Your agent loop is not a production system
AWS DevOps Agent's directed actions, which create, modify, or otherwise mutate resources, are disabled by default and require layered opt-in and per-action approval, executing with credentials scoped …
AWS DevOps Agent's directed actions, which create, modify, or otherwise mutate resources, are disabled by default and require layered opt-in and per-action approval, executing with credentials scoped …
A developer's analysis of hiring data from Indeed's Hiring Lab, LeadDev, and the 2025 Stack Overflow survey finds that frontend job postings have fallen more than 60% from pre-pandemic levels and that…
An internal machine learning platform built over eight months saw low adoption because engineers did not trust it, not because of a communication gap, according to a first-person account published by …
Engineering teams adopting individual coding agents see productivity gains of only 20-30%, not the 2-3x they expected, according to an engineer's guide published by LeadDev. The guide attributes the s…
Median quarterly AI spending in the technology sector jumped from about $1,500 to $44,000 in 12 months, a 28-fold increase, yet the share of engineering work on new features stayed stuck at 58%, accor…
Five years into the AI-assisted coding experiment, the industry has refined prompt-to-code pipelines, but new models barely improve maintenance of large codebases, according to a LeadDev article. The …
Quantum computing will create 250,000 jobs by 2030, most requiring only a bachelor's degree, according to industry projections cited in a LeadDev article. The piece argues that software engineers can …
Google has placed Antigravity's /boost reasoning mode, which splits hard problems across multiple agents, behind paid Antigravity 2.0 and CLI plans, sparking debate on Hacker News over pricing. A Lead…
LeadDev's AI Impact Report 2026, based on a survey of nearly 600 respondents, found that enterprise adoption of AI coding tools is led by Claude Code at 78%, but daily active use drops to 50%, with Gi…
Cursor, now part of SpaceXAI, launched Origin, a code hosting platform that rivals GitHub, on the same day GitHub suffered a six-hour worldwide outage with a nearly 20 percent error rate. Origin allow…
LeadDev's AI Impact Report 2026 found that 57% of respondents say tokenmaxxing is ineffective at gauging real value, and only 19% rate it as effective, as Meta, Amazon, Microsoft, and Uber have walked…
Gartner predicts that by the end of 2026, 20% of organizations will use AI to flatten their structures and eliminate more than half of current middle management positions, with engineering managers no…
Engineering managers now need hands-on building experience to lead effectively, and the ability to spot AI-generated slop has become the critical review skill, according to LeadDev. The old speed-vs-q…
AI-powered development teams are shipping more code but delivering less business value, according to a LeadDev analysis warning that metrics like tokens, lines of code, and pull requests measure activ…
Engineering managers are returning to hands-on coding, with the share of their time spent on technical work jumping from 20% in 2025 to 35% in 2026, according to LeadDev's Engineering Leadership Repor…
A new LeadDev survey finds that 81% of engineering teams give AI-coding agents write access to code repositories, while only 7% keep them read-only, and nearly a quarter reuse human credentials for ag…
A July 2026 LeadDev analysis of 25,264 agent-generated pull requests across 2,361 popular GitHub repositories found that in 79 percent of agentic PRs the same developer both reviewed and modified the …
Software engineering knowledge decay is structural, with fast cycles and churn stripping context even from teams that try to document, according to a LeadDev analysis. Most code work is upkeep—only 15…
Engineering manager roles have shifted from pure coordination to a 'player-coach' model, with 37% of leaders now deeply hands-on, according to a LeadDev article. AI tools enable managers to quickly re…
Influential leadership — the ability to move people and work forward without formal authority — is emerging as the key skill for engineering leaders as hierarchies flatten and AI enables more autonomo…