SELECTED BLOG POSTS
AI Will Never Be Conscious | WIRED
In his new book, A World Appears, Michael Pollan argues that artificial intelligence can do many things—it just can’t be a person.
DropLeaf — Share Markdown, Instantly
"AI" has become semantically meaningless. The term now encompasses everything from a regression model to an autonomous robot, creating confusion in strategic discussions, partner conversations, and product positioning. This taxonomy provides a functional framework based on what the AI actually does, not what technique it uses.
What is the impact of AI on productivity? – by Alex Imas
This post is intended as a living resource. I will update it periodically as new evidence accumulates. The current version reflects research available through January 2026.
In this post I review and summarize the current literature on the productivity impact of AI. There has been a lot of debate on the news and social media on whether AI is actually having the promised impact on productivity, if yes, where it is showing up, and who is becoming more productive. This debate has been particularly urgent with the rolling out of AI agents such as Claude Code, which seem to be able to automate a really huge array of tasks (though it’s too early for these tools to show up in the numbers):
ICONIQ | State of AI: Bi-Annual Snapshot
Over the past six months, the AI market has shown signs of entering a new phase of maturity.
What started as the race to experiment with large models and launch early AI features has increasingly evolved into a challenge of scaling AI into durable, economically sound products.
Drawing on survey data from ~300 executives building AI products, alongside deep operating insights from the ICONIQ Community, our bi-annual State of AI report captures how companies building AI products are navigating this transition, from model strategy and product differentiation to agentic workflows and monetization.
Across the data, in our view, one pattern is unmistakable. While AI is now embedded in many product roadmaps and organizations, outcomes are diverging. The advantage is accruing to teams that can scale AI into production reliably, manage costs thoughtfully, and integrate it deeply into workflows that matter.
The takeaway to us is clear: AI leadership in 2026 will be defined by disciplined execution across product, cost, trust, and go-to-market.
Accenture combats AI refuseniks by linking promotions to log-ins
Accenture has begun monitoring staff use of its AI tools as part of how it decides top-level promotions, as consultancies push reluctant employees to adopt the technology.
We Didn’t Know What We Didn’t Know: Standing Up Enterprise AI Services at Scale : r/ArtificialInteligence
Note: I recently shared recollection of our journey establishing artificial intelligence enablement services to our internal workforce at a large enterprise organization. Figured the audience here may be interested. I am sorry that this is so long, but it is challenging to be concise given the complexity of the journey. I do not consider myself an expert – at anything. But have learned from the experience and from the knowledge of my team. Happy to answer any questions I may be able to based on that experience.
Weekly inspiration & insights:
Get curated links and latest news. Sent every Thursday.
<style>#_form_1_{font-size: 14px; line-height: 1.6; font-family: "Open Sans", Arial, sans-serif; margin: 0;}#_form_1_ *{outline: 0;}._form_hide{display: none; visibility: hidden;}._form_show{display: block; visibility: visible;}#_form_1_._form-top{top: 0;}#_form_1_._form-bottom{bottom: 0;}#_form_1_._form-left{left: 0;}#_form_1_._form-right{right: 0;}#_form_1_ input[type="text"], #_form_1_ input[type="date"], #_form_1_ textarea{padding-left: 15px; height: 50px; border-radius: 3px!important; border: none!important; padding: 14px 4%; color: #666 !important; font-size: 16px; background-color: #fff; font-weight: 400; -webkit-box-sizing: border-box; -moz-box-sizing: border-box; box-sizing: border-box;}#_form_1_ textarea{resize: none;}#_form_1_ ._submit{-webkit-appearance: none; cursor: pointer; font-family: "Open Sans", Arial, sans-serif; font-size: 20px; font-weight: 600; text-align: center; background: transparent !important; border: 2px solid !important; -moz-border-radius: 3px !important; -webkit-border-radius: 3px !important; border-radius: 3px !important; color: #fff !important; padding: 0.3em 1em; width: 100%; transform: all 0.2s; line-height: 1.7em!important;}#_form_1_ ._close-icon{cursor: pointer; background-image: url('https://d226aj4ao1t61q.cloudfront.net/esfkyjh1u_forms-close-dark.png'); background-repeat: no-repeat; background-size: 14.2px 14.2px; position: absolute; display: block; top: 11px; right: 9px; overflow: hidden; width: 16.2px; height: 16.2px;}#_form_1_ ._close-icon:before{position: relative;}#_form_1_ ._form-body{margin-bottom: 30px;}#_form_1_ ._form-image-left{width: 150px; float: left;}#_form_1_ ._form-content-right{margin-left: 164px;}#_form_1_ ._form-label, #_form_1_ ._form_element ._form-label{font-weight: bold; margin-bottom: 5px; display: block;}#_form_1_ ._form_element{position: relative; margin-bottom: 10px; font-size: 0; max-width: 100%;}#_form_1_ ._form_element *{font-size: 14px;}#_form_1_ ._form_element._clear{clear: both; width: 100%; float: none;}#_form_1_ ._form_element._clear:after{clear: left;}#_form_1_ ._form_element input[type="text"], #_form_1_ ._form_element input[type="date"], #_form_1_ ._form_element select, #_form_1_ ._form_element textarea:not(.g-recaptcha-response){display: block; width: 100%; -webkit-box-sizing: border-box; -moz-box-sizing: border-box; box-sizing: border-box;}#_form_1_ ._field-wrapper{position: relative;}#_form_1_ ._inline-style{float: left;}#_form_1_ ._inline-style input[type="text"]{width: 150px;}#_form_1_ ._inline-style:not(._clear)+._inline-style:not(._clear){margin-left: 20px;}#_form_1_ ._form_element img._form-image{max-width: 100%;}#_form_1_ ._clear-element{clear: left;}#_form_1_ ._full_width{width: 100%;}#_form_1_ ._form_full_field{display: block; width: 100%; margin-bottom: 10px;}#_form_1_ input[type="text"]._has_error, #_form_1_ textarea._has_error{border: #f37c7b 1px solid;}#_form_1_ input[type="checkbox"]._has_error{outline: #f37c7b 1px solid;}#_form_1_ ._error{display: block; position: absolute; font-size: 13px; z-index: 10000001;}#_form_1_ ._error._above{padding-bottom: 4px; top: -41px; right: 0;}#_form_1_ ._error._below{padding-top: 4px; top: 100%; right: 0;}#_form_1_ ._error._above ._error-arrow{bottom: 0; right: 15px; border-left: 5px solid transparent; border-right: 5px solid transparent; border-top: 5px solid #f37c7b;}#_form_1_ ._error._below ._error-arrow{top: 0; right: 15px; border-left: 5px solid transparent; border-right: 5px solid transparent; border-bottom: 5px solid #f37c7b;}#_form_1_ ._error-inner{padding: 8px 12px; background-color: #f37c7b; font-size: 13px; font-family: "Open Sans", Arial, sans-serif; color: #fff; text-align: center; text-decoration: none; -webkit-border-radius: 4px; -moz-border-radius: 4px; border-radius: 4px;}#_form_1_ ._error-inner._form_error{margin-bottom: 5px; text-align: left;}#_form_1_ ._button-wrapper ._error-inner._form_error{position: static;}#_form_1_ ._error-inner._no_arrow{margin-bottom: 10px;}#_form_1_ ._error-arrow{position: absolute; width: 0; height: 0;}#_form_1_ ._error-html{margin-bottom: 10px;}.pika-single{z-index: 10000001 !important;}@media all and (min-width:320px) and (max-width:667px){::-webkit-scrollbar{display: none;}#_form_1_{margin: 0; width: 100%; min-width: 100%; max-width: 100%; box-sizing: border-box;}#_form_1_ *{-webkit-box-sizing: border-box; -moz-box-sizing: border-box; box-sizing: border-box; font-size: 1em;}#_form_1_ ._form-content{margin: 0; width: 100%;}#_form_1_ ._form-inner{display: block; min-width: 100%;}#_form_1_ ._form-title, #_form_1_ ._inline-style{margin-top: 0; margin-right: 0; margin-left: 0;}#_form_1_ ._form-title{font-size: 