Automation
Screenpipe's Local-First Agent Memory: On-Device Recording as Searchable Context
How continuous screen and audio capture, local indexing, and agent-accessible search APIs enable automation without cloud sync or privacy leaks.
Automation
Automation
n8n's Content Ideation Gap: Why Workflow Automation Breaks Down at the Creative Boundary
Where deterministic workflow tools hit their limits and what plumbing bridges RSS feeds into agent-driven ideation without losing state.
Automation
Swarm vs. Graph: AWS Benchmarks Two Multi-Agent Orchestration Patterns for Production Prospecting Pipelines
Head-to-head comparison of sequential delegation and parallel DAG orchestration in a real multi-agent system that scores prospects and generates emails.
Automation
Guard Scripts Don't Stop AI Agents: Why Safety Checks Fail When Agents Have Shell Access
How pre-publish guardrails become bypassable when agents have shell access, and what architectural boundaries actually enforce safety.
Automation
TesterArmy: Agentic E2E Testing with Natural-Language Specs
How TesterArmy translates natural-language test specs into executable browser automation, exposing orchestration, state management, and failure handling.
Automation
AWS Bedrock Document Analysis: How Multi-Agent Pipelines Extract Structured Data from Unstructured PDFs
Dissecting AWS's document processing pipeline: how BDA, Strands Agents, and Knowledge Bases coordinate extraction, analysis, and retrieval tasks.
Automation
Bottega: What an Internal Coding Agent Orchestrator Reveals About Production Multi-Agent Plumbing
A production coding agent orchestrator exposes task decomposition, state management, model switching, and failure recovery patterns for multi-agent work...
Automation
Trigger.dev Architecture: Event Routing, State Persistence, and Retry Logic in a Code-First Workflow Platform
How Trigger.dev routes events, persists state, and handles retries without Zapier's GUI or Temporal's event sourcing complexity.
Automation
AI Code Review Across 240 Repos: Cron Orchestration, Secret Scanning, and Auto-Merge Plumbing
How one developer wired Z.AI GLM models into GitHub Actions for PR review, secret scanning, and auto-merge across 240 repositories using cron.
Automation
Trigger.dev: Code-First Background Tasks and Event-Driven Orchestration
How Trigger.dev's TypeScript-native workflow engine handles retries, state, and long-running tasks without leaving your codebase.
Automation
Event-Driven Tasks vs Webhooks: Trigger.dev's Durable Execution Model
How Trigger.dev's code-first task model handles retry semantics, state persistence, and execution boundaries compared to webhook-based automation tools.
Automation
Intuned: Browser Automation Infrastructure for AI Agents
How Intuned deploys browser automations as code with session management, anti-bot handling, and failure recovery for sites without APIs.
Automation
Building a Three-Agent Engineering Team: What 96 Hours of Workflow Automation Reveals About Agent Coordination
How to coordinate specialized agents for code generation, testing, and deployment without creating bottlenecks or losing context in handoffs.
Automation
Azure AI Foundry Routines: How Scheduled Agent Workflows Handle Triggers, Retries, and Observability at Scale
Deep dive into Azure's managed scheduling for agents: trigger types, dispatch mechanics, retry policies, run observability, and trade-offs vs. job queues.
Automation
Task Assets: Persistent Agent Workflows with Scheduling and State
How akm 0.8.0 task assets handle cron scheduling, environment injection, failure recovery, and observability for long-running agent workflows.
Automation
VLESA: Vision-Language Embodied Safety Agent for Human Activity Monitoring
How VLESA monitors physical safety in real time using vision-language models, the tradeoff between intervention latency and false positives, and why emb...
Automation
Spam Bots in Hiring Threads: What Happens When AI Agents Scrape Job Posts Without Rate Limits or Context Windows
How recruitment bots parse Hacker News threads, trigger on keywords without semantic understanding, and expose the gap between detection and action.
Automation
Execution-State Continuity: The Missing Layer Between Agent Memory and Workflow Orchestration
Why persistent memory and workflow DAGs don't solve the execution-state problem for long-running agent tasks and what infrastructure is needed to bridge...
Automation
UK GDAD PCF Agent Skills: How Markdown Files Became Multi-Agent Job Descriptions
Using government job frameworks as agent skill definitions. Structured role taxonomies replace generic prompts, markdown-as-config works for chat and orchestration.
Automation
Minicor's Windows RPA Stack: How AI Agents Automate Desktop Apps Without APIs
Deep dive into the infrastructure for scaling desktop automation: process isolation, session management, image recognition vs. accessibility APIs, and s...
Automation
GUI Agents vs RPA: Why Vision-Based Automation Needs Different Plumbing Than Script Recorders
Compare RPA's selector-action model with GUI agents' vision-language-action architecture. State management, failure modes, and when each breaks.
Automation
Twill.ai's Cloud Sandbox Architecture: How Delegated Coding Agents Return PRs Without Touching Your Laptop
Examining isolation, orchestration, and handoff mechanics behind cloud-hosted coding agents that accept work via Slack/GitHub/Linear and return PRs.
Automation
Kampala's MITM Proxy: How Agentic Reverse Engineering Turns Apps into APIs Without Browser Automation
Network-level workflow interception for agents. Protocol capture beats DOM scraping when you need stable APIs from closed apps.
Automation
Gigacatalyst's Embedded AI Builder: How SaaS Platforms Sandbox User-Created Agent Workflows
Multi-tenant agent execution boundaries, resource isolation, and billing metering when end-users build automation inside your SaaS product.
Automation
Activepieces: What Open-Source Zapier Alternatives Reveal About Workflow Engine Architecture
How self-hosted workflow engines handle execution isolation, state persistence, retry logic, and connector boundaries. Architectural lessons from Activepieces.
Automation
Seven-Day Agent Evolution: How Hermes Rewrites Its Own Skills Through Repeated Execution
A longitudinal study of skill-file mutation in Hermes Agent shows how self-modifying code, feedback loops, and incremental refinement reshape tool boundaries.
Automation
Will My Flight Have Starlink? Reverse-Engineering Aircraft Equipment Assignment Pipelines
How a flight predictor built a database of Starlink-enabled aircraft by scraping tail numbers, equipment assignments, and fleet rollout data.
Automation
Omar: TUI Orchestration for 100-Agent Coding Swarms
Terminal-based patterns for routing tasks, surfacing failures, and maintaining state visibility across hundreds of concurrent coding agents.
Automation
Academic Research Skills: How a Full-Pipeline Agent Suite Orchestrates Literature Review, Summarization, and Citation
Deep dive into multi-stage research agent orchestration: state passing between search, PDF parsing, and citation extraction, plus failure handling for paywalls.
Automation
Libretto: How Coding Agents Generate Deterministic Browser Automations Instead of Runtime Prompts
Shift from runtime prompt-based browser control to agent-generated, inspectable scripts that can be debugged, versioned, and run deterministically.
Automation
Real-Time Agent Observability: How Claude Code's Hook Architecture Exposes Multi-Agent Coordination Bottlenecks
Claude Code's blocking hooks reveal the tension between real-time visibility and agent throughput. Here's how to instrument multi-agent systems without...
Automation
Trigger.dev Architecture: Long-Running Jobs, Retries, and Observability for TypeScript Workflows
How Trigger.dev handles durable execution, state persistence, and retry logic for background tasks. A technical look at the v2 pivot from events to Temp...
Automation
GitHub Actions - Automate Your Development Workflow
GitHub Actions is a powerful CI/CD automation platform that allows you to build, test, and deploy code directly from GitHub. Automate workflows with matrix builds, multi-language support, and integration with thousands of marketplace actions.