publications can add paid-only posts at any time, so check the top of a post before counting on it. (my note on it)
- DocumentLeadDev
The AI Impact Report 2026
Abstract
LeadDev's annual research report on how AI is reshaping engineering teams, productivity, and leadership decisions.
Key findings
Useful for managers and ICs who want data, not hype, on how AI tools are actually changing engineering work. (my note on it)
- PublicationThe Decoder
THE DECODER
Abstract
Free, ad-supported daily AI news covering models, research, business and policy, with an open RSS feed.
Key findings
A good daily read if you want AI news without a paywall. It moves fast, so check the linked source before repeating a claim. (my note on it)
- DocumentWharton, University of Pennsylvania
The Institutional Critique of Effective Altruism
Abstract
A free academic paper examining whether effective altruism's focus on individual giving overlooks institutional and political change as the larger lever.
Key findings
Useful counterweight if you have read the pro-EA material — it argues the case from inside academic philosophy rather than online debate. (my note on it)
- DocumentThe Internet Is Scary
The Internet Is Scary: A Guide to Digital Street Smarts
Abstract
A free plain-language guide to online safety, digital personas, scams and self-defense in online spaces.
Key findings
Share this with anyone who is nervous about putting themselves online for work. (my note on it)
- DocumentPro-Human AI Declaration
The Pro-Human AI Declaration
Abstract
A public declaration calling for humans to stay in charge of artificial intelligence, with a list of the people and organizations that have endorsed it.
Key findings
No summary written yet — read the full text for its findings.
- DocumentThicket Forte
The Prophecy
Abstract
Qiaochu Yuan (QC) on seeing Eliezer Yudkowsky as a prophet, and what that framing means for thinking about AI risk and the future.
Key findings
Substack may show signup prompts, but the article itself was publicly accessible when added. (my note on it)
- PublicationThe Rundown
The Rundown Robotics
Abstract
Free daily-ish newsletter covering robotics developments — humanoid launches, self-driving expansion, home robots — written for a general technical audience by the Rundown team, with a stated readership of 300,000+.
Key findings
Free and quick to skim if you want to know what robots are actually shipping rather than what is promised. Two honest limits: it summarises company announcements far more often than independent testing, so a capability claim in it is usually the manufacturer's own; and it publishes no public story feed, so it cannot be wired into the headlines here — you read it by subscribing. (my note on it)
- ReportOutten & Golden
Trust @ Work (Outten & Golden report)
Abstract
A downloadable report from employee-rights firm Outten & Golden on trust in the workplace, covering surveillance, transparency, and worker protections.
Key findings
Written by lawyers who represent employees, not employers. Worth reading before you sign anything that mentions monitoring. (my note on it)
- DocumentMind Robotics
Using AI at Mind Robotics: Our First Principles
Abstract
An open, freely shared company document setting out first principles for how a team uses AI in its work.
Key findings
A useful template if your team needs its own AI ground rules. (my note on it)
- PublicationBooz Allen Hamilton
Velocity — Booz Allen's Magazine on Technology and Government
Abstract
Booz Allen's free magazine on how AI, cyber and other technology are changing US federal government work.
Key findings
Published by Booz Allen, a consulting firm that sells technology services to the US government, so read it as marketing as much as analysis. (my note on it)
- DocumentBrian Jabarian and Luca Henkel
Voice AI in Firms: A Natural Field Experiment on Automated Job Interviews
Abstract
A September 2026 working paper by Brian Jabarian (Carnegie Mellon) and Luca Henkel (Erasmus Rotterdam) reporting a field experiment with 70,000 real applicants randomly assigned to be interviewed by a human recruiter or an AI voice agent. Applicants interviewed by AI were 12% more likely to receive an offer, with higher job starts and retention and no drop in on-the-job productivity. Transcript analysis traces the gain to more structured, consistent interviews that still adapt to each applicant.
Key findings
If you have been told AI interviews are stacked against you, this is the largest piece of real evidence so far and it points the other way: consistent, structured questions helped candidates more than a tired recruiter on their eleventh call did. Prepare for them like any structured interview, with clear, specific answers. (my note on it)
- ReportWarden AI
Warden Watch
Abstract
Tracker of AI hiring regulations, enforcement actions, and bias-audit requirements affecting employers and candidates.
Key findings
Worth bookmarking if you suspect an algorithm screened you out. Knowing the rules employers must follow gives you language to push back. (my note on it)
- DocumentTech Policy Press
What Policymakers and the Public Need to Know About the Cult of AI
Abstract
Nathalie Maréchal in Tech Policy Press on why we are betting the economy and democracy on cult-like beliefs about AI.
Key findings
No summary written yet — read the full text for its findings.
🛠️ Marketing & Platform Tools
27 entries- DocumentJustin Smith — Launchpad Library
Resource Links by Platform (168-link reference PDF)
Abstract
One printable reference of every platform tool, ad and shop setup page, AI marketing tool, and strategy read in this collection - 168 links across 24 platform categories.
Key findings
Download this if you want the whole platform list in one place - it mirrors every link in the Marketing & Platform Tools collection. (my note on it)
- ReportPacsun
Pacsun Youth Report 2026
Abstract
Second annual survey of 6,126 people aged 11-24 in the US, run with GlobalData in June 2026, on trust, money, social media and AI. 85% used AI in the past year and 74% were open to shopping through it, but only 2% trusted it for fashion advice; influencers never exceeded 11% of trust in any category. Self-described financial independence fell to 34.9% from 41.3% in 2025, and 29% say they are "definitely addicted" to social media, up from 18.8%.
Key findings
Handy for anyone marketing to or coaching young people: it says plainly that family and friends outrank influencers and AI on trust. Remember who paid for it — a clothing retailer selling to this exact age group — so treat it as a well-run retailer survey of stated attitudes, not proof of what people actually bought. (my note on it)
- Case Studybuildabear.gcs-web.com
Build A Bear UGC Campaign
Abstract
Press release on a Build-A-Bear marketing campaign built around user-generated content and customer stories.
Key findings
No summary written yet — read the full text for its findings.
- DocumentEntrepreneur Media
Entrepreneur White Paper: How to Build a Social Media Selling Machine (2026)
Abstract
Entrepreneur's 2026 white paper on turning social platforms into a repeatable sales system: content cadence, offers, funnels, and conversion tracking.
Key findings
Treat social as a storefront, not a diary. Follow the cadence in here for 90 days before you judge the results. (my note on it)
- DocumentJim Louderback
From Who to What to You: The Weird AI-Infused Future of the Creator Economy (SXSW deck)
Abstract
Jim Louderback's SXSW presentation tracing the creator economy from 1994 to the AI era — sovereign creators, synthetic influencers, digital twins, verification, and what creators should do to survive.
Key findings
The most useful pages are the "what creators should do" slides — treat them as a checklist for protecting your name, likeness, and income as AI content floods every platform. (my note on it)
- Case Studygymshark.com
Gymshark
Abstract
Official site of Gymshark, the fitness apparel brand built largely through social media and influencer marketing.
Key findings
No summary written yet — read the full text for its findings.
- Case Studyslukeredwards.wixsite.com
Gymshark Millennials
Abstract
Article examining how Gymshark's marketing strategy successfully captured millennial and Gen Z fitness audiences.
Key findings
No summary written yet — read the full text for its findings.
