AI SystemsFeatured
Building AI Agents That Actually Work in Production
Lessons learned from deploying autonomous AI agents at scale — the good, the bad, and the unexpected.
Feb 20, 20268 min read18.4K
Engineering InsightsAI systems engineering publication
Engineering Insights for builders shipping AI systems.
A curated journal on agent architecture, retrieval quality, backend systems, and the leadership decisions that turn prototypes into durable products.
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FeaturedAI SystemsAIProductionArchitecture
Building AI Agents That Actually Work in Production
Lessons learned from deploying autonomous AI agents at scale — the good, the bad, and the unexpected.
Gaurav TalesaraFeb 20, 20268 min read18.4K views
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Reading Paths
Start with the problem you are solving
Agents, RAG, reliability
New to AI Systems
Start with production constraints, then move into retrieval and agent reliability.
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Production Engineering
Operational lessons for scaling AI and backend systems under real usage.
Boundaries and service design
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Architecture trade-offs for monoliths, services, caching, and durable boundaries.
Teams, decisions, execution
Leadership
Practical field notes for engineering judgment, trust, and team clarity.
Collections
Curated technical essays and field notes
AI Systems Field Notes
Production behavior, retrieval quality, and agent design beyond the demo.
Architecture & Backend
Scaling, service boundaries, infrastructure choices, and operational trade-offs.
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Backend Architecture
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Engineering Leadership
How technical leaders create clarity, momentum, and healthier execution.
Startup Engineering
Lessons from early technical bets, shortcuts, and systems that need to survive speed.