What is an Agent Harness?

Recorded on location at the Android Dev Summit, Allen Firstenberg is joined by Google Developer Expert and TabGeeks creator Jesse Nolan to dive into the rapidly evolving world of intelligent eyewear, XR headsets, and always-on AI assistants. Jesse shares his real-world journey as an early adopter across the wearables spectrum—from learning why sizing matters on the Meta Ray-Ban smart glasses to testing the Meta Display glasses with their neural interface wristband, Snap Spectacles, Samsung Galaxy XR, and the newly announced XREAL Aura.Together, Allen and Jesse examine the divide between immersive AR/VR headsets built for specialized experiences and lightweight, assistive smart glasses designed to be everyday daily drivers. They explore how Google's Android XR aims to unify four distinct device categories under a single operating system and partner ecosystem, and debate where emerging form factors like camera-less audio glasses, AI smart rings, and camera-equipped earbuds fit into the equation.Finally, they unpack the biggest developer revelation from the summit: how to actually build for Gemini across these devices. From the new alpha for Gemini Connected Apps to hooking up Python-based MCP servers with Google's privacy-first testing and deployment model, this episode captures the excitement—and the open questions—as developers get closer than ever to building a real-life Jarvis.Learn More:Jesse's Channel: https://www.youtube.com/@tabGeeksConnected Apps: https://developers.google.com/connected-appsAndroid XR: https://developer.android.com/develop/xrTimestamps:[00:00:00] Welcoming guest Jesse Nolan at the Android Dev Summit[00:01:24] Daily life with Meta Ray-Ban AI glasses: Sizing, always-on AI, and quick capture[00:03:48] Meta Display glasses, shopping lists, and the neural interface band[00:06:19] Snap Spectacles, XREAL Aura, and niche AR use cases vs. daily drivers[00:08:23] Android XR: One operating system across headsets and intelligent eyewear[00:10:40] Gemini as the unifying layer, the "Jarvis" dream, and Google's partner strategy[00:12:47] Camera-less AI glasses, smart rings, earbuds, and what defines Android XR[00:15:34] Developing for Gemini: Connected Apps, MCP servers, and privacy at the core[00:18:03] Outro and where to connect with Jesse Nolan#AndroidXR #SmartGlasses #IntelligentEyewear #GeminiAI #AndroidDevSummit #MetaRayBan #XREALAura #WearableTech #VoiceFirst #AIAgents #MCP #ConnectedApps #GoogleDevelopers #TwoVoiceDevsEpisode 280

In this episode, Allen Firstenberg is joined by guest host Cecilia Abadie, a computing pioneer who has been at the forefront of every major tech wave—from personal computers to mobile, wearables, and now AI. They look back on their shared roots at the 2012 Google Glass Foundry, trace Cecilia's journey through enterprise eyewear at Tesla and Boeing, her time at Google X/Android XR, and her transition to founding 33 Labs to research the frontier of AI and smart glasses.Cecilia shares her recent experiences presenting at the Meta Wearables Summit, discussing the electric, yet cautious, developer vibe and the distinct communities—enterprise and accessibility—leading the charge. They dive deep into the debate between immersive headsets and lightweight, assistive smart glasses, and discuss how conversational AI (such as OpenAI's live voice mode and Google's Gemini) is redefining voice as a primary interface. They explore the critical challenges facing today's developers, from the lack of a cohesive developer story and monetization models to Cecilia's project "Halos," designed as mini-apps or skills tailored specifically for voice-first interactions.Whether you are a developer excited about Google's Android XR, Meta's wearables ecosystem, or interested in the future of human-AI collaboration, this episode is packed with invaluable, real-world perspective on the past, present, and future of intelligent eyewear.Learn More:* https://33labs.org/haloField* https://www.youtube.com/@MultithreadedReality[00:00:00] Welcoming guest host Cecilia Abadie[00:00:40] Cecilia's background: From Uruguay to early technology waves[00:03:50] Life after Google Glass: Genie, Lynxfit, and enterprise eyewear[00:07:06] Launching 33 Labs and presenting at the Meta Wearables Summit[00:08:56] The developer vibe at the Meta Wearables Summit[00:10:40] Immersive vs. Assistive eyewear and the resurgence of voice[00:13:05] The missing developer story and monetizing conversational AI[00:15:34] Introducing "Halos" as mini-apps for conversational interfaces[00:19:39] Highlights from the summit: Carbon tracking and accessibility[00:22:05] Comparing SDKs: Google's Android XR vs. Meta's DAT Wearables Kit[00:24:32] Outro and where to connect with Cecilia#VoiceFirst #AIAgents #GenerativeAI #SmartGlasses #IntelligentEyewear #VoiceUX #GoogleGlass #AndroidXR #MetaWearables #33Labs #OpenAI #WearableTechEpisode 279