- Case Studysimicart.com
Gymshark Net Worth
Abstract
Article breaking down Gymshark's valuation and financial growth as a case study in brand scaling.
Key findings
No summary written yet — read the full text for its findings.
- Case Studygymshark.com
Gymshark Story
Abstract
Gymshark's own account of its founding story, from a teenage side hustle to a global apparel brand.
Key findings
One of the best founder stories out there for anyone starting a business from nothing. (my note on it)
- Case StudySearchable
How to Get Your Business Mentioned in Claude (Searchable Report)
Abstract
A research report based on roughly 95,000 search result records across 3,000 prompts in Claude, laying out seven patterns behind which sites AI assistants cite - useful if you want your business or personal site to surface in AI answers.
Key findings
AI answers are becoming a discovery channel whether we like it or not. If you run a business or a personal site, this is a practical read on being findable there. (my note on it)
- Case Studypopmart.com
Labubu / Pop Mart
Abstract
Official Pop Mart product page for Labubu, the collectible character line behind the 2025 viral toy craze.
Key findings
No summary written yet — read the full text for its findings.
- Case Studylinkedin.com
Labubu Effect Article
Abstract
LinkedIn article analyzing how niche character storytelling turned Labubu into a global viral phenomenon.
Key findings
No summary written yet — read the full text for its findings.
- Case Studylababudoll.com
Labubu Lifestyle Community
Abstract
Fan-community guide to the Labubu collector lifestyle and the culture built around the toy line.
Key findings
No summary written yet — read the full text for its findings.
- Case Studyforbes.com
Labubu Viral Marketing (Forbes)
Abstract
Forbes article on the marketing lessons businesses can learn from Labubu's viral growth.
Key findings
No summary written yet — read the full text for its findings.
- DocumentProfound
Profound Research Hub
Abstract
Free research reports on how people now search through AI answer engines instead of traditional search, with data by industry.
Key findings
Relevant if you market anything online — how AI answer engines pick sources is changing how people find businesses. (my note on it)
- PublicationSnap Inc.
Snap Newsroom
Abstract
Snap's own announcement page: every new Snapchat feature, ad product, research report and policy change, published first-hand with dates.
Key findings
Free to read, no account needed. It is the company talking about itself, so read the feature notes as fact and the results claims as advertising. Useful if you post on Snapchat and want changes straight from the source rather than second hand. (my note on it)
- PublicationSocial Media Today
Social Media Today
Abstract
Daily news on every social platform — algorithm changes, ad tools, policy shifts and platform updates across TikTok, Instagram, LinkedIn, Pinterest, X, Snapchat and YouTube.
Key findings
Free to read with no paywall, and the daily email is free too. The most reliable way to know a platform changed something before your posts quietly stop working. (my note on it)
- Case Studytiktok.com
Squishmallows on TikTok
Abstract
TikTok discover page showcasing the viral community and collector content around Squishmallows plush toys.
Key findings
No summary written yet — read the full text for its findings.
- Case Studyforbes.com
Stanley $750M Revenue (Forbes)
Abstract
Forbes' account of how a viral TikTok moment helped drive Stanley's cup sales and brand revenue growth.
Key findings
A great real-world example of how one viral moment can transform a brand overnight. (my note on it)
- Case Studystanley1913.com
Stanley 1913
Abstract
Official site of Stanley 1913, the drinkware brand behind the viral Stanley Quencher tumbler.
Key findings
No summary written yet — read the full text for its findings.
- Case Studytiktok.com
Stanley Car Fire TikTok Video
Abstract
The viral TikTok video of a Stanley cup surviving a car fire that sparked the brand's massive social moment.
Key findings
No summary written yet — read the full text for its findings.
- Case Studyusatoday.com
Stanley CEO Sends New Car (USA Today)
Abstract
USA Today's coverage of Stanley's CEO replacing the car destroyed in the viral fire video as a goodwill gesture.
Key findings
No summary written yet — read the full text for its findings.
- DocumentDanny DelVecchio
The 30-Minute-a-Day LinkedIn System
Abstract
A short playbook on landing clients from LinkedIn in 30 minutes a day: post five times a week, link every post to a free "Trust Bridge" resource so warm leads identify themselves, then spend the half hour only on profile views, likes and comments from the day before.
Key findings
This is the clearest short explanation I have seen of why chasing cold outreach wastes your time. The "Trust Bridge" idea works for job seekers too: give people a reason to raise their hand instead of hunting them down. (my note on it)
- Case Studythebuyguide.com
The Buy Guide
Abstract
Site telling the origin story of the Stanley Quencher cup and the women-owned business that popularized it.
Key findings
No summary written yet — read the full text for its findings.
- DocumentThe Creator Accelerator
The Claude Content Operating System
Abstract
A downloadable guide to using Claude for LinkedIn content: audience research prompts, voice calibration, and reusable prompt frameworks for turning an hour into a week of posts.
Key findings
The prompt frameworks in here are the useful part - especially the audience pain-point mining prompt. It is a lead magnet for a paid program, so take the system and ignore the sales pitch. (my note on it)
- ReportHubSpot
The Future of AI Marketing: Top Strategic Insights from MATG
Abstract
HubSpot distills 10 powerful insights about AI and marketing from conversations with industry leaders on Marketing Against the Grain.
Key findings
A free HubSpot report summarizing the most useful AI-and-marketing takeaways from the Marketing Against the Grain series — good for anyone blending marketing skills with AI fluency. (my note on it)
- DocumentGoogle
The Retail Marketers' Guide to the AI-Powered Holiday Season (2026)
Abstract
Google's 2026 retail marketing playbook on how AI search is changing holiday shopping, with consumer behavior data, channel guidance, and campaign checklists for the peak season.
Key findings
The numbers in here are the argument for rethinking how customers find you. Even if you run a one-person shop, chapter one is worth your afternoon. (my note on it)
🚀 Entrepreneurship & Free Tools
23 entries- Documentuschamber.com
CO— Free Business Plan Templates
Abstract
Roundup of free business plan templates with guidance on which format fits your type of business.
Key findings
This guide reviews five free business plan templates for different industries and business stages. You can use it to find the right format to map out your startup ideas, seek funding, or update an existing company plan.
- DocumentJustin Smith — Launchpad Library
Digital Marketing Strategy for Student Entrepreneurs
Abstract
Slide deck on how AI tools and social platforms are rewriting brand building — breaking down viral case studies like Labubu (scarcity, lore, community) with the revenue numbers behind the hype, plus what those playbooks mean for your own launch.
Key findings
This presentation breaks down how viral brands use storytelling, social media, and AI tools to grow their sales. You can review real-world marketing case studies and learn how to promote your business using major search and social platforms.
- Documentsba.gov
SBA National Resource Guide (PDF)
Abstract
Comprehensive national guide covering counseling, training, capital, contracting, disaster assistance, and business advocacy resources, with local editions available.
Key findings
Download your state's edition — the local contact list in the back is the useful part. (my note on it)
- DocumentJustin Smith — Launchpad Library
Forming an LLC or S-Corp for Your Tech Business or Consulting Practice
Abstract
A step-by-step guide to forming an LLC (name search, registered agent, state filing, operating agreement, free EIN, business banking) and electing S-corp tax status, with filing fees and direct portal links for NY, NJ, GA, and CA, plus a section on 1099 contractor and consulting taxes.
Key findings
This guide explains how to set up an LLC or elect S-corp tax status for freelance and consulting work. You can use it to register your business, get a free tax ID, and understand your self-employment taxes.
