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#1000 #100daysofsolana #2026 #a11y #accountability #achievement #activator #actors #adaptive #adopting #agentdev

DEVMay 3, 2026 · 21h ago

Why I Built a Job Queue With SQLite Instead of Redis (And What I Learned)

I needed to coordinate background scripts running across different machines. The obvious answer was Redis. Everyone uses Redis for this. The tutorials all use Redis. The Stack Overflow answers all say "just use Redis." So I looked at what deploying Redis would actually cost me: A running Redis server I had to maintain A broker to connect workers to it Celery or RQ on top of that Memory-based stora

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DEVMay 3, 2026 · 22h ago

Stop Paying for Vapi/Retell: Run your own AI Voice Agent in Python

Building AI calling agents shouldn't require a commercial license or massive per-minute markups. If you are a Python developer, you should be able to spin up a sub-500ms latency voice agent on your own machine. Prerequisites Python 3.10+ A Twilio or Telnyx SIP Trunk LiveKit Credentials An OpenAI API Key First, clone the Siphon repository and install the requirements. pip install siphon-ai Next, c

#ai#framework#python#voiceai