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===Highly Recommended Articles:

Superintelligence Risk Project Update II by Jeff Kaufman - Jeff's thoughts and the sources he found most useful. Project is wrapping up in a few day. Topics: Technical Distance to AI. Most plausible scenarios of Superintelligence risk. OpenPhil's notes on how progress was potentially stalled in Cryonics and Nanotech.

Superintelligence Risk Project Update by Jeff Kaufman - Links to the three most informative readings on AI risk. Details on the large number of people Jeff has talked to. Three fundamental points of view on AI-Safety. Three Fundamental points of disagreement. An update on the original questions Jeff was trying to answer.

Podcast The World Needs Ai Researchers Heres How To Become One by 80,000 Hours - "OpenAI’s latest plans and research progress. Concrete Papers in AI Safety, which outlines five specific ways machine learning algorithms can act in dangerous ways their designers don’t intend - something OpenAI has to work to avoid. How listeners can best go about pursuing a career in machine learning and AI development themselves."

Radical Book Club The Decentralized Left by davidzhines (Status 451) - The nature of leftwing organizing and what righties can learn from it. An exposition of multiple books on radical left organization building. Major themes are "doing the work" and "decentralized leadership".

Study Of The Week To Remediate Or Not To Remediate by Freddie deBoer - Should low math proficiency students take remedial algebra or credit bearing statistics. The City University of New York ran an actual randomized study to test this. The study had pretty good controls. For example students were randomly assigned to three groups, participating professors taught one section of each group.

Kenneth Arrow On The Welfare Economics Of Medical Care A Critical Assessment by Artir (Nintil) - "Kenneth Arrow wrote a paper in 1963, Uncertainty and the Welfare Economics of Medical Care. This paper tends to appear in debates regarding whether healthcare can be left to the market (like bread), or if it should feature heavy state involvement. Here I explain what the paper says, and to what extent it is true."

Becoming Stronger Together by b4yes (lesswrong) - "About a year ago, a secret rationalist group was founded. This is a report of what the group did during that year."

The Destruction Of American Cuisine by Small Truths - America used to have a tremendous number of regional cuisines, most are dead. They were killed by supermarkets and frozen food. This has been costly both in terms of culture and health (antibiotic resistance, crop monoculture risk)

===Scott:

Targeting Meritocracy by Scott Alexander - Education and merit are different. Programming is one of the last meritocracies, this lets disadvantaged people get into the field. If a job is high impact we want to hire on merit. The original, literal meaning of meritocracy is important.

Classified Thread 2 Best In Classified by Scott Alexander - Scott is promoting a project to accelerate the trend of rationalists living near each other. There are four houses available for rent near Ward Street in Berkeley. Ward street is currently the rationalist hub in the Bay. Commenters can advertise other projects and services.

Url Of Sandwich by Scott Alexander - Standard links post, somewhat longer than usual.

Opec Thread by Scott Alexander - Bi-weekly open thread. Update on Scott and Katja's travels. Salt Lake City Meetup highlight. Topher Brennan is running for Senate.

Can We Link Perception And Cognition by Scott Alexander - SSC survey optical illusions. "So there seems to be a picture where high rates of perceptual ambiguity are linked to being weirder and (sometimes, in a very weak statistical way) lower-functioning." Speculation about fundamental connections between perception and cognitive style. Ideas for further research.

Change Minds Or Drive Turnout by Scott Alexander - Extreme candidates lower turnout among their own party. Is base turnout really the only thing that matters? Lots of quotes from studies.

===Rationalist:

Learning From Past Experiences by mindlevelup - "This is about finding ways to quickly learn from past experiences to inform future actions. We briefly touch upon different learning models." Model-based and Model-Free reinforcement learning. Practical advice and examples.

How Long Has Civilization Been Going by Elo (BearLamp) - Human agricultural society is only 342-1000 generations old. "Or when you are 24 years old you have lived one day for every year humans have had written records." Human civilization is only a few hundred lifetimes old.

Choices Are Bad by Zvi Moshowitz - Choices reduce perceived value. Choices require time and energy. Making someone choose is imposing a real cost.

Erisology Of Self And Will: The Gulf by Everything Studies - "Part 4 will discuss some scientific disciplines with bearing on the self, and how their results are interpreted differently by the traditional paradigm vs. the scientific."