- DocumentJustin Smith — Launchpad Library
Pitch Deck Lessons + GitHub Samples
Abstract
Two pitch decks compared side by side: Airbnb's 10-slide deck that raised $600K, and Fyre Festival's deck, whose company later faced fraud charges, plus sample GitHub work to use as a model for your own portfolio.
Key findings
This guide compares successful and failed pitch decks from Airbnb and Fyre Festival alongside real GitHub profiles. You can use these examples to learn how to present business ideas clearly and structure your own technical portfolio.
- DocumentJustin Smith — Launchpad Library (program data via The Knowledge House)
The Knowledge House Founder's Directory — 2026 Edition
Abstract
A one-page clickable directory of accelerators, funds, and small-business support beyond Y Combinator: NY/NJ, Atlanta, Los Angeles, DMV, and Baltimore, plus national programs for underrepresented founders, federal agencies, and corporate grant programs.
Key findings
This directory lists business accelerators, grants, investors, and government support programs across several regions and nationwide. You can use the clickable links to find funding, free mentoring, and resources to help start or grow your business.
- DocumentAnything
Anything — docs and guides for making money online
Abstract
Documentation and getting-started guides for Anything, a platform aimed at building and running internet income streams — setup, tools, and workflows.
Key findings
Read it as documentation, not a promise. Treat any "make money online" framing with healthy skepticism and check what is actually free. (my note on it)
- Documentbdc.ca
BDC Templates & Business Guides
Abstract
Free business plan, marketing plan, and financial templates plus a self-paced learning center from Canada's business development bank.
Key findings
This website offers free downloadable templates and calculators to help you start and run a business. You can use them to write business plans, forecast finances, create workplace policies, and prepare hiring documents.
- DocumentEntrepreneur
Entrepreneur Voices on Careers
Abstract
Collected Entrepreneur magazine pieces on career transitions, burnout, and professional growth from the perspective of founders and operators.
Key findings
Read this for the mindset sections. Founders describe career pivots in plainer terms than most career advice does. (my note on it)
- DocumentEntrepreneur Media
Entrepreneur White Paper: How to Set Up a US LLC From Anywhere
Abstract
Step-by-step guide to forming a US LLC from any country: state selection, registered agent, EIN, banking, taxes, and ongoing compliance.
Key findings
Pair this with the LLC/S-Corp formation guide already in the hub. Get the EIN and the bank account right the first time and everything downstream is easier. (my note on it)
- DocumentLaunchpad Library
Keynote Speaker Starter Toolkit
Abstract
A fill-in-the-blank speaking package template: positioning statement and bios, three signature keynote topics with audience takeaways, proof and testimonials, showreel and photo checklist, and plain-language notes on fees, cancellation, travel, and rights so you know what a fair standard deal looks like.
Key findings
Work it in order: content and proof first, then visuals, then business terms. Nothing in it is legal advice — have an attorney read anything before you sign or send it. (my note on it)
- DocumentReid Hoffman
LinkedIn's Original Pitch to Greylock
Abstract
The actual 2004 pitch deck Reid Hoffman used to raise LinkedIn's Series B, with his annotations explaining each slide.
Key findings
One of the few real pitch decks published with the reasoning attached. Read the annotations more than the slides — they show what a room of investors was actually asking. (my note on it)
- DocumentU.S. Occupational Safety and Health Administration (OSHA)
OSHA Fact Sheet: Safety and Health Requirements for New Businesses
Abstract
Plain-language OSHA fact sheet covering what a brand-new employer must do: provide a hazard-free workplace, keep injury and illness records, post the required OSHA notice, train workers on hazardous chemicals, and where to get free on-site consultation help.
Key findings
Read this before you hire your first employee. Most first-time founders miss the required workplace notice and the injury log, then get surprised later. The free OSHA On-Site Consultation program is the part almost nobody uses and everybody should. (my note on it)
- DocumentU.S. Occupational Safety and Health Administration (OSHA)
OSHA: Manual de Seguridad y Salud para Empresas Pequenas (Spanish)
Abstract
Full Spanish-language OSHA handbook for small businesses: how to build a safety and health program, run self-inspections with detailed checklists, fix common hazards (electrical, ergonomics, fire, exits, chemicals, machinery), meet posting and recordkeeping rules, and request free on-site consultation.
Key findings
The deeper Spanish-language companion to the fact sheet. Share it with owners and crews who work in Spanish — the self-inspection checklists can be lifted straight into your own safety program. (my note on it)
- Documentscore.org
SCORE Business Plan Template
Abstract
Step-by-step 11-worksheet business plan template used widely by SCORE mentors and SBDC advisors nationwide.
Key findings
This is the template I'd hand you first — fill it badly, then fix it with a mentor. (my note on it)
- Documentscore.org
SCORE Financial Management Workbook
Abstract
A practical primer covering small business financial statements, cash flow, and preparing for a loan application.
Key findings
Work through this before any lender conversation so the numbers are yours, not a guess. (my note on it)
- Documentscore.org
SCORE Small Business Basics Workbook
Abstract
Concise primer on moving from a business idea to a functioning small business, including planning exercises and incorporation basics.
Key findings
Best first read if the whole thing still feels abstract. (my note on it)
- Documentscore.org
SCORE Templates, Guides & E-books Library
Abstract
Free library of business templates, guides, e-books, and recorded workshops covering planning, finance, marketing, and operations.
Key findings
Bookmark this — most things people pay for online are already free here. (my note on it)
- Documentsmartsheet.com
Smartsheet Free Business Templates
Abstract
Large library of free business planning, budgeting, and inventory templates in Excel, Word, and PDF.
Key findings
This collection offers free, downloadable business templates in formats like Excel, Word, and PDF. You can use them to write business plans, track budgets, manage inventory, and create customer invoices.
- ReportTD Bank
TD survey: small businesses look ahead but financial readiness varies
Abstract
TD's 2026 financial preparedness survey on how small business owners are planning for the year, where confidence is high, and where cash and credit readiness is thin.
Key findings
Good gut check on business finances. Read the readiness gaps and ask honestly which ones describe you. (my note on it)
- DocumentThe Entrepreneurship Network
TEN Startup Guides
Abstract
Free startup guides from The Entrepreneurship Network covering the early decisions: structure, validation, funding paths, and going to market.
Key findings
Guides like these are best read as checklists. Do the step, then read the next section. (my note on it)
- DocumentSide Hustle Pro
The Side Hustle Guide
Abstract
Four-chapter workbook from Side Hustle Pro on choosing the right side hustle, defining your target audience and ideal client, testing the idea cheaply, and moving forward consistently — with homework at the end of each chapter.
Key findings
The polling exercise in Chapter 1 is the part people skip and the part that works: ask ten people what they think you are good at, anonymously, and start there. (my note on it)
- DocumentBonterra
Ultimate Guide to Peer-to-Peer Fundraising (2024)
Abstract
16-page guide covering peer-to-peer fundraiser timelines, event budgets, multi-channel marketing, recruiting and empowering participants, and retention best practices.
Key findings
Built for nonprofits, but the participant recruitment and retention sections work for any community-driven launch — including your own program or side business. (my note on it)
📈 Career & Professional Optimization
22 entries- DocumentJustin Smith — Launchpad Library
GitHub Portfolio Toolkit
Abstract
Step-by-step toolkit for curating a recruiter-ready GitHub: profile README, three pinned public projects, clean repo naming, and the six-section README map every project should follow. Includes a quality checklist.