1.2em;}#_form_1_ ._form_element{margin: 0 0 20px; padding: 0; width: 100%;}#_form_1_ ._form-element, #_form_1_ ._inline-style, #_form_1_ input[type="text"], #_form_1_ label, #_form_1_ p, #_form_1_ textarea:not(.g-recaptcha-response){float: none; display: block; width: 100%;}#_form_1_ ._row, #_form_1_ p, #_form_1_ label{margin-bottom: 0.7em;}#_form_1_ ._form-image{max-width: 100%; height: auto !important;}#_form_1_ input[type="text"]{padding-left: 10px; padding-right: 10px; font-size: 16px !important; line-height: 1.3em; -webkit-appearance: none;}#_form_1_ input[type="radio"], #_form_1_ input[type="checkbox"]{display: inline-block; width: 1.3em; height: 1.3em; font-size: 1em; margin: 0 0.3em 0 0; vertical-align: baseline;}#_form_1_ button[type="submit"]{padding: 15px; font-size: 1.5em;}#_form_1_ ._inline-style{margin: 20px 0 0 !important;}}#_form_1_{position: relative; text-align: left; margin: 0 auto; -webkit-box-sizing: border-box; -moz-box-sizing: border-box; box-sizing: border-box; *zoom: 1; background: transparent !important; border: 0px solid #b0b0b0 !important; -moz-border-radius: 0px !important; -webkit-border-radius: 0px !important; border-radius: 0px !important; color: #fff !important;}#_form_1_ ._form-title{font-size: 22px; line-height: 22px; font-weight: 600; margin-bottom: 0;}#_form_1_:before, #_form_1_:after{content: " "; display: table;}#_form_1_:after{clear: both;}#_form_1_._inline-style{width: auto; display: inline-block;}#_form_1_._inline-style input[type="text"], #_form_1_._inline-style input[type="date"]{padding: 10px 12px;}#_form_1_._inline-style button._inline-style{position: relative; top: 27px;}#_form_1_._inline-style p{margin: 0;}#_form_1_._inline-style ._button-wrapper{position: relative; margin: 27px 12.5px 0 20px;}#_form_1_ ._form-thank-you{position: relative; left: 0; right: 0; text-align: center; font-size: 18px;}@media all and (min-width:320px) and (max-width:667px){#_form_1_._inline-form._inline-style ._inline-style._button-wrapper{margin-top: 20px !important; margin-left: 0 !important;}}</style><form method="POST" action="https://postshift.activehosted.com/proc.php" id="_form_1_" class="_form _form_1 _inline-form _dark" novalidate> <input type="hidden" name="u" value="1"/> <input type="hidden" name="f" value="1"/> <input type="hidden" name="s"/> <input type="hidden" name="c" value="0"/> <input type="hidden" name="m" value="0"/> <input type="hidden" name="act" value="sub"/> <input type="hidden" name="v" value="2"/> <div class="_form-content"> <div class="_form_element _x14316515 _full_width _clear"> <div class="_form-title"> </div></div><div class="_form_element _x56263518 _full_width "> <label class="_form-label"> </label> <div class="_field-wrapper"> <input type="text" name="email" placeholder="Email Address*" required/> </div></div><div class="_button-wrapper _full_width"> <button id="_form_1_submit" class="_submit" type="submit"> Sign Me Up </button> </div><div class="_clear-element"> </div></div><div class="_form-thank-you" style="display:none;"> </div></form><script type="text/javascript">window.cfields=[];window._show_thank_you=function(id,message,trackcmp_url){var form=document.getElementById('_form_'+id+'_'),thank_you=form.querySelector('._form-thank-you');form.querySelector('._form-content').style.display='none';thank_you.innerHTML=message;thank_you.style.display='block';if(typeof(trackcmp_url)!='undefined'&&trackcmp_url){_load_script(trackcmp_url);}<!-- [et_pb_line_break_holder] -->if(typeof window._form_callback!