Philosophy Vs Duck Tests by Robin Hanson - Focusing on deep structure vs adding up weak cues. If it looks like an x... More discussion of whether most people will consider ems people and/or conscious.

Knowing How To Define by AellaGirl - "These are three ways in which a word can be ‘defined’ – the role it plays in the world around it (the up-definition), synonyms (lateral-definition), and the parts which construct the thing (down-definition)." Applications to morality and free-will.

Change Is Bad by Zvi Moshowitz - "Change space, like mind space, is deep and wide. Friendly change space isn’t quite to change space what friendly mind space is to mind space, but before you apply any filters of common sense, it’s remarkably close." A long list of conditions that mean change has lower expected value. Why we still need to make changes. Keep your eyes open.

Meditation Insights Suffering And Pleasure Are Intrinsically Bound Together by Kaj Sotala - The concrete goal of meditation is to train your peripheral awareness. Much suffering comes from false promises of pleasure. Procrastinating to play a videogame won't actually make you feel better. Temptation losses its power once you truly see the temptations for what they truly are.

Be My Neighbor by Katja Grace - Katja lives in a rationalist house on ward street in Berkeley and its great. The next step up is a rationalist neighborhood. Katja is promoting the same four houses as Scott. Be her neighbor?

What Value Subagents by G Gordan (Map and Territory) - Splitting the mind into subagents is a common rationalist model (links to Alicorn, Briene Yudkowsky, etc). However the author preferred model is a single process with inconsistent preferences. Freud. System 1 and System 2. The rider and the Elephant become one. Subagents as masks. Subagents as epicycles.

The Order Of The Soul by Ben Hoffman (Compass Rose) - The philosophy of accepting things vs the impulse to reshape them. Many philosophical and psychological models split the soul into three. Internalized authority vs seeing the deep structure of moral reality. In some sense math is the easiest thing in the world to learn. School poisons the enjoyment of rational thought. Lockhart's lament. Feynman. Eichmann and thinking structurally.

Aliens Merely Sleeping by Tyler Cowen - The universe is currently too hot for artificial life to be productive. Advanced civilizations might be freezing themselves until the universe cools. "They could achieve up to 1030 times more than if done today" [short]

Book Reviews by Torello (lesswrong) - Rationalist Adjacent. Each book has an interesting 'ideas per page' rating. Homo Deus, Sapiens, Super-intelligence, Surfaces and Essences, What Technology Wants, Inside Jokes, A Skeptic's Guide to the Mind.

Geometers Scribes Structure Intelligence by Ben Hoffman (Compass Rose) - "How does spatial reasoning lead to formal, logical reasoning?" Fluid and crystalized intelligence. Some history of Philosophy. How social dynamics lead to the evolution of reasoning. Talmudic and Western law, and their oddities. Universal Grammar and connecting with the divine. FizzBuzz.

High Dimensional Societies by Robin Hanson - In high dimensional space the distance between points varies less. What implications does this have for 'spatial' social science models (ex analogues of 1D spectrums and 2D graphs).

Feelings In The Map by Elo (BearLamp) - Confusion is not a property of the external world. The same holds for many emotions. Non-violent communication and speaking from your own perspective.

Lesswrong Is Not About Forum Software by enye-word (lesswrong) - The best way to increase activity on lesswrong is to get back the top posters, especially Scott and Eliezer.

Explication by mindlevelup - "This essay is about explication, the notion of making things specific. I give some examples involving Next Actions and systematization. This might also just be obvious to many people. Part of it is also a rehash of Act Into Uncertainty. Ultimately, explication is about changing yourself."

Concrete Instructions by Elo (BearLamp) - "The objective test of whether the description is concrete is whether the description can be followed by an anonymous person to produce the same experience." Some examples including the 'paper folding game'.

Human Seems Low Dimensional by Robin Hanson - 'Humanness' seems to be a one dimensional variable. Hence people are likely to consider ems conscious and worthy of decent treatment since ems are human-like on many important factors. Some discussion of a study where people rated how human-like various entities were.

Erisology Of Self And Will: A Natural Offering by Everything Studies - A description of naturalism and it relation to science. Daniel Dennet. Many philosophers are still dualists about the self. The self as a composite. Freedom as emergent.