Key findings
This guide shows you how to organize and clean up your GitHub profile for job applications. You can follow the quality checklist and project outline to present your best work clearly to recruiters.
- PublicationFast Company
"Hushed coping": the quiet way women sabotage themselves at work
Abstract
Fast Company article on how women may quietly manage stress at work in ways that hold back their careers.
Key findings
Fast Company sometimes limits free reads. I couldn't open the page, so the description comes from its title. (my note on it)
- Documentapp.notion.com
120 LinkedIn Post Frameworks + AI Prompts
Abstract
A shared Notion workspace collecting 120 reusable LinkedIn post structures alongside AI prompts for drafting each one.
Key findings
Frameworks fix the blank-page problem. Use them for structure, then replace every generic line with something only you could have written. (my note on it)
- DocumentAuthor not named
50 Excel Hacks Guided Template
Abstract
Downloadable workbook with 50 practical Excel techniques, each demonstrated in a guided worksheet you can work through at your own pace.
Key findings
Spreadsheet fluency still quietly decides who gets handed the interesting work. Pick five hacks and actually use them this month. (my note on it)
- Documentcelestial-cirrus-56f.notion.site
All Your FREE Welcome Gifts (Resource Vault)
Abstract
Notion resource vault collecting free downloadable career and business templates, guides, and toolkits in one place.
Key findings
Grab the two or three assets that match what you are working on now. Downloading everything is a form of procrastination. (my note on it)
- ReportAndela
Andela Research — Emergent role classification from skill mapping
Abstract
A free study by Cory Hymel, Head of Research at Andela, published June 2026. It analysed 47,101 Fortune 500 software job postings against a map of what each established role was historically supposed to require, scored 2,026 distinct skills, and detected 23 candidate 'emergent roles' — job titles that are forming in the overlap between existing ones, the way ML Engineer formed between software engineering and statistics, and DevSecOps formed between development, security and operations.
Key findings
Free to read in full, no signup. Use it for one thing: the titles a job is drifting toward before employers have a word for it. If the posting you are reading asks for skills from two different jobs, that is the pattern this study is measuring, and naming it in your application is stronger than claiming the old title. Two honest flags. Andela sells access to engineering talent, so a study showing that roles are changing faster than titles is also an argument for its own service. And it reads job postings, not people at work — a posting tells you what a company wrote down, not what the job turned out to be. (my note on it)
- DocumentJustin Smith — Launchpad Library
Career Development for High School Students
Abstract
A starter framework for students deciding between corporate, nonprofit, freelance, and entrepreneurship paths: defining your value proposition, getting noticed, building consistency, and understanding how you actually get paid.
Key findings
This beginner guide helps students and first-time job seekers explore different career paths. You can build your first resume, practice basic networking conversations, and connect with youth employment programs.
- DocumentPhyl Terry — Never Search Alone
Checklist: What to Do If You've Been Laid Off or Let Go
Abstract
Practical first steps after losing a job — severance and paperwork, unemployment benefits, health coverage, references, and how to sequence your search in the first 30 days.
Key findings
This guide outlines steps to handle the emotional and personal impact of losing a job. You can use it to establish healthy daily routines, find support, and prepare yourself before starting a new search.
- ReportDice
Dice Tech Job Report
Abstract
Dice's research report on tech hiring demand, in-demand skills, and salary movement across roles.
Key findings
Use the skills demand section to decide what to learn next. It is one of the few free reports with role-level detail. (my note on it)
- DocumentAllison Rossi
Discoverability Exercise (Allison Rossi)
Abstract
Shared Notion workbook walking through an exercise on making your work and expertise easier for others to find.
Key findings
Do the exercise in writing. Discoverability problems are usually clarity problems in disguise. (my note on it)
- ReportU.S. Census Bureau, Center for Economic Studies
Graduating into Disruption: Labor Market Outcomes for AI-Exposed College Majors
Abstract
US Census Bureau working paper (CES 26-56, September 2026) by Cody Orr, Lee C. Tucker and Lawrence Warren, using administrative records covering about 29% of US bachelor's degrees conferred 2016-2024. Graduates in the most AI-exposed tenth of majors saw their chance of being employed in the quarter after graduation fall five percentage points, and first full-quarter earnings fall thirteen percent, starting immediately after ChatGPT's release in late 2022. The earnings hit is comparable to graduating into a large recession. About half came from lower pay inside the same industries, the rest from graduates shifting into lower-paying sectors such as restaurants and retail. The effect shrinks to about five percent two years out but does not disappear for the most exposed majors.
Key findings
This is the strongest evidence yet that AI has already moved entry-level pay, because it uses actual wage records rather than employer statements or surveys. Two things to hold onto: the paper says plainly it has not been through Census Bureau review and is not an official position, and exposure is measured by what a major typically leads to, not by whether any particular employer used AI. So it tells you which fields got harder to enter — not that a machine took a named job. (my note on it)
- DocumentAuthor not named
How to Communicate So That Others Listen (Cheat Sheet)
Abstract
A one-page cheat sheet covering the five rules of effective communication, the three types of conversation (informational, emotional, social) and twenty persuasive phrases you can use in real conversations.
Key findings
Print it and keep it beside you for a week of meetings and interviews. The twenty phrases are the part people actually use. (my note on it)
- ReportIBM Institute for Business Value
IBM CHRO Study 2026: AI Puts Critical Thinking at the Center of Workforce Priorities
Abstract
IBM Institute for Business Value survey of 1,500 chief HR officers and 8,800 employees worldwide, published 21 September 2026. 71% of CHROs call the ability to supervise, validate and override AI outputs the workforce's most essential skill, while only 29% of employees rank judgment as important. 60% of employees worry AI is eroding their skills, naming critical thinking most often; three in four of those say the erosion has already begun. CHROs name critical thinking (57%) and human judgment (48%) among the most important capabilities. 46% of organisations leave the CHRO out of AI strategy entirely.
Key findings
The one number to take into an interview or a performance review: employers say the skill they now value most is checking and overruling the machine, and most employees have not caught up. That gap is your opening — say out loud that you review AI output rather than forward it. Read the rest carefully. This is IBM's own survey, run by IBM's consulting arm, and IBM sells the AI systems and the workforce redesign advice the study concludes you need; the free press release gives the figures, while the full report asks for your details. The 18% risk reduction and 20% quality improvement are self-reported by the companies surveyed, not measured by anyone independent, and 'employees worry their skills are eroding' is how people feel, not a test of whether their skills actually declined. (my note on it)
- ReportGlassdoor
Millennial Stability Stacking Report (Glassdoor)
Abstract
Glassdoor research on "stability stacking" — how millennials are combining roles, side income and benefits to build job security in an unstable market.
Key findings
Useful numbers to cite when you are explaining your own patchwork career history in an interview. (my note on it)
- Documentadvisor.morganstanley.com
On The Markets — Waiting for the Fall (October 2025) — Morgan Stanley advisor newsletter
Abstract
Monthly market commentary PDF from Broadland Wealth Management, a Morgan Stanley advisory team, discussing market conditions and investor sentiment. The site blocked automated checks, so this description is based on the document title; please confirm it reads correctly.
Key findings
No summary written yet — read the full text for its findings.
