[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-build-stateful-gemini-agents-with-interactions-liv-summary":3,"summaries-facets-categories":503,"summary-related-build-stateful-gemini-agents-with-interactions-liv-summary":4909},{"id":4,"title":5,"ai":6,"body":13,"categories":456,"created_at":457,"date_modified":457,"description":108,"extension":458,"faq":457,"featured":459,"kicker_label":457,"meta":460,"navigation":124,"path":486,"published_at":487,"question":457,"scraped_at":488,"seo":489,"sitemap":490,"source_id":491,"source_name":492,"source_type":493,"source_url":494,"stem":495,"tags":496,"thumbnail_url":457,"tldr":500,"tweet":457,"unknown_tags":501,"__hash__":502},"summaries\u002Fsummaries\u002Fbuild-stateful-gemini-agents-with-interactions-liv-summary.md","Build Stateful Gemini Agents with Interactions & Live APIs",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8833,3496,23681,0.0034921,{"type":14,"value":15,"toc":450},"minimark",[16,21,34,40,77,80,102,257,260,264,279,282,285,291,295,302,307,340,343,348,378,381,384,389,407,411,446],[17,18,20],"h2",{"id":19},"skip-client-side-history-leverage-server-side-state-in-interactions-api","Skip Client-Side History: Leverage Server-Side State in Interactions API",[22,23,24,25,29,30,33],"p",{},"Gemini Interactions API replaces the older generateContent with a unified interface for models and agents, mirroring OpenAI's chat completions but with built-in server-side state. Start by creating an interaction ID via ",[26,27,28],"code",{},"interactions.create","—pass model (e.g., gemini-2.0-flash), tools, and input. Responses include ",[26,31,32],{},"previousInteractionId"," for follow-ups; just send new user input referencing it. This eliminates appending full chat history client-side, boosting cache hit rates 2-3x (input tokens 90% cheaper on cache hits) since the server preserves exact context without your modifications breaking encodings.",[22,35,36],{},[37,38,39],"strong",{},"Core loop for tool-using agents:",[41,42,43,58,64,74],"ol",{},[44,45,46,47,50,51,50,54,57],"li",{},"Define tools as JSON schemas (e.g., ",[26,48,49],{},"read_file(path)",", ",[26,52,53],{},"write_file(path, content)",[26,55,56],{},"run_bash(command)",").",[44,59,60,61,63],{},"Send initial ",[26,62,28],{}," with tools; stream response via SSE.",[44,65,66,67,70,71,73],{},"Check ",[26,68,69],{},"requiresAction",": if true, extract function_call from output.parts, execute locally (e.g., read file returns content string), append tool response as new input with ",[26,72,32],{},".",[44,75,76],{},"Repeat until no more actions—model generates final text.",[22,78,79],{},"Trade-off: Server state simplifies loops but limits custom context engineering (e.g., no easy token trimming). Fallback to full input arrays if needed. Supports chaining: run Deep Research agent, then switch to gemini-2.0-flash-exp for image gen on results.",[22,81,82,85,86,89,90,93,94,97,98,101],{},[37,83,84],{},"Hands-on coding agent example (Python):"," Use ",[26,87,88],{},"google-genai"," SDK. Constructor initializes ",[26,91,92],{},"genai.Client(api_key=...)"," and ",[26,95,96],{},"model='gemini-2.0-flash'",". ",[26,99,100],{},"run()"," method handles the loop:",[103,104,109],"pre",{"className":105,"code":106,"language":107,"meta":108,"style":108},"language-python shiki shiki-themes github-light github-dark","import google.genai as genai\n\nclass CodingAgent:\n    def __init__(self, api_key, model='gemini-2.0-flash'):\n        self.client = genai.Client(api_key=api_key)\n        self.model = model\n        self.tools = [  # Define read_file, write_file, run_bash schemas\n            {'function_declarations': [{'name': 'read_file', 'description': '...', 'parameters': {'type': 'object', 'properties': {'path': {'type': 'string'}}}}]},\n            # ... bash, write_file\n        ]\n\n    def run(self, prompt):\n        interaction = self.client.interactions.create(model=self.model, contents=[{'role': 'user', 'text': prompt}], tools=self.tools)\n        while interaction.state == 'requires_action':\n            for part in interaction.output.parts:\n                if part.function_call:\n                    result = self.execute_tool(part.function_call)  # Your impl: os.read, subprocess.run, etc.