Earlier this year, LinkedIn co-founder and venture capitalist Reid Hoffman issued a warning mixed with amazement about AI. "There is literally magic happening," said Hoffman, speaking to technology executives across sectors of the economy.
Some of that magic is becoming more apparent in creative spaces, like the visual arts, and the idea of "generative technology" has captured the attention of Silicon Valley. AI has even recently won awards at art exhibitions.
But Hoffman's message was squarely aimed at executives.
"AI will transform all industries," Hoffman told the members of the CNBC Technology Executive Council. "So everyone has to be thinking about it, not just in data science."
The rapid advances being made by Copilot AI, the automated code writing tool from the GitHub open source subsidiary of Microsoft, were an example Hoffman, who is on the Microsoft board, directly cited as a signal that all firms better be prepared for AI in their world. Even if not making big investments today in AI, business leaders must understand the pace of improvement in artificial intelligence and the applications that are coming or they will be "sacrificing the future," he said.
"100,000 developers took 35% of the coding suggestions from Copilot," Hoffman said. "That's a 35% increase in productivity, and off last year's model. ... Across everything we are doing, we will have amplifying tools, it will get there over the next three to 10 years, a baseline for everything we are doing," he added.
Copilot has already added another 5% to the 35% cited by Hoffman. GitHub CEO Thomas Dohmke recently told us that Copilot is now handling up to 40% of coding among programmers using the AI in the beta testing period over the past year. Put another way, for every 100 lines of code, 40 are being written by the AI, with total project time cut by up to 55%.
Copilot, trained on massive amounts of open source code, monitors the code being written by a developer and works as an assistant, taking the input from the developer and making suggestions about the next line of code, often multi-line coding suggestions, often "boilerplate" code that is needed but is a waste of time for a human to recreate. We all have some experience with this form of AI now, in places like our email, with both Microsoft and Google mail programs suggesting the next few words we might want to type.
AI can be logical about what may come next in a string of text. But Dohmke said, "It can't do more, it can't capture the meaning of what you want to say."
Whether a company is a supermarket working on checkout technology or a banking company working on customer experience in an app, they are all effectively becoming software companies, all building software, and once a C-suite has developers it needs to be looking at developer productivity and how to continuously improve it.
That's where the 40 lines of code come in. "After a year of Copilot, about 40% of code was written by the AI where Copilot was enabled," Dohmke said. "And if you show that number to executives, it's mind-blowing to them. ... doing the math on how much they are spending on developers."
With the projects being completed in less than half the time, a logical conclusion is that there will be less work to do for humans. But Dohmke says another way of looking at the software developer job is that they do many more high-value tasks than just rewrite code that already exists in the world. "The definition of 'higher value' work is to take away the boiler-plate menial work writing things already done over and over again," he said.
The goal of Copilot is to help developers "stay in the flow" when they are on the task of coding. That's because some of the time spent writing code is really spent looking for existing code to plug in from browsers, "snippets from someone else," Dohmke said. And that can lead coders to get distracted. "Eventually they are back in editor mode and copy and paste a solution, but have to remember what they were working on," he said. "It's like a surfer on a wave in the water and they need to find the next wave. Copilot is keeping them in the editing environment, in the creative environment and suggesting ideas," Dohmke said. "And if the idea doesn't work, you can reject it, or find the closest one and can always edit," he added.
The GitHub CEO expects more of those Copilot code suggestions to be taken in the next five years, up to 80%. Unlike a lot going on in the computer field, Dohmke said of that forecast, "It's not an exact science ... but we think it will tremendously grow."
After being in the market for a year, he said new models are getting better fast. As developers reject some code suggestions from Copilot, the AI learns. And as more developers adopt Copilot it gets smarter by interacting with developers similar to a new coworker, learning from what is accepted or rejected. New models of the AI don't come out every day, but every time a new model is available, "we might have a leap," he said.
But the AI is still far short of replacing humans. "Copilot today can't do 100% of the task," Dohmke said. "It's not sentient. It can't create itself without user input."
With Copilot still in private beta testing among individual developers 400,000 developer signed up to use the AI in the first months it was available and hundreds of thousands of more developers since GitHub has not announced any enterprise clients, but it expects to begin naming business customers before the end of the year. There is no enterprise pricing information being disclosed yet, but in the beta test Copilot pricing has been set at a flat rate per developer $10 per individual per month or $100 annually, often expensed by developers on company cards. "And you can imagine what they earn per month so it's a marginal cost," Dohmke said. "If you look at the 40% and think of the productivity improvement, and take 40% of opex spend on developers, the $10 is not a relevant cost. ... I have 1,000 developers and it's way more money than 1000 x 10," he said.
