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System Desgin
Claude AI GUI Agent: Build a PyQt Test Harness (2026)
Qt GUI tests freeze on blocking calls. The Claude AI GUI Agent runs Claude 3.7 Sonnet in a QThread, receives responses and saves checkpoints for robust…
// category archive
System Desgin
55 articles
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System Desgin
Fault Tolerance for Desktop Agents: Handling App Crashes and Timeouts
When I first wired Claude 3.5 Sonnet into a PyQt‑based desktop assistant, the UI froze the instant the first token streamed back. A single uncaught timeout…
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System Desgin
Transcription & Meeting Notes Agent with Claude and Whisper Desktop Integration
When you try to run a meeting‑notes AI agent from the command line, you quickly discover two problems: the transcription stalls while the microphone…
System Desgin
Observer Pattern 2026: 5 Ways to Scale Real‑Time Systems
Your drone fleet crashed when a naive observer pattern blocked every subscriber. Discover the 2026 observer pattern that cuts latency and real‑time syncing.
System Desgin
Saga Pattern for Resilient Hostel Booking (2026 Guide)
A 504 error broke your hostel booking flow—then a Saga pattern rescued it. See the 2026‑ready .NET saga that ensures resilience, idempotency, and recovery.
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System Desgin
Handling Authentication Flows in Web Apps with a Secure Claude Agent
When the corporate portal throws an OAuth 2.0 consent screen, a TOTP prompt, and then a captcha, a hand‑crafted Selenium script collapses the moment the…
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System Desgin
Debugging Claude Computer Use Actions: Logging, Screenshots, and Replay
When Claude starts moving files, clicking buttons, or typing into a field on your machine, the CLI you used to launch the agent suddenly…
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System Desgin
Claude Agent Workflow: Migrating Data from One SaaS App to Another
When you hand‑code a one‑off CSV‑to‑SQL migration, a few dozen lines get the job done—until the source SaaS changes its field names, rate‑limits start…
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System Desgin
Local LLM (Llama) vs. Claude API: Hybrid Agents for Cost Control (2026)
When I let Claude control my Windows workstation without any UI feedback, it started clicking “Delete” on random files before I could stop it.…
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System Desgin
Dynamic Tool Selection for Claude Agents (GUI-based ‘Skill’ Management)
When Claude starts opening files, clicking buttons, or firing off shell commands, the terminal window you used during prototyping vanishes the moment you need…
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System Desgin
Claude Agent as a System Tray Application: Background Task Automation
When I first tried to let Claude schedule my daily report, the CLI kept printing “thinking…” for minutes while the terminal was frozen. I…
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System Desgin
Creating a Dedicated Agent GUI with Streamlit and Claude Desktop (2026)
When I first tried to cobble a Claude 3.5‑Sonnet “computer‑use” agent together with a simple CLI wrapper, the experience felt like driving a race car…
System Desgin
Microservice vs Monolith: 5 Decision Tips (2026)
A production outage exposed why choosing Microservice vs Monolith matters for workflow automation. Discover trade‑offs and how to avoid costly latency in 2026.
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System Desgin
Secure File System Access for Claude Agents (Sandboxing & Permissions Guide)
When Claude starts asking for *read* or *write* permissions on your hard drive, the first thing you should feel is a spike of anxiety.…
System Desgin
Real-Time UGC Scoring Hook: 5 Tips for 2026
Your feed stalls when a single profile lookup blocks scoring. Learn the real-time UGC scoring hook that cuts latency below 100 ms and adds safe…
System Desgin
Scalable Event-Driven Hostel Automation: 5 Patterns (2026)
A duplicated sensor event over‑charged a guest and flooded support. Master event‑driven hostel automation to ensure once delivery, services, observability.
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System Desgin
Architecting a Multi-Modal Retail AI Agent with Computer Vision and Speech (2026)
When the store floor buzzes with customers, a kiosk that can *see* a product, *listen* to a shopper’s question, and *talk back* with a…
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