\n                    interaction = self.client.interactions.create(\n                        model=self.model,\n                        previous_interaction_id=interaction.name,\n                        contents=[{'role': 'model', 'function_response': {'name': part.function_call.name, 'response': {'content': result}}},\n                                  {'role': 'user', 'text': ''}]  # Empty user to continue\n                    )\n        return interaction.output.text\n","python","",[26,110,111,119,126,132,138,144,150,156,162,168,174,179,185,191,197,203,209,215,221,227,233,239,245,251],{"__ignoreMap":108},[112,113,116],"span",{"class":114,"line":115},"line",1,[112,117,118],{},"import google.genai as genai\n",[112,120,122],{"class":114,"line":121},2,[112,123,125],{"emptyLinePlaceholder":124},true,"\n",[112,127,129],{"class":114,"line":128},3,[112,130,131],{},"class CodingAgent:\n",[112,133,135],{"class":114,"line":134},4,[112,136,137],{},"    def __init__(self, api_key, model='gemini-2.0-flash'):\n",[112,139,141],{"class":114,"line":140},5,[112,142,143],{},"        self.client = genai.Client(api_key=api_key)\n",[112,145,147],{"class":114,"line":146},6,[112,148,149],{},"        self.model = model\n",[112,151,153],{"class":114,"line":152},7,[112,154,155],{},"        self.tools = [  # Define read_file, write_file, run_bash schemas\n",[112,157,159],{"class":114,"line":158},8,[112,160,161],{},"            {'function_declarations': [{'name': 'read_file', 'description': '...', 'parameters': {'type': 'object', 'properties': {'path': {'type': 'string'}}}}]},\n",[112,163,165],{"class":114,"line":164},9,[112,166,167],{},"            # ... bash, write_file\n",[112,169,171],{"class":114,"line":170},10,[112,172,173],{},"        ]\n",[112,175,177],{"class":114,"line":176},11,[112,178,125],{"emptyLinePlaceholder":124},[112,180,182],{"class":114,"line":181},12,[112,183,184],{},"    def run(self, prompt):\n",[112,186,188],{"class":114,"line":187},13,[112,189,190],{},"        interaction = self.client.interactions.create(model=self.model, contents=[{'role': 'user', 'text': prompt}], tools=self.tools)\n",[112,192,194],{"class":114,"line":193},14,[112,195,196],{},"        while interaction.state == 'requires_action':\n",[112,198,200],{"class":114,"line":199},15,[112,201,202],{},"            for part in interaction.output.parts:\n",[112,204,206],{"class":114,"line":205},16,[112,207,208],{},"                if part.function_call:\n",[112,210,212],{"class":114,"line":211},17,[112,213,214],{},"                    result = self.execute_tool(part.function_call)  # Your impl: os.read, subprocess.run, etc.\n",[112,216,218],{"class":114,"line":217},18,[112,219,220],{},"                    interaction = self.client.interactions.create(\n",[112,222,224],{"class":114,"line":223},19,[112,225,226],{},"                        model=self.model,\n",[112,228,230],{"class":114,"line":229},20,[112,231,232],{},"                        previous_interaction_id=interaction.name,\n",[112,234,236],{"class":114,"line":235},21,[112,237,238],{},"                        contents=[{'role': 'model', 'function_response': {'name': part.function_call.name, 'response': {'content': result}}},\n",[112,240,242],{"class":114,"line":241},22,[112,243,244],{},"                                  {'role': 'user', 'text': ''}]  # Empty user to continue\n",[112,246,248],{"class":114,"line":247},23,[112,249,250],{},"                    )\n",[112,252,254],{"class":114,"line":253},24,[112,255,256],{},"        return interaction.output.text\n",[22,258,259],{},"Common mistake: Leaking API keys (e.g., GitHub pushes)—treat as secrets, use env vars. Test with free tier (no credit card). Quality check: Agent should read\u002Fwrite files, run bash reliably without hallucinations; validate tool params before execution.",[17,261,263],{"id":262},"accelerate-development-install-agent-skills-for-auto-code-gen","Accelerate Development: Install Agent Skills for Auto-Code Gen",[22,265,266,267,270,271,274,275,278],{},"Manually coding agents wastes time—use agent skills (MCP standard) to let your IDE agent (Cursor, Aider, Claude Code) build them. Run ",[26,268,269],{},"npx skills install @google\u002Fgemini-interactions-api"," (or ",[26,272,273],{},"npx @skills\u002Fsh install @google\u002Fgemini-interactions-api",") in project dir. This pulls GitHub repo ",[26,276,277],{},"google-gemini\u002Fgemini-skills",", adding docs-aware context: model lists, agents, tool combo (Google Search + custom functions).",[22,280,281],{},"Agents auto-fetch linked Markdown docs via web tools, staying current without skill updates. Prompt your IDE agent: \"Create CodingAgent class with constructor (genai client, model), run method, tools for file read\u002Fwrite\u002Fbash, using Interactions API.\" It generates the above code, aware of latest features like tool combination.",[22,283,284],{},"Test installation: Ask agent \"What skills do you have?\"—confirms Gemini Interactions skill. Works with Cursor, Aider\u002FGemini CLI, Cloud Code. Trade-off: Relies on agent's web fetch (similar latency to local file read); skills shine for non-reliable model tasks like exact API syntax.",[22,286,287,290],{},[37,288,289],{},"Before\u002Fafter:"," Manual: 30min debugging protos. With skills: 2min prompt → working agent. Prerequisite: API key from ai.google.dev (free, Gmail signup). Fits early prototyping; scale to custom skills for prefs (e.g., always test with Bun).",[17,292,294],{"id":293},"real-time-multimodal-conversations-gemini-live-api-websockets","Real-Time Multimodal Conversations: Gemini Live API WebSockets",[22,296,297,298,301],{},"For voice\u002Fvideo agents, switch to Live API: Bidirectional WebSocket at ",[26,299,300],{},"wss:\u002F\u002Flive-aio.google.dev\u002Fv1\u002F{session_id}",". Supports gemini-2.0-flash-live: \u003C500ms latency, native audio\u002Fvideo input, interleaved streaming (audio out + tool calls).",[22,303,304],{},[37,305,306],{},"Setup workflow:",[41,308,309,316,323,330,333],{},[44,310,311,312,315],{},"Generate session: POST ",[26,313,314],{},"\u002Flive\u002Fsessions"," with model.",[44,317,318,319,322],{},"Connect WebSocket, send JSON config: ",[26,320,321],{},"session_update"," with instructions\u002Fcontext\u002Ftools.",[44,324,325,326,329],{},"Stream user audio (Web Audio API → Opus encode), receive ",[26,327,328],{},"response_audio"," chunks.",[44,331,332],{},"Handle tool calls server-side, send back via WS.",[44,334,335,336,339],{},"Compress context: Use ",[26,337,338],{},"context_window_compression"," to summarize history.",[22,341,342],{},"Demo: Live Jukebox—user speaks song request, agent generates music via tools (e.g., Suno API), streams audio response. Multimodal grounding: Audio input transcribed + analyzed (speaker ID, emotion). Personalization: Load user prefs into session.",[22,344,345],{},[37,346,347],{},"Python WebSocket impl snippet:",[103,349,351],{"className":105,"code":350,"language":107,"meta":108,"style":108},"import websocket, json\nws = websocket.WebSocketApp(\"wss:\u002F\u002Flive-aio.google.dev\u002Fv1\u002F...