enabling AI's Full Potential: Bridging the Gap from Sandbox to Production
Two agents, same ceiling Lovable will ship you a working prototype in a coffee break. Cursor can refactor a 200-file real codebase in an afternoon. Bo…
Latest News
⚑ Report a ProblemTech news from the best sources
All topics
AI
Gear
News
Tech
agents
ai
api
architecture
automation
beginners
career
database
devchallenge
devops
discuss
javascript
llm
machinelearning
mcp
opensource
performance
productivity
programming
python
react
security
showdev
tutorial
typescript
webdev
Ground Control: From Google AI Studio Prototype to Local Production with Antigravity 2.0
Your multi-agent system demos beautifully in the cloud sandbox. Here's the one-click lifecycle export, the CLI bridge, and the SDK harness that land i…
How I Built 5-Layer AI Quality Architecture Across 5 Production AI Systems
How I Built 5-Layer AI Quality Architecture Across 5 Production Systems By B KumaraSwamy — AI Quality Architect | Bengaluru The Problem Nobody Is Talk…
Why PCB Assembly Should Start Before Your PCB Layout Is Finished
Most hardware teams follow the same workflow: Requirements → Schematic → PCB Layout → Gerber Files → PCB Assembly On paper, this process looks perfect…
Ghost Workers: Why Your Celery Dashboard Lies to You
The scenario you've lived It's 2am. Someone pings you: emails aren't going out. You check Flower. Every worker is green; online, healthy. Queue depth …
Structured output broke on us three times. The third time taught us operator-ready.
Structured output broke on us three times. The third time taught us what "operator-ready" means. Last quarter we shipped a contract-extraction agent t…
I Built an AI Pipeline for 10,000 Daily Listings. Here's What Broke at Scale.
I watched a pipeline I spent weeks building get shut down in one meeting. The AI rewrite engine for a job platform's listing descriptions was working.…
The Ultimate Guide to Production-Grade AI Agents
Production-grade AI agents are systems that execute multi-step workflows autonomously while maintaining reliability, security, and observability guara…
The Brain/Sandbox Pattern: Why Your Production Agent Needs This Architecture
When you run an agent from a prototype to production, something changes. Not the model. Not the framework. The infrastructure requirements split apart…
The 80/20 Rule of AI Code: Why Production Takes 80% of Your Time
I watched a GPT-4 function call that worked perfectly in the playground silently fail in production. The output was valid JSON. The structure was corr…
ComfyUI Deploy: Choosing Between Self-Host, Serverless, and Managed (2026)
Most teams who want to deploy ComfyUI pick a platform first and figure out the consequences later. It's the wrong order. Each deployment path (self-ho…
The Silent Killer in Your Streaming Pipeline: Schema Evolution Without Tears
TAGS: schema,streaming,data pipelines,production Why I chose this topic: I've seen too many evenings and weekends vanish debugging why a seemingly min…
Multi-Cloud Deployment in Production: Cloud Run, Railway, Oracle Cloud
Multi-Cloud Deployment in Production: Cloud Run, Railway, Oracle Cloud Published on : 2026-06-06 Reading time : 10 min Tags : #devops #cloud #fastapi …
Stopping the LLM from calling the same tool twice (and other things it shouldn't)
A user gave one of our agents this query: "Get the products from our catalog, summarize them in a nice doc, share the doc with X, and send them an ema…
DevOps Dash: practice incident response on your phone
Production is green. Your coffee is hot. Then the pager goes off. DevOps Dash is a mobile on-call simulation built for anyone who has ever stared at a…