Tag: #ai-agent
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 66 posts
Durable Execution Engines in 2026 — A Deep Dive Comparison of Temporal, Restate, Inngest, Trigger.dev, DBOS: Escaping Cron and Retry Hell
Stop writing long-running workflows with cron, queues, and if-else. The answer in 2026 is Durable Execution. This deep dive compares Temporal, Restate, Inngest, Trigger.dev, and DBOS — plus AWS Step Functions, Cadence, a
2026-05-14 · 26 min read #durable-execution#temporal#restate#inngest#trigger-devAnatomy of an AI Harness — The Scaffolding That Turns a Model Into an Agent (Loop, Tools, Context, and Building Your Own)
The model is the engine; the harness is the car. Put a different car around the same engine and the driving experience changes completely. In 2026, the real center of gravity in AI engineering isn't the model — it's the
2026-05-14 · 16 min read #ai-harness#ai-agent#llm#agent-loop#tool-executionThe Complete Guide to AI Development Automation — GitHub Integration, Ticket-Based Agentic Workflows, Copilot, Claude Code, Devin, Jules (2025)
2025 was the year AI moved from 'suggesting code' to 'owning the ticket.' Assign a GitHub Issue to an AI agent and it rolls forward on its own — branch creation, implementation, PR, passing CI. A 4-level maturity model,
2026-05-14 · 29 min read #ai-development#automation#github#copilot#claude-codeAI Engineering in Practice — LLM API, RAG, Agents, LoRA/DPO, Vector DB, Evaluation, Observability, Prompt Injection (2025)
The real difficulty of production LLM API calls, why RAG is not simple lookup, agent patterns (ReAct, Plan-Execute, ReWOO), when to and when NOT to fine-tune (LoRA, QLoRA, DPO), a vector DB decision matrix, why LLM evalu
2026-04-15 · 7 min read #ai-engineering#llm#rag#ai-agent#loraGemini CLI Practical Guide: How Developers Should Decide Whether to Adopt a Terminal-First AI Agent
A practical 2026 guide to Gemini CLI for developers who want to understand where it fits versus IDE-first tools, how plan mode, hooks, MCP, and scripting work, and how to roll it out safely on a team.
2026-04-12 · 7 min read #gemini-cli#google-gemini#terminal-ai#ai-agent#mcpAmazon Bedrock AgentCore Practical Guide: How to Build Secure Production Agents in 2026
A practical guide to Amazon Bedrock AgentCore for teams that need secure, production-ready agents, with clear coverage of Runtime, Memory, Gateway, observability, and rollout checks.
2026-04-12 · 6 min read #aws#bedrock#agentcore#ai-agent#mcpDeep Research Agents Practical Guide: How Developers and Knowledge Workers Should Use Them in 2026
A practical 2026 guide to OpenAI deep research for developers and knowledge workers, covering what it is, why it matters now, prompting patterns, MCP-connected workflows, pitfalls, and a simple decision checklist.
2026-04-12 · 7 min read #deep-research#ai-agent#mcp#chatgpt#research-workflowOpenAI Responses API and Agents SDK Practical Guide: How Teams Should Redraw Their Architecture in 2026
A practical guide to OpenAI Responses API and Agents SDK based on the March 11, 2025 launch, focused on architecture choices, when to keep Chat Completions, when to move off Assistants API, and how built-in tools plus tr
2026-04-12 · 10 min read #openai#responses-api#agents-sdk#ai-agent#chat-completionsPydanticAI Practical Guide: Why Python Teams Adopt It for Production Agents in 2026
A practical guide to PydanticAI for teams that need Python-first agent systems, model portability, durable workflows, observability, and evaluation in production.
2026-04-12 · 6 min read #pydantic#pydantic-ai#python#ai-agent#mcpGoogle Agent Development Kit Practical Guide: When ADK Is the Right Choice for Enterprise Agents
A practical guide to Google Agent Development Kit for teams evaluating agent frameworks, with a focus on context management, callbacks, multi-agent composition, and rollout decisions.