The Hungry Brain by Bayesian Investor - A short review that focuses on the basics of Guynet's ideas and meta-discussion of why Guynet included so much neuroscience. "Guyenet provides fairly convincing evidence that it’s simple to achieve a healthy weight while feeling full. (E.g. the 20 potatoes a day diet)."

Boost From The Best by Robin Hanson - [Age of Em] How many standard deviations above the mean will be the best em be? How much better will they be than the second best em? How much of a wage/leisure premium will the best em receive.

Becoming Stronger Together by b4yes (lesswrong) - "About a year ago, a secret rationalist group was founded. This is a report of what the group did during that year."

In Praise Of Fake Frameworks by Valentine (lesswrong) - "I use a lot of fake frameworks — that is, ways of seeing the world that are probably or obviously wrong in some important way. I think this is an important skill. There are obvious pitfalls, but I think the advantages are more than worth it. In fact, I think the "pitfalls" can even sometimes be epistemically useful."

Letter To Future Layperson by Sailor Vulcan (BYS) - A letter from someone in our age to someone post singularity. Description of the hardships and terrors of pre-singularity life. Emotional and poetic. ~5K words.

===AI:

Conversation With An Ai Researcher by Jeff Kaufman - The anonymous researcher thinks AI progress is almost entirely driven by hardware and data. Back propagation has existed for a long time. Go would have taken at least 10 more years if go-aI work had remained constrained by academic budgets.

Openai Baselines PPO by Open Ai - "We’re releasing a new class of reinforcement learning algorithms, Proximal Policy Optimization (PPO), which perform comparably or better than state-of-the-art approaches while being much simpler to implement and tune. PPO has become the default reinforcement learning algorithm at OpenAI because of its ease of use and good performance."

Superintelligence Risk Project Update II by Jeff Kaufman - Jeff's thoughts and the sources he found most useful. Project is wrapping up in a few day. Topics: Technical Distance to AI. Most plausible scenarios of Superintelligence risk. OpenPhil's notes on how progress was potentially stalled in Cryonics and Nanotech.

Real Debate Robots Education by Tyler Cowen - Robots are already becoming part of the classroom. K-12 is an artificially creation anyway. Robots can help autistic or disabled children. Children sometimes trust robots too much.

Robust Adversarial Inputs by Open Ai - "We’ve created images that reliably fool neural network classifiers when viewed from varied scales and perspectives. This challenges a claim from last week that self-driving cars would be hard to trick maliciously since they capture images from multiple scales, angles, perspectives, and the like."

What Is Overfitting Exactly by Andrew Gelman - "If your model is correct, “overfitting” is impossible. In its usual form, “overfitting” comes from using too weak of a prior distribution."

Conversation With Bryce Wiedenbeck by Jeff Kaufman - "AGI is possible, it could be a serious problem, but we can't productively work on it now." AGI will look very different from current technologies. Utility functions are a poor model of human behavior.

Examples Of Superintelligence Risk by Jeff Kaufman - A series of extended quotes describing ways AI with innocent seeming goals can destroy the world. Authors: Nick Bostrom, Eliezer (and collaborators), Luke M, 80K hours, Tim Urban. Jeff finds them unpersuasive and asks for better ones. Lots of interesting comments. Eleizer himself comments describing how 'paperclip maximizers' might realistically occur.

Superintelligence Risk Project Update by Jeff Kaufman - Links to the three most informative readings on AI risk. Details on the large number of people Jeff has talked to. Three fundamental points of view on AI-Safety. Three Fundamental points of disagreement. An update on the original questions Jeff was trying to answer.

Conversation With Michael Littman by Jeff Kaufman - CS Professor at Brown's opinions: Deep Learning is surprisingly brittle in his experience. General Intelligence will require large fundamental advances. The AI risk community isn't testing their ideas so they probably aren't making real progress.

===EA:

EAGX Relaunch by Roxanne_Heston (EA forum) - The EA global satellite EAGA-X conferences have been low activity. Changes: More funding and flexibility. Standardized formats. Fewer groups approved. Stipends to primary organizers.

Uncertainty Smoothes Out Differences In Impact by The Foundational Research Institute - Many inside view evaluations conclude that one intervention is orders of magnitude more effective than another. Uncertainty significantly reduces these ratios.