The GitHub CEO sees what is taking place now with AI as the next logical phase of the productivity advances in a coding world he has been a part of since the late 1980s. That was a time when coding was emerging out of the punch card phase, and there was no internet, and coders like Dohmke had to buy books and magazines, and join computer clubs to gain information. "I had to wait to meet someone to ask questions," he recalled.
That was the first phase of developer productivity, and then came the internet, and now open source, allowing developers to find other developers on the internet who had already "developed the wheel," he said.
Now, whether the coding task is related to payment processing or a social media login, most companies whether startups or established enterprises put in open source code. "There is a huge dependency tree of open source that already exists," Dohmke said.
It's not uncommon for up to 90% of code on mobile phone apps to be pulled from the internet and open source platforms like GitHub. In a coding era of "whatever else is already available," that's not what will differentiate a developer or app.
"AI is just the third wave of this," Dohmke said. "From punch cards to building everything ourselves to open source, to now withina lot of code, AI writing more," he said. "With 40%, soon enough if AI spreads across industries, the innovation on the phone will be created with the help of AI and the developer."
Today, and into the foreseeable future, Copilot remains a technology that is trained on code, and is making proposals based on looking things up in a library of code. It is not inventing any new algorithms, but at the current pace of progress, eventually, "it is entirely possible that with help of a developer it will create new ideas of source code,," Dohmke said.
But even that still requires a human touch. "Copilot is getting closer, but it will always need developers to create innovation," he said.
Visit link:
- The Daily Progress: The Daily Progress, Charlottesville News [Last Updated On: March 25th, 2016] [Originally Added On: March 25th, 2016]
- Progress Lighting - Home [Last Updated On: March 25th, 2016] [Originally Added On: March 25th, 2016]
- WTC PROGRESS - One World Trade Center [Last Updated On: July 10th, 2016] [Originally Added On: July 10th, 2016]
- Postpartum Progress - postpartum depression and postpartum ... [Last Updated On: July 10th, 2016] [Originally Added On: July 10th, 2016]
- Center for American Progress [Last Updated On: July 18th, 2016] [Originally Added On: July 18th, 2016]
- Contact Us - Progress Energy [Last Updated On: July 27th, 2016] [Originally Added On: July 27th, 2016]
- National Assessment of Educational Progress (NAEP) [Last Updated On: October 11th, 2016] [Originally Added On: October 11th, 2016]
- Progress Announces ProgressNEXT 2017 Partner Conference - Business Wire (press release) [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Think Progress Editor Mocks Audi for Equal Pay Super Bowl Ad - Breitbart News [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Penguins injuries: Hagelin has concussion; Malkin still out, but making progress - NBCSports.com [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Patel: Syria progress at risk without new push in 2017 - ReliefWeb [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Market Recon: There's Progress on the Deregulation Front - TheStreet.com [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Assignment Helps Students Assess Their Progress - Faculty Focus (blog) [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Kiener Plaza reopening in May; Gateway Arch renovations continue progress - STLtoday.com [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Progress being made on possible grocery store co-op in Winston-Salem - myfox8.com [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Nioh Review-in-Progress: FromSoftware's Formula Evolved - Shacknews [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Deutsche Bundesbank Cites Progress With Blockchain-Based Settlement - CryptoCoinsNews [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Progress apparent on defense - Pittsburgh Steelers - Steelers.com [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- IMF: Greece's Debts are Still Unsustainable, Despite Progress - Voice of America [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Haupt's Take: It took eight years to destroy 50 years of progress - Watchdog.org [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Cavaliers' pitching rotation a work in progress - The Daily Progress [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Can US disrupter-in-chief trigger some progress? - Jerusalem Post Israel News [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- The Cost of Progress - Slate Magazine [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- DACC women making progress - Danville Commercial News [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- City police cite progress vs. drugs - Rutland Herald [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Women's Progress in the Boardroom Took a Hit in 2016 | Inc.com - Inc.com [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Britney Spears Says Niece Maddie Is 'Making Progress' After ATV Accident: 'Let's All Keep Praying' - PEOPLE.com [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Progress on vet's Mustang to be unveiled - Indianapolis Star [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Through the looking glass: Tower view showcases progress on Amazon's unique biospheres - GeekWire [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Blight Elimination Progress, Uplifting - MyWabashValley [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Forecasters See Slow Progress in Labor-Market Measures Favored by Trump Administration - Wall Street Journal [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- United coach Adrian Heath looks at steady progress after third straight draw - TwinCities.com-Pioneer Press [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Evgeni Malkin making 'progress,' could return Saturday in Arizona ... - Pittsburgh Post-Gazette [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Franks recognized as 2016 