2026-04-12 · 6 min read #google-adk#agent-development-kit#ai-agent#multi-agent#session-statePrompt Caching for Agent Apps: A Practical Guide to Lower Cost and Latency
A practical guide to prompt caching for agent applications, including why it matters, how OpenAI and Anthropic differ, prompt structuring patterns, ROI scenarios, common mistakes, and a migration checklist.
2026-04-12 · 7 min read #prompt-caching#latency#cost-optimization#ai-agent#llmopsMastra Practical Guide: Why TypeScript Teams Adopt It for Production AI Agents in 2026
A practical guide to Mastra for TypeScript teams that need agents, memory, workflows, observability, evals, and production deployment in one open-source stack.
2026-04-12 · 6 min read #mastra#typescript#ai-agent#mcp#memoryBrowser and Computer-Use Agents in Practice: Architecture, Guardrails, and an Adoption Checklist for 2026 Teams
A practical guide to browser and computer-use agents for developers and product teams, covering why the category matters now, which architectures work, where the risks are, and how to adopt safely.
2026-04-12 · 9 min read #ai-platform#ai-agent#browser-agent#computer-use#automationAzure AI Foundry Agent Service Practical Guide: Enterprise Deployment Decisions for 2026
A practical, current guide to Azure AI Foundry Agent Service for enterprise teams, focused on why managed agents matter, how the tool catalog and remote MCP servers work, and how to make rollout decisions around tracing,
2026-04-12 · 5 min read #azure#azure-ai-foundry#agent-service#ai-agent#mcpOpenAI, Azure, and AWS: An Enterprise Agent Observability and Evals Comparison Guide
A practical comparison of agent observability, evaluations, dashboards, and OpenTelemetry integration across OpenAI, Azure, and AWS, with rollout guidance for platform, product, and infra teams.
2026-04-12 · 4 min read #openai#azure#aws#observability#evaluationCloudflare Agents and Durable Objects for AI Apps: A Practical Guide
A practical 2026 guide to Cloudflare Agents and Durable Objects for AI apps, covering the architecture, why state and long-running work matter, how it differs from stateless serverless, and a rollout checklist.
2026-04-12 · 7 min read #cloudflare#cloudflare-agents#durable-objects#ai-agent#mcp2026 AI & Tech Trends -- Agentic AI, GPUaaS, Sovereign AI, and Quantum Computing
A comprehensive overview of the defining tech trends of 2026: Agentic AI, GPU as a Service, Sovereign AI, quantum-safe cryptography, AI chip competition, and hiring trends.
2026-04-11 · 13 min read #ai#trends#ai-agent#gpu#quantumn8n, Dify, and Mermaid Complete Guide -- AI Agent and Diagram Automation
Build AI agent workflows with n8n, create LLM apps with Dify, and draw diagrams as code with Mermaid. A detailed hands-on guide.
2026-04-10 · 9 min read #ai#n8n#dify#mermaid#automationAI Agent Development Complete Guide 2025: Tool Calling, ReAct, Multi-Agent, and MCP
Everything about AI Agent development! Tool Calling (Function Calling) principles, ReAct pattern, Multi-Agent architectures (CrewAI/AutoGen/LangGraph), MCP (Model Context Protocol), Agent framework comparison, Tool Calli
2026-03-25 · 26 min read #ai-agent#tool-calling#function-calling#react-pattern#multi-agent2025 AI Job Roles Complete Map: Every AI Position from Frontier Labs to Enterprise SI
Complete anatomy of the 2025 AI job ecosystem. OpenAI/Anthropic/DeepMind hiring trends, FDE demand up 800%, AI Safety Engineer salaries up 45%, Context Engineer emerges — 15 AI roles with skills, salaries, and career roa
2026-03-23 · 43 min read #ai-careers#job-market#fde#mlops#ai-safety