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I'm Diljit — Engineering Manager at Avoca (YC '23), founder of QRCodeStack. I write about distributed systems, AI agents, and shipping real software. More about me »

Latest articles ; (newest first, all posts »)

OpenAI Realtime on a Phone Line: Telnyx SIP + Cekura Tests

Put OpenAI's gpt-realtime model on a phone number with Telnyx SIP, verify the webhook, fix one-way audio and clipped greetings, and test it with Cekura.

Tue, 15 Sep 2026 | Tags: ai, voice-ai, software-engineering | AI & Machine Learning

Learning Photography With Codex and a Sony ZV-E10 II

Learning photography with Codex on a Sony ZV-E10 II: all 10 practice photos, camera settings, and lessons in focus, aperture, shutter speed and ISO.

Thu, 10 Sep 2026 | Tags: photography, ai, personal | Photography

Best Clipboard Manager for Mac in 2026: 4 Worth Installing

Four Mac clipboard managers compared on history limits, search, privacy, sync and price: SnipVault, Paste, Maccy and Raycast. Which one to install, and why.

Fri, 04 Sep 2026 | Tags: mac, tools, productivity | Tools & Reviews

A Weekend Getaway to VAMA Retreats, Nandi Hills — With Two Dogs, One Pool, and a Lot of Tennis Balls

An honest trip report: two dogs at VAMA Retreats, a pet-friendly resort near Bangalore at the foot of Nandi Hills. Pet pool, camp night, and what to pack.

Mon, 31 Aug 2026 | Tags: travel, personal | Travel

Your QR Code Is a Redirect — It Should Be an Engagement Layer

Packaging QR codes out-engage email. Raise scan engagement, capture declared customer intent, and turn offline touchpoints into retargeting audiences at scale.

Thu, 27 Aug 2026 | Tags: marketing, startups, automation | Marketing

The Essential Metrics for Voice AI Agents — From Milliseconds to Dollars

The complete scorecard of voice AI agent metrics and KPIs — latency, comprehension, CX, compliance, and the money math that turns containment into dollars.

Tue, 25 Aug 2026 | Tags: ai, voice-ai, management | Voice AI

I Lost $12,000 Dropshipping in India — And Why I Think It's a Capital-Intensive Business

I lost $12,000 dropshipping in India. Real numbers on ad costs, 20–40% COD RTO, $350–475 influencer videos, and the fix that got delivery to 92%.

Mon, 24 Aug 2026 | Tags: startups, marketing, automation | Startups & GTM

Bayesian and Sequential A/B Testing — When You Peek Weekly

Classical A/B tests assume you look once. A worked example from my personal SaaS — confetti vs pricing cards after first create, with real analytics counts — shows when Bayesian and sequential designs matter, and when you still should not call a winner.

Sun, 23 Aug 2026 | Tags: startups, software-engineering, management | Startups & Product

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