Happy 6th Anniversary to Two Voice Devs! In this milestone episode, Mark Tucker and Allen Firstenberg look back at six years of podcasting and discuss how the industry is coming full circle. We started in the era of hardware assistants like Alexa and Google Assistant, shifted into text-based LLMs, and are now witnessing the return of voice-first interfaces through smart glasses and conversational LLM voice modes.As developers rush to build the next generation of AI agents, are we repeating the painful mistakes of the past? Mark and Allen share six critical lessons today's agent developers must learn, covering the abysmally poor developer-to-consumer discovery experience, the puzzle of monetization for independent creators, the true meaning of "voice first, not voice only," the absolute necessity of concise responses, the lost art of crafted entertainment over just-in-time generation, and why we need asynchronous interactions modeled after the Star Trek computer.If you're thinking about the next wave of agents in all sorts of form factors and modalities, this is the episode for you to watch. And we'd love to hear your take on what we've learned and what we still need to learn.[00:00:00] Celebrating six years of Two Voice Devs![00:01:00] The full circle return of voice-first LLM interfaces[00:03:59] Lesson 1: The discovery and installation bottleneck[00:08:59] Lesson 2: The monetization puzzle for indie developers[00:10:48] Platform plays: Android's advantage vs. Amazon's closed beta[00:16:50] Lesson 3: Designing for "voice first, not voice only"[00:18:45] Lesson 4: LLMs are too verbose—managing output conciseness[00:20:09] Lesson 5: Tailored entertainment and crafted storytelling[00:23:13] Lesson 6: Latency, response times, and the Star Trek computer[00:24:42] Outro and looking ahead to another year#VoiceFirst #AIAgents #GenerativeAI #SmartGlasses #IntelligentEyewear #VoiceUX #AmazonAlexa #GoogleAssistant #Gemini #AndroidXR #OpenAIEpisode 278

In this episode, Allen Firstenberg welcomes GDE Margaret Maynard-Reid as guest host to discuss the exciting intersection of AI, art, design, and fashion. Margaret shares her hands-on experiences testing Google's Gemini Omni Flash and Veo models, highlighting the game-changing capabilities of conversational video editing. We dive into her creative workflows, such as composing initial visuals using NanoBanana before adding motion, and storyboarding for short videos. Margaret also showcases several of her open-source projects (from fashion mood boards to agentic design workflows using Antigravity 2), and provides essential advice for developers prototyping with AI.Find Margaret's work and open-source projects at:https://margaretmz.me/[00:00:00] Welcome and Introduction[00:00:22] Margaret's journey: AI, art, and fashion design[00:03:38] Hands-on with Gemini Omni Flash and Google Veo[00:05:58] Conversational editing and fashion use cases[00:07:41] Image-to-video workflow & storyboarding[00:12:43] UI platforms vs. writing custom developer code[00:13:49] Open source projects: Mood boards, Met Museum, Antigravity[00:17:14] Tips for developers: Choosing models & solving real problems[00:21:00] Outro and contact information#FashionAI #GenMedia #GeminiOmni #Veo #NanoBanana #AIArt #AIDesign #Antigravity #GenerativeAI #TwoVoiceDevsEpisode 277