Partner in Progress - Chanute Tribune [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- 49ers players optimistic about progress under Shanahan, Lynch - The Mercury News [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Colts position review: OL showed legit progress, but work remains - Indianapolis Star [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Jimmy Cheek: UT chancellor appreciative of hard work, progress on journey - Knoxville News Sentinel [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Egyptian Economy Making Slow, Tentative Progress - VOA News - Voice of America [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Marginal progress for Turkish-backed forces in north Syria - PBS NewsHour [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Syria Regional Crisis 2016 Emergency Appeal - Progress Report - Reliefweb [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- CWLP officials: Bailout repayment would set back progress - The State Journal-Register [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Clairton works: Real progress is coming to the former steel town - Pittsburgh Post-Gazette [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Pistons' Johnson making halting but definite progress - The Detroit News [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Bluefield officials urge those that want to see city progress to take online survey - Bluefield Daily Telegraph [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Virginia lawmakers making big progress despite shorter session - The Charlottesville Newsplex [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Tech industry shows little progress on racial diversity - VentureBeat [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- North Korea Claims Progress on Long-Range Goal With Missile Test - New York Times [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How Travel Bans Can Impede America's Progress - Forbes [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Adele, Beyonc, and the Grammys' Fear of Progress - The Atlantic [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Ionis Earns $75M Milestone from Bayer for Progress of Antisense Drug Program - Genetic Engineering & Biotechnology News (press release) [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Guilford Schools annual report shows mixed results on progress - Greensboro News & Record (blog) [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Sniper Elite 4 review in progress - PC Gamer [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- At California's Oroville Dam, Progress Made, but Threat Lingers - Wall Street Journal [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- For Honor Review In Progress - GameSpot [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Downtown Seattle's 'incredible year of progress' - The Seattle Times [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- CDC reports more progress against HIV, but gay Latinos contracted more infections - Washington Post [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- China's military progress challenges Western dominance, says IISS - Deutsche Welle [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- PFW in Progress Recap 2/14: Patriots Offseason Outlook - Patriots.com [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Huntsville-based Progress Bank to acquire Birmingham's First Partners Bank - Birmingham Business Journal [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- California officials lift evacuation order for 200000 threatened by damaged dam - CBS News [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Indiana Regional Cities Initiative Gets Progress Report - Tristatehomepage.com [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Clean Samish Initiative partners discuss progress - goskagit.com [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Man United's Jose Mourinho: Progress in cups will create 'many problems' - ESPN FC [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google Touts Progress in Android Security in 2016 - Threatpost [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- UW coach Lorenzo Romar: Markelle Fultz making progress but still not cleared to play - The Seattle Times [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Some Progress On Occupational Licensing But Much More Needed - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Officials making 'great progress' on California dam repairs, remind residents to stay vigilant - Fox News [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Republicans' health care overhaul still a work in progress - Press Herald [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- Why Do We Pay So Much More for No Progress? - Cato Institute (blog) [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- Halo Wars 2 Review in Progress - IGN [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- Lenovo's data center ambitions remain work in progress following Q3 results - ZDNet [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- S&P 500: 'Blow-off' Phase in Progress - DailyFX - DailyFX [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- F-35 Program Makes Significant, Solid Progress, Official Says - Department of Defense [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- PFW in Progress Recap 2/16: Free Agency and Potential Patriots - Patriots.com [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- Combine invites are another sign of progress at Michigan - Big Ten ... - ESPN (blog) [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- Donald Trump touts promise progress at press conference - PolitiFact [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- Mild winter helping crews make significant progress on East End Connector - WRAL.com [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Latest edition of Pig Progress goes to Asia - Pig Progress (registration) (blog) [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Committee updates Legislature on precinct consolidation progress - Chicago Tribune [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- SEC basketball shows progress but has room for growth - STLtoday.com [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]