Timothy Morano
Jan 22, 2026 00:25
New 2026 report from Anthropic reveals builders use AI in 60% of labor however totally delegate simply 0-20% of duties. Rakuten, TELUS, Zapier share outcomes.
Software program growth is present process its largest shift because the GUI, in response to Anthropic’s new 2026 Agentic Coding Developments Report launched January 21. The headline discovering: engineers are shifting from writing code themselves to coordinating AI brokers that deal with implementation.
However this is the truth verify buried within the information—builders aren’t precisely handing over the keys. Whereas AI exhibits up in roughly 60% of their work, engineers report having the ability to “totally delegate” solely 0-20% of duties. The remainder requires energetic supervision, validation, and human judgment.
The Numbers Behind the Hype
Three case research from the report stand out. Rakuten engineers pointed Claude Code at vLLM, a 12.5-million-line codebase, to implement an activation vector extraction technique. The agent labored autonomously for seven hours and hit 99.9% numerical accuracy.
TELUS groups constructed over 13,000 customized AI options whereas transport engineering code 30% sooner. The corporate claims 500,000+ hours saved complete. Zapier experiences 89% AI adoption throughout their whole group with greater than 800 brokers working internally.
These aren’t small pilot applications anymore.
What’s Truly Altering
The report identifies eight developments throughout three classes: basis developments altering growth workflows, functionality developments increasing agent performance, and impression developments affecting enterprise outcomes.
For engineering groups, the sensible shift means focusing experience on structure, system design, and strategic selections quite than line-by-line implementation. Assume much less typing, extra directing.
This tracks with broader business motion. A January 16 report famous firms carrying vital technical debt are struggling to seize AI advantages—suggesting organizations want clear codebases earlier than brokers can successfully function inside them.
4 Priorities for 2026
Anthropic’s report flags 4 areas demanding fast consideration: mastering multi-agent coordination, scaling human oversight by way of AI-automated code overview, extending agentic instruments past engineering groups, and embedding safety structure from day one.
That final level issues. As brokers achieve autonomy over bigger codebases, safety vulnerabilities might propagate sooner than human reviewers catch them. The 0-20% full delegation quantity suggests most organizations already acknowledge this threat.
For crypto tasks particularly—the place good contract bugs can drain treasuries in a single day—the “collaboration not delegation” discovering ought to inform how groups undertake these instruments. Velocity positive aspects imply nothing if an agent introduces an exploitable flaw.
Picture supply: Shutterstock