In this episode, Allen Firstenberg and Sam Witteveen dive into one of the newest and most discussed concepts in the developer community: the "Agent Harness." What exactly is a harness, and how does it transform a simple, one-shot AI model into a truly capable, autonomous agent?Sam and Allen demystify this new paradigm, tracing its evolution from early frameworks like LangChain and LangGraph to the modern, bespoke, "off-the-rails" architectures powering tools like Claude Code, Hermes Agent, and Antigravity. They explore essential best practices—including sandboxing, persistent file access, agent loops, planning tools, and fine-grained security—and weigh the critical trade-offs between highly customizable single-tenant deployments and scalable, cloud-managed multi-tenant agent infrastructures. Whether you are prototyping with managed APIs or writing custom scaffolding in Python, Go, or Rust, this episode provides a clear map of the shifting landscape of agent engineering.[00:00:00] Catching Up & the Summer of AI Evolution[00:01:07] What is an Agent Harness? Scaffolding the Model[00:02:03] The Shift from Rigid Frameworks to Bespoke Code[00:04:12] Best Practices of Modern Agent Harnesses[00:05:26] Autonomous Agents and 'Off the Rails' Evolution[00:09:48] Security, Sandboxing, and Environment Lockdown[00:13:04] The Core Agent Loop and Formalization[00:14:53] Exploring Modern Harnesses: Hermes, Claude Code, and Antigravity[00:17:04] Managed Agents, SDKs, and Cloud Infrastructure[00:23:56] Single-Tenant Customization vs. Multi-Tenant Scaling[00:28:08] Wrap-Up & Where to Find Sam#AIAgents #AgentHarness #ClaudeCode #Antigravity #SoftwareEngineering #LangChain #OpenClaw #HermesAgent #AIProgramming #TechPodcast #TwoVoiceDevsEpisode 276

Roll tape and prompt! In this episode of Two Voice Devs, Allen and Mark explore how Google’s new advanced prompting guidelines turn developers into voice directors for Gemini Text-to-Speech. Instead of coding rigid SSML tags, you can now establish a scene, write stage directions, and give "director's notes" to shape a base voice's gender, accent, style, and pacing.Allen showcases a web app where he directs a single base voice—to play two entirely different characters: a rough Brooklyn cab driver and a classic Southern belle. The hosts discuss using natural language audio tags as cues for laughter, sighs, gasps, and more, and how these theatrical controls are coming alive in real-time with Gemini Live and Gemini 3.1 Flash TTS.Learn more:* https://ai.google.dev/gemini-api/docs/speech-generation[00:00:05] Welcome to Two Voice Devs[00:00:27] Intro to Gemini Text-to-Speech and Advanced Prompting[00:01:57] Moving Beyond SSML to Flexible Base Voices[00:03:07] Prompting Genders and Accents (The Storytelling Analogy)[00:04:40] Web App Demo: Zephyr as a Brooklyn Cab Driver vs. Southern Belle[00:06:50] Building Multi-Voice Conversations with Stage Directions[00:08:41] Using Natural Language Audio Tags for Expressive Cues[00:11:02] Gemini Live Integration and Dynamic Tone Selection[00:12:27] Model Details: Gemini 3.1 Flash TTS Preview and Release Info[00:13:53] Wrap-up and Call for FeedbackHashtags:#GeminiTTS #TextToSpeech #GenerativeAI #GoogleDeepMind #GeminiLive #GeminiFlash #AIStudio #DeveloperTools #SpeechSynthesis #VoiceFirst #AdvancedPromptingEpisode 275

After months of conferences and busy schedules, Mark Tucker and Allen Firstenberg return to discuss Microsoft’s surprising Build conference announcement: Project Solara. Moving from the legacy voice-first consumer world of Amazon Alexa and Google Assistant, Microsoft is pioneering a secure, business-focused "Agent-first" platform.In this episode, we unpack Microsoft's two new concept devices, a desktop smart display and a wearable camera-equipped badge, and explore the Android Open Source Project (AOSP)-based platform behind them: the Microsoft Device Ecosystem Platform (MDEP). We discuss how Project Solara integrates enterprise security standards like Intune, Windows Hello for Business, and Entra ID to allow agents to act on behalf of authenticated users. We also dive into the future-proof promise of "Just In Time UI" (Generative UI) which dynamically adapts interfaces to any form factor, and explore how these agentic tools could liberate deskless workers from being "slaves to a slab of glass."More Info:* https://commandline.microsoft.com/project-solara-build-2026/Timestamps:[00:00:00] Intro & Catching Up[00:00:49] Transitioning from Voice-First (Alexa/Assistant) to Agent-First[00:01:35] Designing for Echo Show and Google Assistant vs. GenAI[00:02:37] Project Solara: Custom Agentic Devices for Business[00:03:09] Google Glass & the Early Spark for Enterprise Use Cases[00:04:30] Smart Displays and Wearable Badge Concept Hardware[00:05:12] Built on Android (AOSP) vs. Google's Android XR[00:05:46] Security: Microsoft MDEP, Intune, and Alexa for Business[00:07:10] Bring Your Own Agent (BYOA) on Azure[00:08:41] Just-In-Time UI & Generative UI[00:12:09] Developer Availability and Future Outlook[00:13:26] Rethinking Computers: Lessons from Google Glass & Assistant[00:14:32] Wrap Up and Future Form Factors (Watches, Rings, Glasses)#ProjectSolara #MicrosoftBuild #AgentFirst #VoiceFirst #MDEP #GenerativeUI #GenUI #AOSP #BYOA #EnterpriseTech #TwoVoiceDevsEpisode 274

