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Thoughts on AI agents, software engineering, and building the future of development.

48 articles · Page 5 of 8

EngineeringFebruary 14, 2026·5 min read

Your AI Agents Should Be Getting Smarter Every Week — Most Aren't

Google Cloud's 2026 AI Agent Trends report identifies "self-learning and adaptation" as the defining capability separating production-grade agent deployments from expensive demos. Agents that learn from interactions, adapt to feedback, and retrain automatically aren't a future roadmap item — they're what separates the 60% of agent projects that survive from the 40% Gartner says will be canceled.

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Market AnalysisFebruary 14, 2026·6 min read

Coding Agents Get the Headlines — But Marketing, Back-Office, and Support Agents Are Where the Money Is

Green Ice's analysis of 542 real AI agent projects on Upwork reveals a surprising breakdown: marketing agents (17.6%) are the #1 use case, followed by back-office automation (15.2%) and customer support (14.8%). Coding agents — despite the $10B Cognition valuation and $4B market headlines — represent just one slice of a much larger opportunity.

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EngineeringFebruary 14, 2026·6 min read

Legacy Code Migration Is the Killer App for AI Agents — And It's a $100B Problem

Devin's context window just crossed 10 million tokens — enough to understand an entire enterprise codebase in a single session. Cognition reports that legacy code migration (COBOL to Python, Fortran to Rust, monolith to microservices) is now their fastest-growing enterprise use case, with Nubank achieving 8x efficiency gains on large-scale refactors.

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Market AnalysisFebruary 14, 2026·6 min read

The AI Agent Market Just Hit Its Inflection Point — $10B Valuations, 40% Enterprise Adoption, and What Comes Next

Cognition's valuation just crossed $10 billion after raising $400M+ in September 2025. Devin — their autonomous coding agent — went from $1M ARR to $73M ARR in under a year, then surpassed $150M post-Windsurf acquisition. Cursor independently crossed $100M ARR with a $2.6B valuation. The overall AI agent market hit $10.91 billion in 2026 (Grand View Research), growing at 49.6% CAGR. These aren't experimental startups anymore. They're category-defining platforms.

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StrategyFebruary 14, 2026·5 min read

Every Employee Is Becoming an Agent Supervisor — The Biggest Workforce Shift Since Remote Work

GApps Group's 2026 AI agent trends report identifies a seismic workforce shift: every employee is becoming a supervisor of AI agent teams. Marketing managers oversee content agents. Engineers manage coding agents. Finance teams direct reconciliation agents. The job isn't doing the work anymore — it's directing agents that do the work.

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EngineeringFebruary 14, 2026·5 min read

Deloitte Says AI Agents Deliver 30-35% SDLC Gains — But Only With the Right Architecture

Deloitte's 2026 Software Industry Outlook quantifies what early adopters already know: AI agent teams are delivering 30-35% productivity gains across the software development lifecycle. But the report's fine print matters more than the headline. These gains aren't coming from better autocomplete — they're coming from organizations that redesigned their SDLC around agent-native workflows.

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