=='undefined')window._form_callback(id);};window._show_error=function(id,message,html){var form=document.getElementById('_form_'+id+'_'),err=document.createElement('div'),button=form.querySelector('button'),old_error=form.querySelector('._form_error');if(old_error)old_error.parentNode.removeChild(old_error);err.innerHTML=message;err.className='_error-inner _form_error _no_arrow';var wrapper=document.createElement('div');wrapper.className='_form-inner';wrapper.appendChild(err);button.parentNode.insertBefore(wrapper,button);if(html){var div=document.createElement('div');div.className='_error-html';div.innerHTML=html;err.appendChild(div);}};window._load_script=function(url,callback){var head=document.querySelector('head'),script=document.createElement('script'),r=false;script.type='text/javascript';script.charset='utf-8';script.src=url;if(callback){script.onload=script.onreadystatechange=function(){if(!r&&(!this.readyState||this.readyState=='complete')){r=true;callback();}};}<!-- [et_pb_line_break_holder] -->head.appendChild(script);};(function(){if(window.location.search.search("excludeform")!==-1)return false;var getCookie=function(name){var match=document.cookie.match(new RegExp('(^|; )'+name+'=([^;]+)'));return match?match[2]:null;}<!-- [et_pb_line_break_holder] -->var setCookie=function(name,value){var now=new Date();var time=now.getTime();var expireTime=time+1000*60*60*24*365;now.setTime(expireTime);document.cookie=name+'='+value+'; expires='+now+';path=/';}<!-- [et_pb_line_break_holder] -->var addEvent=function(element,event,func){if(element.addEventListener){element.addEventListener(event,func);}else{var oldFunc=element['on'+event];element['on'+event]=function(){oldFunc.apply(this,arguments);func.apply(this,arguments);};}}<!-- [et_pb_line_break_holder] -->var _removed=false;var form_to_submit=document.getElementById('_form_10_');var allInputs=form_to_submit.querySelectorAll('input, select, textarea'),tooltips=[],submitted=false;var getUrlParam=function(name){var regexStr='[\?&]'+name+'=([^&#]*)';var results=new RegExp(regexStr,'i').exec(window.location.href);return results!=undefined?decodeURIComponent(results[1]):false;};for(var i=0;i<allInputs.length;i++){var regexStr="field\\[(\\d+)\\]";var results=new RegExp(regexStr).exec(allInputs[i].name);if(results!=undefined){allInputs[i].dataset.name=window.cfields[results[1]];}else{allInputs[i].dataset.name=allInputs[i].name;}<!-- [et_pb_line_break_holder] -->var fieldVal=getUrlParam(allInputs[i].dataset.name);if(fieldVal){if(allInputs[i].type=="radio"||allInputs[i].type=="checkbox"){if(allInputs[i].value==fieldVal){allInputs[i].checked=true;}}else{allInputs[i].value=fieldVal;}}}<!-- [et_pb_line_break_holder] -->var remove_tooltips=function(){for(var i=0;i<tooltips.length;i++){tooltips[i].tip.parentNode.removeChild(tooltips[i].tip);}<!-- [et_pb_line_break_holder] -->tooltips=[];};var remove_tooltip=function(elem){for(var i=0;i<tooltips.length;i++){if(tooltips[i].elem===elem){tooltips[i].tip.parentNode.removeChild(tooltips[i].tip);tooltips.splice(i,1);return;}}};var create_tooltip=function(elem,text){var tooltip=document.createElement('div'),arrow=document.createElement('div'),inner=document.createElement('div'),new_tooltip={};if(elem.type!='radio'&&elem.type!='checkbox'){tooltip.className='_error';arrow.className='_error-arrow';inner.className='_error-inner';inner.innerHTML=text;tooltip.appendChild(arrow);tooltip.appendChild(inner);elem.parentNode.appendChild(tooltip);}else{tooltip.className='_error-inner _no_arrow';tooltip.innerHTML=text;elem.parentNode.insertBefore(tooltip,elem);new_tooltip.no_arrow=true;}<!-- [et_pb_line_break_holder] -->new_tooltip.tip=tooltip;new_tooltip.elem=elem;tooltips.push(new_tooltip);return new_tooltip;};var resize_tooltip=function(tooltip){var rect=tooltip.elem.getBoundingClientRect();var doc=document.documentElement,scrollPosition=rect.top-((window.pageYOffset||doc.scrollTop)-(doc.clientTop||0));if(scrollPosition<40){tooltip.tip.className=tooltip.tip.className.replace(/ ?(_above|_below) ?/g,'')+' _below';}else{tooltip.tip.className=tooltip.tip.className.replace(/ ?(_above|_below) ?/g,'')+' _above';}};var resize_tooltips=function(){if(_removed)return;for(var i=0;i<tooltips.length;i++){if(!tooltips[i].no_arrow)resize_tooltip(tooltips[i]);}};var validate_field=function(elem,remove){var tooltip=null,value=elem.value,no_error=true;remove?remove_tooltip(elem):false;if(elem.type!='checkbox')elem.className=elem.className.replace(/ ?