Autonomy: A Search For A Measure Will Pearson (EA forum) - "I shall introduce a relatively formal measure of autonomy, based on the intuition that it is the ability to do things by yourself with what you have. The measure introduced allows you to move from less to more autonomy, without being black and white about it. Then I shall talk about how increasing autonomy fits in with the values of movements such as poverty reduction, ai risk reduction and the reduction of suffering."

Eight media articles on GiveDirectly, Cash Transers and Basic Income.- A world where 8 men own as much wealth as 3.6 billion people by GiveDirectly -

More Giving Vs Doing by Jeff Kaufman - EA is moving far more money than it used to and the ramp up will continue. This means direct work has become relatively more valuable. Nonetheless giving money is still useful, capacity isn't being filled. Jeff plans on earning to give based on his personal constraints.

Why I Think The Foundational Research Institute by Mike Johnson (EA forum) - A description of the FRI. Good things about FRI. FRI's research framework and why the author is worried. Eight long objections. TLDR: "functionalism ("consciousness is the sum-total of the functional properties of our brains") sounds a lot better than it actually turns out to be in practice. In particular, functionalism makes it impossible to define ethics & suffering in a way that can mediate disagreements."

Tranquilism by The Foundational Research Institute - A paper arguing that reducing suffering is more important than promoting happiness. Axiology. Non-consciousness. Common Objections. Conclusion.

An Argument For Why The Future May Be Good by Ben West (EA forum) - Factory farming shows that humans are deeply cruel. Technology enabled this cruelty, perhaps the future will be even darker. Counterargument: Humans are lazy, not evil. Humans as a group will spend at least small amounts altruistically. In the future the cost of reducing suffering will go down low enough that suffering will be rare or non-existent.

Arguments Moral Advocacy by The Foundational Research Institute - "What does moral advocacy look like in practice? Which values should we spread, and how? How effective is moral advocacy compared to other interventions such as directly influencing new technologies? What are the most important arguments for and against focusing on moral advocacy?"

An Argument For Broad And Inclusive by Kaj Sotala (EA forum) - "I argue for a very broad, inclusive EA, based on the premise that the culture of a region is more important than any specific group within that region... As a concrete strategy, I propose a division into low-level and high-level EA"

Not Everybody wants a Goat by GiveDirectly - Eight links on GiveDirectly, Cash Transfers, Effective Altruism and Basic Income.

Mid Year Update by The GiveWell Blog - Encouraging more charities to apply. More research of potential interventions. Short operations recap. GiveWell is focusing more on outreach.

===Politics and Economics:

College Tuition by Tom Bartleby - Sticker prices for college have gone up 15K in twenty years, but the average actual cost has only gone up 2.5K. High prices are almost compensated by high aid. Advantage: more equitable access to education. Disadvantages: Not everyone knows about the aid, financial aid is large enough it can seriously distort family financial decisions.

War Of Wages Part 1 Apples And Walmarts by Jacob Falkovich (Put A Number On It!) - The Author thinks minimum wage hurts the poor. Walmart can't afford higher wages. Copenhagan Interpretation of Ethics: Walmart helps the poor and gets blamed, Apple does nothing for the poor but avoids blame.

Links 10 by Artir (Nintil) - Tons of links. Economics, Psychology, AI, Philosophy, Misc.

Pretend Ask Answer by Ben Hoffman (Compass Rose) - A short dialogue about Patriarchy and the meaning of oppression. Defensive actions are often a response to bad faith from the other side. Its not ok to explicitly say you think your partner is arguing in bad faith.

Cultural Studies Ironically Is Something Of A Colonizer by Freddie deBoer - An origin story for Writing Studies. The fields initial methodological diversity. Cultural studies took over the field, empirical work has been pushed out. Evidence that some cultural studies professors really do believe its fundamentally bigoted to do science and empirical research endangers marginalized students. The field has become insular.

The Dark Arts Examples From The Harris Adams Debate by Stabilizer (lesswrong) - The author accuses Scott Adams of using various dark Arts: Changing the subject, Motte-and-bailey, Euphemisation, Diagnosis, Excusing, Cherry-picking evidence.

Study Of The Week Modest But Real Benefits From Lead Exposure Interventions by Freddie deBoer - Freddie reviews a survey he found via SSC. The study had very good controls. Methodology is explained and key graphs are posted and discussed. Scott and Freddie seem to agree on the facts but have a different opinion on how large to consider the effects.