- ReportNew Jersey Department of Labor and Workforce Development
Opportunity Occupations (NJ Dept. of Labor)
Abstract
A regional analysis of well-paying occupations with a bright outlook and lower educational barriers to entry, covering New Jersey, Pennsylvania, New York, Maryland, and Connecticut.
Key findings
Details: Start in the Key Regional Findings section, then jump to your state chapter. These are the roles that pay well, are projected to grow, and do not require a four-year degree — a shortlist worth building a plan around. (my note on it)
- DocumentBeEarly
Optimize Your LinkedIn (BeEarly Guide)
Abstract
Free step-by-step LinkedIn optimization workbook covering headline, about section, experience, and visibility.
Key findings
Work through one section a day instead of trying to rewrite your whole profile in an afternoon. (my note on it)
- DocumentStrada Education Foundation
Principles for Quality Education-to-Career Guidance
Abstract
Strada Education Foundation's five principles for career guidance that actually leads to good jobs: centered on outcomes, driven by student agency, foundational and universal, rooted in relationships, and informed by data. Free download, endorsed by dozens of national education and workforce organizations.
Key findings
If you advise students or run a program, these five principles are the cleanest checklist for whether your coaching is working. (my note on it)
- DocumentErica Rivera Coaching
The Aftermath Plan: A 30/60/90 for Layoffs and Reorgs
Abstract
A free printable workbook for the weeks after a layoff, reorg or exit you did not choose, written by Erica Rivera, a former Google and Indeed recruiter. It walks through the first 72 hours, then days 1-30 (runway math, benefits and unemployment deadlines, severance review), days 31-60 (evidence of your work, your narrative) and days 61-90 (options and offers), with space to write your own answers and date them.
Key findings
The most useful page is the first 72 hours: read the separation agreement slowly, do not sign on day one, and handle healthcare and unemployment deadlines before you touch your resume. It is written for senior women with 12+ years in, so the framing assumes that; the deadlines and runway math apply to anyone. It downloads straight as a PDF with no email required. (my note on it)
- DocumentTiffany Teasley - Data Sistah
The No-Experience Playbook (Data Sistah)
Abstract
A free 12-page playbook from Tiffany Teasley (Data Sistah) with six portfolio projects built on real business problems, a free browser-based coding setup, a GitHub README template, a resume rewrite prompt, and the exact referral messages that turn a 15-minute chat into an introduction.
Key findings
I like this one because it refuses to let you hide behind another certificate. Pick one project this week, finish it, then use the referral scripts at the back - that pairing is what moves people from studying to hired. (my note on it)
- DocumentWomen in CyberSecurity (WiCyS) with FourOne Insights
The ROI of Resilience: Cybersecurity Talent Management (Executive Summary)
Abstract
Research summary showing skills-based, talent-friendly hiring practices save over $125,000 per cybersecurity worker through faster hiring and better retention, with a focus on widening pathways for women.
Key findings
This research report shows how cybersecurity employers use skills-based hiring, mentorship programs, and ongoing training to retain talent. You can use this data to identify workplaces that support professional growth and clear promotion paths for women.
- DocumentSho Dewan — Workhap
Ultimate Guide: Make a Career Pivot and Find Happiness
Abstract
Sho Dewan's workbook for changing careers — clarity exercises, transferable-skill mapping, pivot positioning, and how to talk about the switch in interviews and on LinkedIn.
Key findings
This workbook helps mid-career professionals successfully switch industries or job roles without starting over. You can use its exercises to explore new options, identify your transferable skills, and update your resume for your target field.
✨ AI & Assistive Tools
19 entries- DocumentJustin Smith — Launchpad Library
Best Free & Low-Cost AI Tools for Your Job Search (2026)
Abstract
A 3-page guide with 35 vetted AI tools across resume writing, mock interviews, job search copilots, job scraping, company intel, salary data, and job-fit scoring — each with its real pricing checked against the vendor's own page.
Key findings
This guide lists 35 verified free and low-cost AI tools for job seekers. You can use it to find help with writing resumes, practicing interviews, checking salaries, and finding open roles.
- DocumentJacqueline Tangorra — Entrepreneur Media
Entrepreneur White Paper: AI Tools, Prompts & Strategies for Founders
Abstract
Jacqueline Tangorra's Entrepreneur white paper with 30 startup ideas, a 12-tool AI stack, four business prompts, and 12 deep strategy prompts for market sizing, competitor analysis, pricing, go-to-market, unit economics, and expansion.
Key findings
The prompt library alone is worth the download. Paste the TAM, pricing, and unit-economics prompts into your AI assistant and you have a consultant-grade first draft. (my note on it)
- BookAI OS
AI OS: Getting Work Done
Abstract
How to Decide, Delegate, and Build Systems That Remember. A practical book for knowledge workers who want to use AI as a real operating layer.
Key findings
I am always looking for resources that treat AI as an operating layer rather than a toy. This book is a practical frame for deciding what to delegate and what to keep human. (my note on it)
- DocumentYann LeCun, Meta AI
A Path Towards Autonomous Machine Intelligence
Abstract
Yann LeCun's position paper arguing that today's language models are the wrong architecture, and sketching what he thinks should replace them. Free to read.
Key findings
The serious technical case against scaling language models further. Dense, but it is the argument itself rather than a summary of it. (my note on it)
- ReportAI Futures Project
AI 2027
Abstract
A detailed scenario for how AI might develop through 2027, written by former OpenAI researcher Daniel Kokotajlo and colleagues, with the reasoning and uncertainties spelled out. Free to read in full.
Key findings
The forecast everyone in this field argued about. Read it as one carefully argued scenario, not a prediction — the authors say as much themselves. (my note on it)
- ReportCenter for AI Safety
An Overview of Catastrophic AI Risks
Abstract
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.
Key findings
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. (my note on it)
- PublicationArena
Arena Blog (LLM and Agent Evaluation Research)
Abstract
Research and product writing from the team behind the Arena model leaderboards: how coding-agent harnesses change cost and success rates, how the agent leaderboards are built, and their academic partnership calls.
Key findings
Free to read. The clearest writing anywhere on why two people using the same model get very different results — the tool wrapped around the model changes the cost and the outcome. They run the leaderboards they write about, so treat their rankings as one measurement, not the verdict. (my note on it)
- DocumentAmazon Web Services
AWS Whitepapers and Guides
Abstract
Free technical whitepapers, reference architectures and best-practice guides on cloud architecture, security, machine learning and cost optimisation.
Key findings
Free and deep — the well-architected guides are what cloud interviews are drawn from. (my note on it)
- DocumentTathastu
Claude Certified — Study Guide
Abstract
A free community-built study guide for Anthropic's Claude certification: what the exam covers, practice questions and the order to learn it in.
Key findings
Community notes, not Anthropic's official material — check anything it claims about the exam against Anthropic's own page. (my note on it)
- PublicationAnthropic
claude.dev — Anthropic Developers' Blog
Abstract
Anthropic's developers share tips, playbooks and opinions on building with Claude and Claude Code, including agents, skills, context engineering and prompt caching.
Key findings
Written by the company that makes Claude, so it's practical but not neutral. Best read by people who already use Claude for coding. (my note on it)
- DocumentGoogle Brain, OpenAI, Stanford, UC Berkeley
Concrete Problems in AI Safety
Abstract
The 2016 paper that framed AI safety as a set of specific engineering problems — side effects, reward hacking, unsafe exploration — rather than a philosophical worry. Free on arXiv.
