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02:21
2026-06-20
dev.to
artificial-intelligence

Building a Voice AI Platform with 28 Modules in Python

A developer built Omni-VRAM, an open-source voice AI platform with 28 modules. The platform includes speech recognition with five Whisper backends, real-time streaming under 200ms latency, speaker dia…

02:13
2026-06-20
dev.to
large-language-models

I Created a Gemini API Key and Got AQ. Instead of AIza

Google is transitioning Gemini API keys from the old 'AIza' format to a new 'AQ' format, with keys created in AI Studio now issued as Auth keys. The change, which began rolling out before June 2026, c…

01:58
2026-06-20
dev.to
developer-tools

agentic experience for Go

A developer created ax-go, a Go package that standardizes agentic experience for CLI tools by encoding conventions such as OpenTelemetry trace propagation, structured errors, and JSON output for agent…

01:43
2026-06-20
dev.to
large-language-models

SEO Isn't Dead — But GEO Is already eating Its lunch

Three signals in the same week confirm that Generative Engine Optimization (GEO) is overtaking traditional SEO as AI-generated answers replace search result clicks. SparkToro data shows fewer than one…

01:36
2026-06-20
dev.to
large-language-models

KV cache and PagedAttention: what they do and why they matter

A developer explains that the KV cache is the biggest operational bottleneck in production LLM serving on GPUs, consuming more memory than model weights for workloads with high concurrency or long con…

01:34
2026-06-20
dev.to
artificial-intelligence

The receptionist problem nobody's building for

A developer built Remi, an AI receptionist that handles SMS-based booking for one-person service businesses like salons and cleaners. The system uses Twilio for SMS, Gemini for natural language unders…

01:25
2026-06-20
dev.to
developer-tools

Moving Codex Threads to a New Mac

An OpenAI partner engineer documented a manual process for migrating OpenAI Codex Desktop state between Macs, preserving active threads, local state, installed skills, plugins, and working context. Th…

01:10
2026-06-20
dev.to
ai-agents

Don't make the agent do the geometry

A developer built an agent that creates mind maps from stickies, but the agent does not compute coordinates for layout. Instead, it calls a deterministic tool that handles geometry precisely, while th…

00:40
2026-06-20
dev.to
artificial-intelligence

AI Won’t Make You a 10x Developer

A developer who previously dismissed AI as unreliable rebuilt an entire website in two weeks using an AI content engine powered by an MCP server and Claude plugin, spending about $4,000 in tokens. How…

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