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Tagged: Agents
LangGraph in Python: State, Parallel Nodes, Checkpoints and Human Review
A hands-on LangGraph tour in Python: TypedDict state and reducers, edges, checkpointers, interrupts, and an email triage workflow with human approval.
25 min readA Local LLM Agent Workflow Built From Folders and Markdown Files
Build a gated, multi-stage local agent pipeline where each stage is a folder, prompts are editable markdown, and a human reviews output before the costly step.
25 min readContext Engineering in Practice: A Claude Agent SDK Research Agent
Build a Python research agent with the Claude Agent SDK using write, select, compress and isolate patterns, then compare it against a naive baseline in measured runs.
20 min readAn AI Engineering Roadmap for 2026: From Python to Agents and LLMOps
A phased 2026 learning path for AI engineering, from Python and math through classical ML and deep learning to RAG, MCP, agents, evals and deployment.
14 min readAgentic Analytics Is More Than Text-to-SQL: Lessons From Anthropic
What Anthropic's self-service analytics post says about semantic layers, skills, evals and data foundations, and why text-to-SQL alone gives a false sense of precision.
17 min readControlling Bedrock Agent Behavior: Prompt Stages, Parsers and Inference
How to override Bedrock's pre-processing, orchestration and post-processing prompts in Terraform, with a parser Lambda, JSON contract and per-stage inference settings.
22 min readAgentSRE: Composable AI Agents for Autonomous Incident Remediation on AWS
How an AWS platform takes an incident from CloudWatch alarm to resolution with a DevOps Agent, LangGraph remediation agents, human approval and ServiceNow tickets.
14 min readParallel Coding Agents With Git Worktrees, Conductor and Antigravity 2.0
Parallel coding agents with git worktrees, Conductor and Antigravity 2.0: a coordinator, one worktree per agent, and a dozen SRE features in about five hours.
14 min readOffloading Apps Script Workloads to a Gemini Managed Agent Linux Sandbox
Google Apps Script driving a Gemini managed agent Linux sandbox: stream files to Drive with ggsrun, dodge the 50 MB limit, run Playwright, FFmpeg and esbuild.
13 min read
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