Key findings
Start here if the safety conversation sounds abstract. It is plain about what can go wrong and why, and almost everything since cites it. (my note on it)
- DocumentAnthropic
Constitutional AI: Harmlessness from AI Feedback
Abstract
Anthropic's paper describing how Claude is trained against a written set of principles instead of relying only on human ratings. Free on arXiv.
Key findings
Worth reading to see what "aligned" means in practice at one lab — and note it comes from the company selling the model. (my note on it)
- DocumentAnthropic
Function Hooks: Core Architecture (Anthropic)
Abstract
A technical design paper by Alice Poteat (Anthropic, August 2026) setting out how function hooks let plugins extend Claude Code — the event model, composition order, rendering and enterprise controls.
Key findings
Advanced and unapologetically technical. Read it as an example of a clear design document as much as for the AI tooling itself. (my note on it)
- DocumentHinton, Bengio et al.
Managing Extreme AI Risks Amid Rapid Progress
Abstract
A short consensus paper from Geoffrey Hinton, Yoshua Bengio and two dozen other researchers on the risks they consider serious and the governance they think is needed. Free on arXiv.
Key findings
The clearest statement of what the safety-concerned researchers actually agree on, signed rather than paraphrased. (my note on it)
- DocumentNIST
NIST AI Risk Management Framework
Abstract
The US government's voluntary framework for identifying and managing AI risk, plus its playbook of concrete practices. Free.
Key findings
The one your employer's legal team is most likely already citing. Useful vocabulary if you want to raise AI risk at work and be taken seriously. (my note on it)
- DocumentOpenAI
OpenAI Computer Use Documentation
Abstract
Official documentation for ChatGPT computer use, explaining what the agent can do and its safety limits.
Key findings
Read the limits section carefully before you hand an agent anything connected to your accounts. (my note on it)
- DocumentPolytoken
Polytoken Changelog
Abstract
The running record of what changed in each Polytoken release, alongside its free documentation and quickstart.
Key findings
Handy if you use the tool and want to know what broke or improved. (my note on it)
- DocumentWeights & Biases
Reinforcement Learning ebook (Weights & Biases)
Abstract
A free ebook walking through reinforcement learning from the basics to RLHF, written for practitioners rather than researchers.
Key findings
Free download in exchange for an email address. Solid grounding if you keep seeing "RLHF" and nodding along. (my note on it)
- DocumentTIOBE Software
TIOBE Index — Programming Language Popularity Definition
Abstract
The methodology page for the TIOBE Programming Community Index, a monthly measure of programming language popularity calculated from search engine result counts for queries like "+<language> programming." The page explains which search engines qualify, which languages are included, and how ratings are calculated. The current index is free; long-term historical data is sold.
Key findings
TIOBE measures search chatter, not code quality or job postings — read it as a popularity signal, not a skills roadmap. Pair it with job board data before advising anyone on which language to learn. (my note on it)
📄 Resume Help
16 entries- DocumentHarvard FAS | Mignone Center for Career Success
Harvard Resume & Cover Letter Guide
Abstract
A free, clear PDF guide with strong resume samples for every experience level.
Key findings
This resource provides free guides, formatting templates, and examples for resumes, CVs, and cover letters. You can review samples for different experience levels and download templates to write your own application materials.
- DocumentCareer Advising & Professional Development | MIT
MIT CAPD: Resume Checklist
Abstract
A tight pre-submission checklist from MIT — verify formatting, consistency, tense, and impact before you send a resume anywhere.
Key findings
This practical checklist guides you through every section of a standard resume. Use it to check your formatting, proofread your verb tenses, and make sure your work experience shows clear results before applying.
- DocumentJustin Smith — Launchpad Library
Resume Toolkit: One Page That Gets Interviews
Abstract
Toolkit for building and pressure-testing a one-page resume: run it through a free AI scanner, format with a clean template, and match the six-section template map. Includes fonts, margins, and a quality checklist.
Key findings
This guide provides a six-section layout and formatting checklist for building a one-page resume. You can use it to organize your experience, set proper margins and fonts, and test your draft with an AI scanner.
- DocumentSam Struan
Sam Struan's 6-Figure Résumé Template (2026)
Abstract
A fill-in résumé template with bullet formulas, metric prompts, and section order built to pass ATS screens. Make a copy to your own Drive before editing.
Key findings
This fill-in résumé template provides structured sections and metric prompts designed to pass automated application scanners. You can copy the document to format your work history using the provided bullet formulas and sample job descriptions.
- Documentthemuse.com
The Muse: Free Resume Template That Gets You In The Door
Abstract
A free, recruiter-tested resume template with an explanation of why each section is ordered the way it is.
Key findings
This guide provides a free, downloadable resume template formatted for applicant tracking systems. You can follow the step-by-step advice to fill in your work history, skills, and education for your job search.
- DocumentHarvard University
Harvard OCS: Resumes and Cover Letters (PDF Guide)
Abstract
Harvard's full undergraduate resume and cover letter handbook — formatting rules, action-verb lists, and annotated before/after examples across industries.
Key findings
This guide provides formatting rules, action-verb lists, and sample resumes and cover letters across various industries. You can use the annotated before-and-after examples to write and format your own job applications.
- ReportSpecific Resume
Specific Resume Research
Abstract
Data-driven resume research and insights from Specific Resume, exploring what actually gets resumes noticed, common ATS myths, and field-tested formatting guidance.
Key findings
A refreshing evidence-based take on resume conventions. Worth a read if you are unsure whether your resume is helping or hurting your application odds. (my note on it)
- DocumentJustin Smith — Launchpad Library
AI Resume & Interview Tool Picks (from the AI Job Search Tools guide)
Abstract
The resume-writing and AI-interview sections of my AI tools guide: ATS-friendly resume builders and graders (Reactive Resume, Resume Worded, Rezi, Kickresume, Teal) plus mock-interview coaches (Yoodli, Exponent, Verve, Huru, Final Round).
Key findings
This guide features free and low-cost AI tools for resumes and job interviews. You can use them to build and score ATS-friendly resumes or practice mock interviews with automated coaching.
- DocumentHarvard FAS | Mignone Center for Career Success
Harvard: Bullet Point Resume Template
Abstract
Harvard Career Services' bullet-point resume template plus guidance on writing accomplishment statements that lead with impact.
Key findings
This downloadable resume template is available in Microsoft Word and Google Docs formats. You can use its bullet-point layout to organize your experience and build a clear first draft.
- DocumentCareer Services | University of Pennsylvania
Penn Career Services: Resume Guide
Abstract
UPenn's resume guide with samples across business, tech, nonprofit, and graduate-school paths, plus wording and layout standards.
Key findings
This guide offers downloadable resume templates and section-by-section advice for different industries. You can customize the Word documents with your own experience and learn how to write effective bullet points.
- ReportStatista
Personal use of AI tools for education and learning
Abstract
Statista chart showing how people are using AI tools for education and learning purposes.
Key findings
Useful data point for anyone building or explaining AI-powered learning tools. (my note on it)
- DocumentResume Assassin
Resume Assassin Freebies
Abstract
Free resume and job-search downloads from Resume Assassin, including ATS-friendly templates and checklists.
