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Latest in Architecture & Patterns
Build an audio description pipeline that actually fits the gaps
27+ min ago (723+ words) We're building an audio description pipeline in Python: find the silent gaps with FFmpeg, compute a word budget per gap, generate descriptions constrained to that budget, render TTS, reject anything that overruns, and mux the result as a second HLS…...
How to Keep Bad Assumptions Out of Agent Memory
20+ min ago (1194+ words) Standfirst: Retrieval quality cannot repair a memory that was wrong when written. Production agents need an admission layer that distinguishes user statements, environment facts, model inferences, procedures, and high-impact state before any of them become durable memory. MemTensor's MemOS provides…...
The Roadmap to Mastering Voice Agents
2+ hour, 9+ min ago (1639+ words) Making developers awesome at machine learning In this article, you will learn what voice agents are, how they differ from text-based AI systems, and how to build your knowledge from the ground up using a structured seven-stage roadmap. Topics we…...
After The Cheap-Token Era: Three Levers For Efficient, ROI-Positive AI
1+ hour, 2+ min ago (443+ words) CTO at Deque Systems and author of the “Agile Accessibility Handbook, A Practical Guide to Accessible Software Development at Scale.” The cheap-token era is over, and with it, the assumption that more AI automatically means better results. Every token you…...
Why I built RedfireForge: one workbench for six API protocols
1+ hour, 29+ min ago (25+ words) I was tired of keeping four tools open to test one service. HTTP in a REST client. GraphQL in... Tagged with opensource, testing, api, devtools....
Does your system read back what it writes?
1+ hour, 7+ min ago (410+ words) I had agents writing notes that nothing ever read. For months. Here is how I found out, and why I think it is a common shape of bug rather than a one-off. The setup. An orchestration platform runs scheduled data…...
Why your app still says connected after the network is gone
1+ hour, 7+ min ago (721+ words) Two phones, one shared list. I add an item on the first phone. The second phone does not get it. Both phones show a green pill that says synced. That is worse than an error. An error tells you to…...
We didn’t need another email API. We needed to know what our SaaS was actually sending.
1+ hour, 23+ min ago (820+ words) If you run a SaaS, sending transactional email is basically a solved problem. There is Mailgun. SendGrid. Postmark. Resend. Amazon SES. And plenty of others. Pick one, connect the API or SMTP, and your emails get delivered. That wasn't really…...
Integrating WhatsApp Business API into a Healthcare Stack: What the Docs Won't Tell You About Compliance
1+ hour, 23+ min ago (240+ words) If you're building patient communication features into an HMS, EMR, or hospital CRM, WhatsApp Business API looks like an obvious win — high open rates, a messaging surface patients already use daily, and a straightforward webhook-based integration model. But there are…...
A Small Runbook for Reliable AI Automation
2+ hour, 29+ min ago (535+ words) AI automation is easy to demo and surprisingly hard to trust. A tool call works in a notebook, then a network timeout, duplicate request, or half-written result appears in production. The fix is usually not a larger prompt. It is…...