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What I Learned About Latency While Building a Real-Time Voice AI Agent When I started building a real-time voice AI agent, I thought about latency mostly as an engineering problem. Reduce
In part one, I talked about the very first thing a user does with LoopSignal: submit feedback anonymously, with as little friction as possible. A quick update since that post: LoopSignal is now liste
Our pentest report had one line that stopped us cold: "Application does not implement Content-Security-Policy headers. XSS payloads executed without restriction." We had Sanctum, CSRF tokens, inpu
When critical government details exist in formats AI systems cannot reliably interpret, priority shifts to incomplete summaries A resident asks, “Why is the evacuation order missing key res
Most OSINT tools are great at one thing. You run holehe for emails, sherlock for usernames, sublist3r for domains. But you're the one deciding the workflow, switching between tools, copy-pasting res
**If you are a developer, learning Git is one of the most important skills. Git helps developers track changes, collaborate with teams, and manage code efficiently. Most developers store their project
This is a bonus post in the series taking a GNOME app from an empty directory to GNOME Circle. It sits between Part 3 and Part 4 — read it if you want context, skip it if you want code. By the end
This is a bonus post in the series taking a GNOME app from an empty directory to GNOME Circle. It sits between Part 3 and Part 4 — read it if you want context, skip it if you want code. By the end
Analyzing Jellyfin PR #16062 with GauntletCI Jellyfin PR #16062 is titled "Query Performance Improvements." It was a massive architectural shift: 126 files, 27,810 lines of code. It was rev
On May 7, AWS launched AgentCore Payments in preview. Coinbase x402 plus Stripe. Agents can now purchase APIs, MCP servers, paywalled content, and data feeds mid-task, executing through payment rails
Originally published on ajeetchaulagain.com on March 30, 2026. Deploying a NestJS application to AWS Lambda behind API Gateway sounds straightforward — until you start wiring things together. Betw
Most workforce tools focus heavily on attendance and reporting. We wanted to go deeper. Our team at Taskdudes is currently building a workforce management SaaS that helps organizations manage employ
Desktop Application P2P Distribution Acceleration Practice: Full-Chain Integration from Consumer to Publisher Large file distribution for desktop applications has always been a headache—hi
Why scalability testing changes the conversation From objectives to guardrails: defining SLAs and acceptance criteria Performance KPIs and observability signals that reveal root cause Building realis
I'm the CEO of a translation company. Not an engineer. In Part 1, I tried to connect Copilot Studio to LDX hub's StructFlow API and hit a wall before getting anything to work. This is Part 2 — the co
Mickai is not a wrapper around a frontier LLM. It is a Sovereign Intelligence Operating System composed of twenty-five specialist brains across six subsystems, with a deterministic arbiter routing eve
Three strategies to deal with bot traffic. Give up. Have at it. Take what you want. As fast as you want. On my dime. Steal it. re-use it. Life is too short. Hide behind cloudflare. Let them try to d
At 1 a.m., the CI bot pinged me in our team chat for the tenth time: “Frontend multi-tab sync test failed.” This was already the third time this test case failed for our collaborative whiteboard proje
A while back I got frustrated with online tools that upload your files to a server, make you sign up, and then quietly keep your data. So I built TRE — a collection of 80+ tools that run entirely in y
Harness engineering is everything around your AI agent except the model: memory, tools, permissions, hooks, observability. LangChain gained 13.7 benchmark points changing only the harness. This guide