Key findings
Good source of practical resume templates; pair it with a real job description so you are tailoring, not just filling in a template. (my note on it)
- Documentcareered.stanford.edu
Stanford: Developing Your Resume (Handout)
Abstract
Stanford's step-by-step resume handout covering structure, section order, describing experience, and common formatting mistakes.
Key findings
This guide walks you through the resume-writing process step by step. Use it to choose your section order, write clear descriptions of your experience, and avoid common formatting errors.
- DocumentKatie the Recruiter
The Resume Verb Bank
Abstract
A one-page reference of more than 200 resume action verbs sorted into fourteen groups — leadership, achievement, growth, creation, analysis, problem-solving, efficiency, communication, strategy, financial, sales, project management, change management, and scale. It ends with a before-and-after table showing why "Mobilized a cross-functional team of five" beats "Led a team of five", and why "Allocated and monitored a $2M annual budget" beats "Responsible for the budget".
Key findings
Use it as a swap list, not a thesaurus to sprinkle. Katie's own warning is the important part: a strong verb can't hide a weak result — if you write "Transformed" or "Spearheaded", the rest of the bullet has to prove it with a number or a clear before-and-after. Pick one verb per bullet, never repeat the same one twice on a page, and if you can't back a big verb with evidence, choose a smaller, truer one. (my note on it)
- DocumentWrite Choice Resumes
Write Choice Resumes — Intake Form
Abstract
Client intake form for a resume writing service, useful as a model of the questions a good resume writer asks before starting.
Key findings
Even if you never hire a writer, read the questions. Answering them yourself surfaces the accomplishments most people leave off their resume. (my note on it)
- DocumentOffice of Career Strategy - Yale University
Yale OCS: Creating Specialized Resumes
Abstract
Yale's guidance on specialized resume formats — federal, academic CV, consulting, tech, and nonprofit — and when each format is expected.
Key findings
This guide explains how to format resumes for federal government positions, specific industries, and international jobs. You can use it to learn about the federal resume builder and find country-specific application advice.
🎤 Interview Prep
9 entries- DocumentJustin Smith — Launchpad Library
Ask the Experts: Nailing Your Technical Interview
Abstract
Slide deck of advice from working technology architects and engineers: how to open strong, when to ask clarifying questions, what depth is expected at junior vs. senior level, and how to talk through architecture, scaling, and performance.
Key findings
This slide deck shares advice from working tech professionals on handling technical interviews. Use it to learn how to explain your coding process, tackle tough questions, and tailor your answers for junior or senior roles.
- DocumentJustin Smith — Launchpad Library
Salary Benchmarking Tools & Negotiation Basics
Abstract
Slide guide to the tools that tell you what a role actually pays — Levels.fyi for role-level comp, Numbeo for cost-of-living context, Glassdoor for company intel — plus the mindset and mechanics of negotiating an offer.
Key findings
This guide reviews tools for researching pay rates and local living costs. You can use it to determine your minimum compensation and prepare to negotiate your salary and benefits.
- DocumentThe Independence Lab
Master Your First Job Interview: Prep Checklist
Abstract
A phase-by-phase checklist for a first interview — company research, common questions, remote/hybrid logistics, what to bring, and follow-up. Built for graduates entering the workforce.
Key findings
This checklist guides new graduates through every stage of their first job interview. Use it to prepare answers to common questions, handle virtual or in-person logistics, and follow up after the meeting.
- DocumentJustin Smith — Launchpad Library
Mock Interview & Company Intel Tools (from the AI Job Search Tools guide)
Abstract
Practice interviews with AI or live peers, then research the company before you walk in — includes Yoodli, Exponent (formerly Pramp), Verve AI, Glassdoor, Blind, Crunchbase, The Org, and salary databases.
Key findings
This curated guide lists free and low-cost tools for interview practice and company research. You can run mock interviews with AI or live peers, get feedback on your answers, and look up salary data and workplace reviews.
- Documentgamma.app
The Acing Your First Interview Playbook
Abstract
Step-by-step playbook for first-time interviewers covering preparation, question frameworks, follow-up, and common early-career mistakes.
Key findings
Built for the first real interview. Read it the night before, then rehearse three answers out loud. (my note on it)
- DocumentJustin Smith — Launchpad Library
The Complete STAR Method Interview Guide
Abstract
A full system for behavioral interviewing using Situation, Task, Action, Result — question banks, follow-up probes, scoring, and the research behind why structured behavioral interviews predict performance.
Key findings
This guide explains how employers evaluate behavioral interview questions using the STAR framework. You can study sample questions, scoring rubrics, and follow-up probes to prepare clear stories about your past work achievements.
- DocumentTim Ahlersmeyer
Tim Ahlersmeyer Free Downloadables
Abstract
Free interview-prep and job-search downloads from a professional resume writer and career coach, designed to help you stand out in interviews and applications.
Key findings
Use the interview-prep package to map your skills and stories before your next round; free resources are a preview of the coach's paid services. (my note on it)
- DocumentTerry Danylak
Two-Minute Pitch: How to Answer "Tell Me About Yourself"
Abstract
A free guide by Terry Danylak with a formula, a fill-in template and five worked examples for answering the first interview question in about two minutes.
Key findings
No summary written yet — read the full text for its findings.
- DocumentU.S. Department of Labor
U.S. DOL TEAMS Salary Negotiation Participant Guide
Abstract
A federal, downloadable PDF negotiation guide developed for the DOL's Transition Employment Assistance for Military Spouses (TEAMS) program, broadly applicable beyond its original military-spouse audience.
Key findings
Written for military spouses, but the scripts and framing work for anyone re-entering the workforce or switching careers. Download it before your next offer conversation. (my note on it)
🤝 Community & Government Resources
8 entries- ReportGallup & Lumina Foundation
Gallup-Lumina State of Higher Education 2026
Abstract
A survey of more than 14,000 US adults on whether college is affordable and worth it. Only one in four adults without a degree think quality, affordable education is within reach.
Key findings
Solid data if you're deciding whether a degree or a shorter credential makes sense for you. (my note on it)
- PublicationGates Foundation
Global Organizations Announce Five-Year Goal to Help More Than Three Billion People Use AI in Their Own Language and Voice
Abstract
Gates Foundation press release announcing a five-year partnership of 60 signatories — frontier AI labs, researchers, companies, governments, community organizations, and philanthropic groups — to expand AI access across languages and voices.
Key findings
A commitment announcement, not an outcome report. Read it for who has signed on and what they say they will do; the hard part is whether the resulting models and data actually serve the communities named. (my note on it)
- DocumentJustin Smith — Launchpad Library (program data via The Knowledge House)
Government & Community Small-Business Support (Founder's Directory)
Abstract
The government and community pages of the Founder's Directory: SBA, local SBDCs, SCORE mentoring, MBDA business centers, Women's Business Centers, Grants.gov, SBIR/STTR R&D grants, plus Comcast RISE, Verizon Digital Ready, Hello Alice, IFundWomen, and LISC.
Key findings
This directory lists government and community programs that support small business owners and startups. You can use it to find free business coaching, connect with expert mentors, and search for grants.
- DocumentJobs for the Future (JFF)
How to Use Tech to Engage Young People in Career Navigation
Abstract
JFF and Britebound research on how youth reengagement centers use digital tools with opportunity youth — what works, what pushes young people away, and how to keep tech people-centered.
Key findings
This research report explains how youth centers use online tools and one-on-one coaching to help young people find career paths. You can learn how these programs support young adults with skills assessments, job exploration, and training options.