Allen and Mike record live from Google I/O in the Builders podcast space. They discuss their impressions of this year's conference, the evolution of I/O over the years, and the big announcements from the keynote. Key topics include Gemini's "any output from any input" vision, how the new NanoBanana and Omni models are different than Imagen and Veo, the state of Android XR development, and the introduction of App Functions (Android MCP) for better AI agent integration. They also share their thoughts on the new Gemini app UI and what they hope to see in the world of wearables by next year.More info:* Android XR Developer Program: https://developer.android.com/develop/xr/catalyst[00:00:11] Live from Google I/O Builders Podcast Space[00:00:37] Reflections on I/O over the years[00:02:01] Gemini's "Any Input to Any Output" Vision[00:02:54] What's the big deal with NanoBanana and Omni?[00:03:41] Android XR and the future of intelligent eyewear[00:06:02] New Android developer tools and AI coding agents[00:08:29] App Functions and Android MCP[00:13:08] Spark, Halo, and AI agents on Android[00:15:07] The new Gemini app UI and design feedback[00:17:26] Looking ahead: Hopes for I/O 2027 and wearables#GoogleIO #GeminiAI #AndroidXR #AndroidMCP #AppFunctions #GoogleGlass #TwoVoiceDevs #AIAgents #AndroidDev #Wearables #AppFunctions #NanoBanana #GeminiOmni

Allen and Noble are live from Google I/O! This episode breaks down the biggest keynote news: agentic coding in Search, the power of Generative UI, and the future of "intelligent eyewear." They share what these changes mean for the venerable Google Search, what works (and what doesn't) with the new Google Glass, and how Android XR fits into the picture. From wearable AI to interactive search, find out what's here and what's coming this fall.More info:* Agentic Coding in Search: https://blog.google/products-and-platforms/products/search/search-io-2026/#agentic-coding* Android XR Developer Program: https://developer.android.com/develop/xr/catalyst[00:00:00] Introduction from Google I/O[00:01:32] Agentic Coding in Google Search[00:04:00] Generative UI: Beyond the Chatbot[00:08:19] The Three Pillars: Models, Coding, and Agents[00:11:00] Intelligent Eyewear and the Return of Glass[00:13:09] Hands-on with the AI Sandbox[00:15:44] The Human Impact of Real-Time Translation[00:16:47] Android XR and the Developer Experience[00:18:36] Developer Opportunities and Early Access#GoogleIO #IO26 #AndroidXR #GeminiAI #GenerativeUI #GoogleGlass #IntelligentEyewear #GoogleSearch #AgenticAI #TechPodcast #TwoVoiceDevs #AI #IOCreatorStudio #GoogleForDevelopersEpisode 272

Allen and Alice are on the ground at Google Cloud Next, breaking down the biggest shifts in the AI landscape. This episode explores the transition from focusing on models to building agents with the launch of the Gemini Enterprise Agent Platform. They discuss the new TPU v8 hardware, the power of the Model Context Protocol (MCP) for Workspace integration, and how tools like Workspace Studio are making agent development accessible to everyone. Plus, a look at the incredible AI-powered Wizard of Oz experience at the Sphere!Timestamps:[00:00:12] Live from Day Two of Google Cloud Next[00:01:13] New Hardware: TPU v8 for Training and Inference[00:02:53] Gemini's Current State and Future Models[00:04:27] Vertex AI Rebrands as Gemini Enterprise Agent Platform[00:06:14] Building Reliable Agents: Identity, Registry, and Observability[00:07:18] Powering Agents with Model Context Protocol (MCP)[00:11:06] Workspace Studio: Automation for Everyone[00:15:00] Immersive Experiences at the Sphere[00:17:12] Final Thoughts and Where to FollowHashtags:#GoogleCloudNext #Gemini #AIAgents #VertexAI #TPU #MCP #WorkspaceStudio#TwoVoiceDevs #GenAI #QueenOfSpreadsheets