_has_error ?/g,'');if(elem.getAttribute('required')!==null){if(elem.type=='radio'||(elem.type=='checkbox'&&/any/.test(elem.className))){var elems=form_to_submit.elements[elem.name];no_error=false;for(var i=0;i<elems.length;i++){if(elems[i].checked)no_error=true;}<!-- [et_pb_line_break_holder] -->if(!no_error){tooltip=create_tooltip(elem,"Please select an option.");}}else if(elem.type=='checkbox'){var elems=form_to_submit.elements[elem.name],found=false,err=[];no_error=true;for(var i=0;i<elems.length;i++){if(elems[i].getAttribute('required')===null)continue;if(!found&&elems[i]!==elem)return true;found=true;elems[i].className=elems[i].className.replace(/ ?_has_error ?/g,'');if(!elems[i].checked){no_error=false;elems[i].className=elems[i].className+' _has_error';err.push("Checking %s is required".replace("%s",elems[i].value));}}<!-- [et_pb_line_break_holder] -->if(!no_error){tooltip=create_tooltip(elem,err.join('<br></allInputs>'));}}else if(elem.tagName=='SELECT'){var selected=true;if(elem.multiple){selected=false;for(var i=0;i<elem.options.length;i++){if(elem.options[i].selected){selected=true;break;}}}else{for(var i=0;i<elem.options.length;i++){if(elem.options[i].selected&&!elem.options[i].value){selected=false;}}}<!-- [et_pb_line_break_holder] -->if(!selected){no_error=false;tooltip=create_tooltip(elem,"Please select an option.");}}else if(value===undefined||value===null||value===''){elem.className=elem.className+' _has_error';no_error=false;tooltip=create_tooltip(elem,"This field is required.");}}<!-- [et_pb_line_break_holder] -->if(no_error&&elem.name=='email'){if(!value.match(/^[\+_a-z0-9-'&=]+(\.[\+_a-z0-9-']+)*@[a-z0-9-]+(\.[a-z0-9-]+)*(\.[a-z]{2,})$/i)){elem.className=elem.className+' _has_error';no_error=false;tooltip=create_tooltip(elem,"Enter a valid email address.");}}<!-- [et_pb_line_break_holder] -->if(no_error&&/date_field/.test(elem.className)){if(!value.match(/^\d\d\d\d-\d\d-\d\d$/)){elem.className=elem.className+' _has_error';no_error=false;tooltip=create_tooltip(elem,"Enter a valid date.");}}<!-- [et_pb_line_break_holder] -->tooltip?resize_tooltip(tooltip):false;return no_error;};var needs_validate=function(el){return el.name=='email'||el.getAttribute('required')!==null;};var validate_form=function(e){var err=form_to_submit.querySelector('._form_error'),no_error=true;if(!submitted){submitted=true;for(var i=0,len=allInputs.length;i<len;i++){var input=allInputs[i];if(needs_validate(input)){if(input.type=='text'){addEvent(input,'input',function(){validate_field(this,true);});}else if(input.type=='radio'||input.type=='checkbox'){(function(el){var radios=form_to_submit.elements[el.name];for(var i=0;i<radios.length;i++){addEvent(radios[i],'click',function(){validate_field(el,true);});}})(input);}else if(input.tagName=='SELECT'){addEvent(input,'change',function(){validate_field(input,true);});}}}}<!-- [et_pb_line_break_holder] -->remove_tooltips();for(var i=0,len=allInputs.length;i<len;i++){var elem=allInputs[i];if(needs_validate(elem)){validate_field(elem)?true:no_error=false;}}<!-- [et_pb_line_break_holder] -->if(!no_error&&e){e.preventDefault();}<!-- [et_pb_line_break_holder] -->resize_tooltips();return no_error;};addEvent(window,'resize',resize_tooltips);addEvent(window,'scroll',resize_tooltips);window._old_serialize=null;if(typeof serialize!=='undefined')window._old_serialize=window.serialize;_load_script("//d3rxaij56vjege.cloudfront.net/form-serialize/0.3/serialize.min.js",function(){window._form_serialize=window.serialize;if(window._old_serialize)window.serialize=window._old_serialize;});var form_submit=function(e){e.preventDefault();if(validate_form()){var serialized=_form_serialize(document.getElementById('_form_10_'));var err=form_to_submit.querySelector('._form_error');err?err.parentNode.removeChild(err):false;_load_script('https://postshift.activehosted.com/proc.php?'+serialized+'&jsonp=true');}<!-- [et_pb_line_break_holder] -->return false;};addEvent(form_to_submit,'submit',form_submit);})();</script>