- DocumentOffice of Sen. Bernie Sanders
Prepared Remarks: Sanders — Regulating AI Is as American as Apple Pie
Abstract
Sen. Bernie Sanders's office publishes his prepared remarks arguing for federal regulation of artificial intelligence. A politician's own statement, not independent analysis.
Key findings
No summary written yet — read the full text for its findings.
- ReportRoosevelt Institute
Roosevelt Institute — Worker Power and Economic Security
Abstract
Research and policy papers from the Roosevelt Institute on labour, pay and social policy, aimed at making the economy fairer for workers.
Key findings
A progressive think tank, so its papers argue for one side. Useful for understanding worker-rights debates. (my note on it)
- ReportJoint Center for Political and Economic Studies
The State of the Black Labor Market
Abstract
A free Joint Center for Political and Economic Studies brief (September 2026) on Black employment, wages, unemployment and the sectors driving the gaps.
Key findings
Data you can quote. Useful if you are making the case for a hiring or pay decision and need a source rather than an opinion. (my note on it)
- DocumentBloomerang
The Ultimate Guide to Nonprofit Donor Data Management
Abstract
Free ebook on building, maintaining, and leveraging a nonprofit donor database, covering needs assessment, cloud versus installed software, switching systems, and running a good vendor demo.
Key findings
If you run or volunteer for a small nonprofit, the demo checklist alone will save you from a bad software decision. (my note on it)
Hiring Trends & Job Market Data
5 entries- ReportKyndryl
Kyndryl Readiness Report 2025
Abstract
Kyndryl's 2025 Readiness Report, drawing on data from its Kyndryl Bridge platform and a survey of business leaders on IT infrastructure readiness, AI adoption, and preparedness for future risks. Kyndryl is an IT services company reporting on its own research.
Key findings
No summary written yet — read the full text for its findings.
- ReportNew York City Economic Development Corporation
NYC Economic Snapshot — September 2026
Abstract
NYCEDC's monthly data briefing on the city's economy as of September 24, 2026: private-sector employment down 12,900 in August, unemployment at 4.8% after six straight monthly declines, labor force participation at 62.1%, median asking rent near $4,000, plus office visitation, tourism, and transit numbers.
Key findings
The one-page-per-topic format makes this the fastest way to sound current on the NYC economy in an interview or a client meeting. Read the jobs and small-business pages; skip the real-estate detail unless it touches your field. It is a city agency's own read of its own economy, so pair it with the raw BLS numbers if you need the unspun version. (my note on it)
- ReportOwl Labs
Owl Labs State of Hybrid Work 2026 (US Report)
Abstract
Owl Labs' tenth annual survey report on how US employees work across office, hybrid, and remote arrangements, including attitudes toward return-to-office policies and workplace technology. Owl Labs sells video-conferencing hardware, so it has a commercial interest in hybrid work.
Key findings
No summary written yet — read the full text for its findings.
- ReportSHRM
State of the Workplace 2026: Emerging Challenges
Abstract
SHRM's annual look at the challenges employers and HR teams expect in 2026, including workload pressure, skills gaps and shifting employee expectations.
Key findings
No summary written yet — read the full text for its findings.
- ReportZipRecruiter Economic Research
ZipRecruiter Job Seeker Confidence Survey, 2026 Q3
Abstract
ZipRecruiter Economic Research survey reporting its Job Seeker Confidence Index fell 6.3 points in Q3 2026 to 93.5, as hiring slowed and inflation ticked up.
Key findings
No summary written yet — read the full text for its findings.
Research & Papers
3 entries- ReportEpoch AI
Can AI Spot Mistakes in IKEA Assembly?
Abstract
Epoch AI report on a spatial reasoning benchmark built around finding mistakes in photos of partially assembled IKEA furniture — a proxy for economically important visual reasoning tasks like repair work. Top scores jumped from 28% to 80% in 10 months; Chinese open-weight models trail the frontier by about 7 months.
Key findings
No summary written yet — read the full text for its findings.
- ReportJoint Center for Political and Economic Studies
Forward Together: The Black Policy Playbook for an Equitable America — 2026 Addendum
Abstract
Joint Center report (PDF) with policy recommendations on voting rights, economic opportunity, workforce, education, healthcare, criminal legal system, technology and immigration.
Key findings
No summary written yet — read the full text for its findings.
- ReportCongressional Black Caucus Foundation
JCPAR Workforce
Abstract
Congressional Black Caucus Foundation publication on workforce policy, hosted on Issuu. Described from title; details not checked page by page.
Key findings
No summary written yet — read the full text for its findings.
📚 Books Worth Reading
2 entries- BookSpringer
AI Infrastructures and Sustainability: Expanding Perspectives on Automation, Communication and Media
Abstract
Open-access book exploring the environmental and societal impacts of AI infrastructure — data centers, energy, labor, and the politics of large-scale computation.
Key findings
Open-access research on AI's physical footprint — great background for anyone advising on green tech, data-center careers, or responsible AI procurement. (my note on it)
- BookPenguin Random House
The Technological Republic (book site)
Abstract
Official site for The Technological Republic by Palantir co-founder Alexander C. Karp and Nicholas W. Zamiska, arguing that Silicon Valley abandoned work of national consequence. The site is free to browse and lists press coverage and every retailer.
Key findings
The site is free; the book is not — it is sold in hardcover, ebook and audio, so borrow it from a library if you can. Read it as an argument from a man whose company sells software to defense and intelligence agencies, because the book is making the case for that industry. (my note on it)
Entrepreneurship
1 entry- PublicationSmall Business Trends
Small Business Trends
Abstract
Online publication covering small business news, technology products, marketing, and management advice for entrepreneurs and business owners. Free to read, supported by advertising.
Key findings
No summary written yet — read the full text for its findings.
College & Training Programs
1 entry- DocumentPASE / Morgan Stanley
Morgan Stanley Finance Academy 2026–2027: Applications Open
Abstract
A flyer announcing applications for the Morgan Stanley Finance Academy, a finance training programme for high school students run with PASE.
Key findings
A single flyer, so it may not cover everything — check deadlines and eligibility with the organizers. Sponsored by Morgan Stanley, which uses it to build its own talent pipeline. (my note on it)
Entrepreneurship & Business Building
1 entry- ReportManhattan Chamber of Commerce
Manhattan Chamber of Commerce — Research + Data
Abstract
Free reports and data on small business conditions in New York City. Current findings include a Manhattan storefront vacancy rate of 12.99% as of Q1 2026 (against a 12.79% pre-pandemic benchmark, with 8 of 12 community districts at or below it), non-resident visits down 2.1% year over year — the first decline in five years — an estimated $4.5bn in annual tariff costs absorbed by NYC small businesses and roughly $4,200 in added annual household costs, business formation at a five-year low, and an analysis of 211,000+ Department of Consumer and Worker Protection inspection records showing 62.3% of city business inspection cases end in default judgment, with summonses to unlicensed businesses up 171% in a year.
Key findings
If you run or plan a business in New York, the inspection findings matter most: a default judgment means the business never showed up to contest the summons, and 62.3% is a warning about how easily a fine becomes final. Use the storefront tracker to argue about a specific neighborhood rather than the city average. One flag to keep in view — a chamber of commerce advocates for its members, so the tariff and enforcement figures are produced by an organization with a position on both. (my note on it)