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A software engineer writing under the 'clanker' label describes insisting on fully reviewing code generated by AI coding tools before shipping it, rather than trusting it blindly. The author says accountability for production failures rests with the human whose name is on the pull request, not the AI tool that wrote the code.
Stanford researcher Chuyue Sun's AI system completed an engineering verification task in under half a day for less than $500, a job that previously took three experts five months. The work, used to verify part of Signal's encryption code, underpins the public launch of startup &Truth, which Sun joined in August and which has raised $70 million. Rival Harmonic, backed by $295 million and cofounded by Robinhood CEO Vlad Tenev, this week said its AI agent Aristotle can now verify software in C and hardware designs in Verilog, and is testing with firms including Tensordyne and Nvidia's venture arm.
Amazon has updated its internal engineering guidelines to discourage 'tokenmaxxing,' the practice of inflating AI tool usage to look productive on dashboards. The company says it won't treat AI adoption, token consumption or code volume as performance metrics, and will instead evaluate teams on long-term delivery outcomes. Amazon previously shut down an internal leaderboard in May after employees gamed AI usage rankings, though it says it has not capped token use.
Hobbyists are using AI coding tools to rapidly reverse-engineer classic games like Halo, Wind Waker and Super Smash Bros., porting them to new platforms such as web browsers, phones and mixed-reality headsets. These 'decomp' and 'recomp' projects, which traditionally took years of manual work, are now appearing at a much faster pace, with one creator, Sotraidis, saying AI let him produce far more projects far more quickly than he could have alone.
A viral tweet jokingly renaming AI-assisted 'vibe coding' as 'cuck coding' — because programmers just watch AI write code — has spread through tech circles including Reddit's r/ClaudeCoding. The joke reflects growing unease among programmers as employers increasingly push AI coding tools, with Epic Games reportedly telling staff on an unnamed project there would be 'no more hand-written code.'
In a Sep 25, 2026 post titled 'Code is clay now,' writer Alberto Denia argues that agentic coding tools have drastically lowered the cost of changing code, making it behave more like clay than stone. He describes this as enabling a 'modeling' approach to building software, where developers sketch rough versions and iteratively reshape them rather than planning meticulously upfront.
Describing what you want and accepting the code that comes back is genuinely productive for some work and quietly expensive for other work. The dividing line is fairly predictable.
In a Sources podcast interview, Robinhood CEO Vlad Tenev said his 'North Star' is for every person to manage a team of AI agents that keep working while they sleep, turning workers into '24/7 agent managers.' He also predicted AI agents will eventually generate a large share of individual investors' trading volume, citing their ability to trade continuously across asset classes.
A developer writing about AI-assisted coding argues that the non-deterministic nature of large language model output, long seen as a barrier to reliable software development, is not actually a problem. The author explains that code is simply one possible output among many valid paths to a correct result, and that LLMs function as actors within a system rather than as a replacement for precise, deterministic instructions.
A new analysis argues that although AI tools now let developers write, refactor, and document code far faster than two years ago, overall software shipping speed has barely improved. It attributes this gap to software development lifecycles still built around sprints, manual quality gates, and review handoffs designed for an era when writing code itself was the slowest step.
Indeed Hiring Lab data shows U.S. software-development job postings have risen nearly 15% since February 2025, even as overall job postings declined and AI tools write an increasing share of code. GitHub reported that AI agents are now involved in one in three pull requests, up from fewer than one in ten a year earlier.
A software engineer using the handle v0xium described in a viral X post working 12-13 hour days at an unnamed large company where nearly all coding is done via Anthropic's Claude Code tool. The engineer said staff across seniority levels mostly approve AI-generated code rather than write or debug it themselves, calling the process "soul-sucking" and noting that no one seems to understand the resulting software.