Insights & Case Studies

Engineering & Automation Log

Practical strategies and technical blueprints on full-stack architecture, workflow automations, and scaling software systems.

GitHub Copilot v1.110 in VS Code: Agents Get Longer Legs, Guardrails, and a Browser They Can Drive
github copilot v1.110 vs code february 2026 release
Mar 7, 2026

GitHub Copilot v1.110 in VS Code: Agents Get Longer Legs, Guardrails, and a Browser They Can Drive

The shift: agents stop being “one prompt, one answer”GitHub is explicitly saying this release makes agents practical for longer-running, mor...

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New Relic Agentic Platform: AI Observability Agents That Catch Incidents Before Your Customers Do
new relic agentic platform ai observability agents
Mar 6, 2026

New Relic Agentic Platform: AI Observability Agents That Catch Incidents Before Your Customers Do

The shift: dashboards are dead, agents are the new on-callObservability used to be “collect logs and stare at graphs.” That worked when syst...

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OpenAI Frontier: The Enterprise Agent Platform That Turns “AI Demos” Into Real Operations
openai frontier openai enterprise agents
Mar 5, 2026

OpenAI Frontier: The Enterprise Agent Platform That Turns “AI Demos” Into Real Operations

The shift: enterprise AI stops being a toy layerFrontier is OpenAI’s new enterprise platform for building, deploying, and managing AI agents...

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Agents in Jira: Atlassian Just Turned Project Management Into a Human-AI Work Queue
agents in jira atlassian ai agents
Mar 4, 2026

Agents in Jira: Atlassian Just Turned Project Management Into a Human-AI Work Queue

The shift: agents stop being assistants and become assigneesThis is the real change. Most AI tools still act like glorified copilots: sugges...

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Claude Cowork Expands Into Excel, PowerPoint, WordPress, and DocuSign: AI Stops Being a Tab and Starts Becoming the Workflow
claude cowork anthropic cowork plugins
Mar 3, 2026

Claude Cowork Expands Into Excel, PowerPoint, WordPress, and DocuSign: AI Stops Being a Tab and Starts Becoming the Workflow

The real shift: AI is moving from “assistant” to “embedded operator”Anthropic has announced major updates to Claude Cowork, adding integrati...

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Amazon’s AI Studio Push: When Hollywood Workflow Automation Stops Being Theory and Starts Hitting Production
amazon ai studio amazon mgm ai tools
Mar 2, 2026

Amazon’s AI Studio Push: When Hollywood Workflow Automation Stops Being Theory and Starts Hitting Production

The shift: AI in media is moving from experiments to pipeline toolsMost AI talk in media has been trapped in two useless extremes:“AI will r...

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Claude’s Corner: Why Anthropic Turning a Retired Model Into a Writer Signals a New AI Product Category
claude's corner anthropic retired claude
Mar 1, 2026

Claude’s Corner: Why Anthropic Turning a Retired Model Into a Writer Signals a New AI Product Category

The weird launch that actually mattersAnthropic has reintroduced its retired Claude 3 Opus model as the author of a Substack newsletter call...

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Perplexity Computer: The Multi-Model Agent That Turns AI From “Answer Engine” Into “Digital Worker”
perplexity computer perplexity ai computer
Feb 28, 2026

Perplexity Computer: The Multi-Model Agent That Turns AI From “Answer Engine” Into “Digital Worker”

The shift: AI stops answering and starts operatingPerplexity Computer is Perplexity’s new agent product, launched in late February 2026, and...

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Nano Banana 2: Google’s Flash-Speed Image Model That Turns “Creative Production” Into a Button
nano banana 2 gemini flash image
Feb 27, 2026

Nano Banana 2: Google’s Flash-Speed Image Model That Turns “Creative Production” Into a Button

The shift: image generation stops being slow and fragileOld image models were “generate and pray.” You’d get something close, then you’d spe...

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