\",\n    on_message=lambda ws, msg: handle_live_msg(json.loads(msg))  # Parse audio\u002Ftools\n)\n# Send: ws.send(json.dumps({'audio': base64_opus_data}))\n",[26,352,353,358,363,368,373],{"__ignoreMap":108},[112,354,355],{"class":114,"line":115},[112,356,357],{},"import websocket, json\n",[112,359,360],{"class":114,"line":121},[112,361,362],{},"ws = websocket.WebSocketApp(\"wss:\u002F\u002Flive-aio.google.dev\u002Fv1\u002F...\",\n",[112,364,365],{"class":114,"line":128},[112,366,367],{},"    on_message=lambda ws, msg: handle_live_msg(json.loads(msg))  # Parse audio\u002Ftools\n",[112,369,370],{"class":114,"line":134},[112,371,372],{},")\n",[112,374,375],{"class":114,"line":140},[112,376,377],{},"# Send: ws.send(json.dumps({'audio': base64_opus_data}))\n",[22,379,380],{},"Use for customer support (GetYourGuide example): Async polling\u002Fwebhooks for long tasks. Trade-off: WS connections fragile—use session management, reconnect logic. Quality: Low-latency beats turn-based; test E2E latency \u003C1s.",[22,382,383],{},"Real-world: Glasses integration (Vision Claw + Ray-Ban SDK proxies to Live API). Avoid: Long HTTP for >10s tasks—poll or webhooks.",[22,385,386],{},[37,387,388],{},"Notable Quotes:",[390,391,392,395,398,401,404],"ul",{},[44,393,394],{},"\"Using the serverside state, the server keeps the context. So the chances for your cache hit rate is much higher. And we see like two to three times better cache rates.\" — Philipp Schmid, on Interactions API benefits.",[44,396,397],{},"\"The interactions API is a new API we launched in December and beta which hopefully will succeed generate content soon. It's a unified API to use with models uh with agents.\" — Philipp Schmid, introducing the API.",[44,399,400],{},"\"We have the Gemini interactions API. And here you can either pick the the first command or the second command depending on what you want.\" — Philipp Schmid, on skill installation.",[44,402,403],{},"\"It becomes very helpful when you build agents where you have a loop and always need to append new user input.\" — Philipp Schmid, on stateful chats.",[44,405,406],{},"\"Keeping HTTP requests or connections open for I would say more than like 10 seconds is not a very good practice.\" — Philipp Schmid, on async execution.",[17,408,410],{"id":409},"key-takeaways","Key Takeaways",[390,412,413,419,428,431,434,437,440,443],{},[44,414,415,416,418],{},"Get free API key at ai.google.dev; install Interactions skill via ",[26,417,269],{}," for instant agent code gen.",[44,420,421,422,424,425,427],{},"Build tool loops with ",[26,423,28],{}," + ",[26,426,32],{},"—execute functions locally, repeat till text output.",[44,429,430],{},"Prioritize gemini-2.0-flash for coding\u002Fagentic tasks; combine built-in tools (Search) with customs.",[44,432,433],{},"For voice: Use Live API WebSockets for \u003C500ms multimodal streaming; compress context for long sessions.",[44,435,436],{},"Cache wins with server state—avoid client history munging; poll\u002Fwebhooks for async agents.",[44,438,439],{},"Test E2E: File ops, bash, audio in\u002Fout; common pit: Tool param validation.",[44,441,442],{},"Prototype fast with IDE agents; productionize with sessions, reconnection.",[44,444,445],{},"Glasses\u002FAR ready: Proxy phone audio to Live API for wearable agents.",[447,448,449],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":108,"searchDepth":121,"depth":121,"links":451},[452,453,454,455],{"id":19,"depth":121,"text":20},{"id":262,"depth":121,"text":263},{"id":293,"depth":121,"text":294},{"id":409,"depth":121,"text":410},[],null,"md",false,{"content_references":461,"triage":483},[462,467,470,473,477,480],{"type":463,"title":464,"url":465,"context":466},"tool","Gemini API","https:\u002F\u002Fai.google.dev","recommended",{"type":463,"title":468,"url":469,"context":466},"Google AI Studio","https:\u002F\u002Faistudio.google.com",{"type":463,"title":471,"url":472,"context":466},"Gemini Interactions API