Descriptive And Prescriptive Standards by Simon Penner (Status 451) - Leadership means winning the Keynesian Beauty Contest. Public opinion doesn't exist as a stable reality. Prescribing public opinion. Dangers of social reform and leaders twisting the facts to promote noble outcomes.

A Taylorism For All Seasons by Lou (sam[]zdat) - "Christopher Lasch – The Culture of Narcissism, part 1/X, current essay being more of an overview." A Masquerade where you must act out the mask you choose.

Mechanism Agnostic Low Plasticity Educational Realism by Freddie deBoer - Freddie's educational philosophy. People sort into persistent academic strata. Educational attainment is heavily determined by factors outside of school's control. The mechanism differences in academic ability is unknown. Social and political implications.

Kin Aesthetics Excommunicate Me From The Church Of Social Justice by Frances Lee - A SJ-insider's critical opinion of SJ. Fear of being impure. Original Sin. Reproducing colonial structures of power and domination within social justice. Everyday Feminism's belittling articles. More humility. Bringing humanity to everyone, even those who have been inhumane.

Study Of The Week To Remediate Or Not To Remediate by Freddie deBoer - Should low math proficiency students take remedial algebra or credit bearing statistics. The City University of New York ran an actual randomized study to test this. The study had pretty good controls. For example students were randomly assigned to three groups, participating professors taught one section of each group.

Should We Build Lots More Housing In San Francisco: Three Reasons People Disagree by Julia Galef - For each of the three reasons Julia describes multiple sub-reasons. More housing might not lower prices much. More housing won't help the poor. NIMBY objections might be legitimate.

Kenneth Arrow On The Welfare Economics Of Medical Care A Critical Assessment by Artir (Nintil) - "Kenneth Arrow wrote a paper in 1963, Uncertainty and the Welfare Economics of Medical Care. This paper tends to appear in debates regarding whether healthcare can be left to the market (like bread), or if it should feature heavy state involvement. Here I explain what the paper says, and to what extent it is true."

Thoughts On Doxxing by Ozy (Thing of Things) - CNN found the identity of the guy who made the video of Trump beating up CNN. They implied they would dox him if he continued being racist. Is doxxing him ok? What about doxxing someone who runs r/jailbait? Ozy discusses the practical effect of doxxing and unleashing hate mobs.

On The Seattle Minimum Wage Study Part 2 by Zvi Moshowitz - Several relevant links are included. Seattle's economic boom and worker composition changes are important factors. Zvi dives deep into the numbers and tries to resolve an apparent contradiction.

Radical Book Club The Decentralized Left by davidzhines (Status 451) - The nature of leftwing organizing and what righties can learn from it. An exposition of multiple books on radical left organization building. Major themes are "doing the work" and "decentralized leadership".

On The Seattle Minimum Wage Study Part 1 by Zvi Moshowitz - The claimed effect sizes are huge. Zvi's priors about the minimum wage. Detailed description of some of the paper's methods and how it handle potential issues. Discussion of the raw data. More to come in part 2.

===Misc:

Childcare II by Jeff Kaufman - A timeline of childcare for Jeff's two children. Methods: Staying at home, Daycare, Au pair, Nanny.

Easier Chess Problem by protokol2020 - How many pieces do you need to capture a black queen?

Book Review Mathematics For Computer Science by richard_reitz (lesswrong) - Why the text should be in the MIRI research guide. Intro. Prereqs. Detailed comparisons to similar texts. Complaints.

Information is Physical by Scott Aaronson - Is information is physical a contentful expression? Why 'physics is information' is tautological. A proposed definition. Double slit experiment. Observation in Quantum Mechanics. Information takes up a minimum amount of space. Entropy. Information has nowhere to go.

Book Review Working Effectively With Legacy Code By Michael C Feathers by Eli Bendersky - To improve code we must refactor, to refactor we have to test, making code testable may take heroic efforts. "The techniques described by the author are as terrible as the code they're up against."

The Ominouslier Roar Of The Bitcoin Wave by Artem and Venkat (ribbonfarm) - A video visualizing and audiolizing the bitcoin blockchain. A related dialogue.