Skill","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-skills",{"type":474,"title":475,"context":476},"other","Vision Claw","mentioned",{"type":474,"title":478,"url":479,"context":476},"Philipp Schmid X Profile","https:\u002F\u002Fx.com\u002F_philschmid",{"type":474,"title":481,"url":482,"context":476},"Thor Schaeff X Profile","https:\u002F\u002Fx.com\u002Fthorwebdev",{"relevance":140,"novelty":134,"quality":134,"actionability":140,"composite":484,"reasoning":485},4.55,"Category: AI & LLMs. The article provides a detailed guide on implementing stateful agents using the Gemini Interactions API, addressing practical applications for developers looking to integrate AI features into their products. It includes specific coding examples and a clear workflow, making it immediately actionable for the target audience.","\u002Fsummaries\u002Fbuild-stateful-gemini-agents-with-interactions-liv-summary","2026-04-30 16:00:06","2026-05-03 16:42:48",{"title":5,"description":108},{"loc":486},"44b3d879da330863","AI Engineer","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=cVzf49yg0D8","summaries\u002Fbuild-stateful-gemini-agents-with-interactions-liv-summary",[497,498,499],"agents","llm","ai-tools","Implement production coding agents using Gemini Interactions API for server-side state and tool loops, then add real-time voice\u002Fmultimodal with Live API WebSockets—no client-side history management 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Parallel tool calls add transparency with audible updates like \"checking your calendar,\" while 128K context (up from 32K) and 32K max output tokens sustain long sessions. Domain-specific retention improves for terminology, proper nouns, and healthcare vocab, with controllable tone (calm, empathetic, upbeat). Inputs handle text, audio, and images, making it ideal for production agents in support, robotics, or hands-free control.",[17,4928,4930],{"id":4929},"benchmark-dominance-validates-production-readiness","Benchmark Dominance Validates Production Readiness",[22,4932,4933],{},"Independent evals confirm leadership: GPT-Realtime-2 scores 96.6% on Big Bench Audio speech-to-speech (15.2% bump over realtime-1.5's 81.4%, nearing saturation), 96.1% on Conversational Dynamics for pause\u002Fturn-taking, and tops Scale AI's Audio MultiChallenge S2S with instruction retention jumping from 36.7% to 70.8% APR. Enterprise tests show 42.9% helpfulness gain (Glean) and 26% effective conversation rate uplift (Genspark), with fewer drops. Pricing holds steady at $1.15\u002Fhour input and $4.61\u002Fhour output, prioritizing usability over voice quality alone.",[17,4935,4937],{"id":4936},"companion-models-and-integrations-accelerate-use-cases","Companion Models and Integrations Accelerate Use Cases",[22,4939,4940],{},"GPT-Realtime-Translate enables live dubbing from 70+ input to 13 output languages (e.g., Vimeo's no-prep captions), while GPT-Realtime-Whisper streams low-latency transcription for captions\u002Fnotes. Demos span Genspark's call agents, voice-controlled dashboards (intent like \"Focus on Apple\"), game agents with subagents, and robotics queries. OpenAI's prompting guide stresses state management, entity capture, unclear audio recovery, and tool UX—design voice apps as stateful systems with latency budgets, not stateless endpoints. ChatGPT voice upgrades pending, but API availability empowers devs now for translation, meetings, and browser control.",{"title":108,"searchDepth":121,"depth":121,"links":4942},[4943,4944,4945],{"id":4922,"depth":121,"text":4923},{"id":4929,"depth":121,"text":4930},{"id":4936,"depth":121,"text":4937},[511],{"content_references":4948,"triage":4962},[4949,4954,4956,4959],{"type":474,"title":4950,"author":4951,"url":4952,"context":4953},"Advancing voice intelligence with new models in the