From Monkey Neurons To The Meta Brain by Hal Morris (ribbonfarm) - Neurons that only fire in response to Jennifer Anniston. Mirror Neurons. Theory of Mind. The path from copying movement to human-level empathy. Infant development. Dreams as social simulator. Communicating with our models of other people. He rapidly accelerating and dangerous future. We need to keep our mind open to possibilities.

Newtonism Question by protokol2020 - Balancing Forces. Gravity problem.

Short Interview Writing by Tyler Cowen - Tyler Cowen's writing habits. Many concrete details such as when he writes and what program he uses. Some more general thoughts on writing such as Tyler's surprising answer to which are his favorite books on writing.

Unexpected by protokol2020 - Discussion of gaps between primes. "Say, that you have just sailed across some recordly wide composite lake and you are on a prime island again. What can you expect, how much wider will the next record lake be?"

Interacting With A Long Running Child Process In Python by Eli Bendersky - Using the subprocess module to run an http server. Solutions and analysis of common use cases. Lots of code.

4d Mate Problem by protokol2020 - How many queens do you need to get a checkmate in 4D chess.

The Destruction Of American Cuisine by Small Truths - America used to have a tremendous number of regional cuisines, most are dead. They were killed by supermarkets and frozen food. This has been costly both in terms of culture and health (antibiotic resistance, crop monoculture risk)

===Podcast:

Sally Satel On Organ Donation by EconTalk - "The challenges of increasing the supply of donated organs for transplantation and ways that public policy might increase the supply." Tax Credits. The ethics of donor compensation.

Podcast The World Needs Ai Researchers Heres How To Become One by 80,000 Hours - "OpenAI’s latest plans and research progress. Concrete Papers in AI Safety, which outlines five specific ways machine learning algorithms can act in dangerous ways their designers don’t intend – something OpenAI has to work to avoid. How listeners can best go about pursuing a career in machine learning and AI development themselves."

88 Must We Accept A Nuclear North Korea by Waking Up with Sam Harris - "Mark Bowden and the problem of a nuclear-armed North Korea."

Triggered by Waking Up with Sam Harris - "Sam Harris and Scott Adams debate the character and competence of President Trump."

Conversation Atul Gawande by Tyler Cowen - The marginal value of health care, AI progress in medicine, fear of genetic engineering, whether the checklist method applies to marriage, FDA regulation, surgical regulation, Michael Crichton and Stevie Wonder, wearables, what makes him weep, Knausgaard and Ferrante, why surgeons leave sponges in patients.

Nneka Jones Tapia by The Ezra Klein Show - The first psychologist to run a prison. 30% of inmates have diagnosed mental health problems. Mental heath view of the penal system, balancing punishment and treatment, responsibility versus mental instability, the tension between what we use jail for and what we should use jail for.

Tamar Haspel by EconTalk - "Why technology helps make some foods inexpensive, how animals are treated, the health of the honey bee, and whether eggs from your backyard taste any better than eggs at the grocery."

From Cells To Cities by Waking Up with Sam Harris - "Biological and social systems scale, the significance of fractals, the prospects of radically extending human life, the concept of “emergence” in complex systems, the importance of cities, the necessity for continuous innovation"

Inside The World Of Supertraining: Mark Bell by Tim Feriss - "Mark’s most important lessons for building strength. How to avoid injury and breakdown. Lesser-known training techniques that nearly everyone overlooks. How Mark became a millionaire by offering his gym memberships for free."

Eddie Izzard by The Ezra Klein Show - 27 marathons in 27 days, process for writing jokes, why he wants to run for parliament, inspiration from Al Franken's, borrowing confidence from his future self. What he learned as a street performer, routines are based on history and anthropology, World War I, 'cake or death?'. His gender identity, and how he integrated it into his act early on, etc.

Martha Nussbaum by EconTalk - "The tension between acquiring power and living a life of virtue. Topics discussed include Hamilton's relationship with Aaron Burr, Burr's complicated historical legacy, and the role of the humanities in our lives."

Rs 188 Robert Kurzban On Being Strategically Wrong by Rationally Speaking - Why Everyone (Else) is a Hypocrite." The "modular mind" hypothesis, and how it explains hypocrisy, self-deception, and other seemingly irrational features of human nature.


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Thanks again for collecting these.