API","OpenAI","https:\u002F\u002Fopenai.com\u002Findex\u002Fadvancing-voice-intelligence-with-new-models-in-the-api\u002F","cited",{"type":463,"title":4955,"author":4951,"context":476},"Realtime API",{"type":463,"title":4957,"author":4958,"context":476},"hello-realtime","Justin Uberti",{"type":474,"title":4960,"author":4961,"context":466},"Voice prompting guide","OpenAI Devs",{"relevance":134,"novelty":128,"quality":134,"actionability":128,"composite":4963,"reasoning":4964},3.6,"Category: AI & LLMs. The article discusses the capabilities of GPT-Realtime-2, which directly relates to AI-powered product development, particularly in voice agents. It provides insights into performance benchmarks and features that can help developers understand how to implement this technology in production, though it lacks detailed actionable steps for integration.","\u002Fsummaries\u002Fgpt-realtime-2-brings-gpt-5-reasoning-to-voice-age-summary","2026-05-08 11:28:26",{"title":4912,"description":108},{"loc":4965},"dbcffd988a758cea","Latent Space (Swyx + Alessio)","https:\u002F\u002Fwww.latent.space\u002Fp\u002Fainews-gpt-realtime-2-translate-and","summaries\u002Fgpt-realtime-2-brings-gpt-5-reasoning-to-voice-age-summary",[498,497,499],"OpenAI's GPT-Realtime-2 delivers 128K context, parallel tool calls, adjustable reasoning (minimal to xhigh), and tops benchmarks at 96.6% Big Bench Audio, enabling responsive voice agents that handle interruptions and long sessions.",[],"ZjiGfYp2nppyu7F2FeIK4K3pif1hwL9uohLaoi-oUjc",{"id":4978,"title":4979,"ai":4980,"body":4985,"categories":5028,"created_at":457,"date_modified":457,"description":108,"extension":458,"faq":457,"featured":459,"kicker_label":457,"meta":5029,"navigation":124,"path":5035,"published_at":5036,"question":457,"scraped_at":5037,"seo":5038,"sitemap":5039,"source_id":5040,"source_name":5041,"source_type":493,"source_url":5042,"stem":5043,"tags":5044,"thumbnail_url":457,"tldr":5045,"tweet":457,"unknown_tags":5046,"__hash__":5047},"summaries\u002Fsummaries\u002Fopenai-realtime-api-ga-128k-voice-agents-translate-summary.md","OpenAI Realtime API GA: 128K Voice Agents + Translate\u002FSTT",{"provider":7,"model":8,"input_tokens":4981,"output_tokens":4982,"processing_time_ms":4983,"cost_usd":4984},7999,1563,32771,0.0023588,{"type":14,"value":4986,"toc":5023},[4987,4991,4994,4997,5000,5004,5007,5010,5014],[17,4988,4990],{"id":4989},"gpt-realtime-2-enables-natural-multi-step-voice-agents","GPT-Realtime-2 Enables Natural Multi-Step Voice Agents",[22,4992,4993],{},"Use GPT-Realtime-2 for voice agents that reason like GPT-5, process 128K token context (4x prior 32K), handle interruptions, and maintain long conversations without stalling. Enable preamble phrases like \"let me check that\" to fill silence during tool calls or multi-step tasks—users hear narration instead of dead air, fixing common production failure modes.",[22,4995,4996],{},"Tune reasoning across five levels (minimal, low, medium, high, xhigh; default low for low latency) to balance speed and depth: quick lookups stay fast, complex bookings get full compute. Adjust tone dynamically—calm for troubleshooting, empathetic for frustration, upbeat post-resolution. It grasps industry terms like healthcare vocab.",[22,4998,4999],{},"Benchmarks prove gains: high reasoning hits 96.6% on Big Bench Audio (vs 81.4% GPT-Realtime-1.5, +15.2 points) for audio reasoning; xhigh scores 48.5% on Audio MultiChallenge (vs 34.7%) for multi-turn dialogue, instruction following, and corrections. Pricing: $32\u002F1M input tokens ($0.40 cached), $64\u002F1M output.",[17,5001,5003],{"id":5002},"dedicated-pipes-for-translation-and-streaming-transcription","Dedicated Pipes for Translation and Streaming Transcription",[22,5005,5006],{},"Pipe speech through GPT-Realtime-Translate for live translation from 70+ input languages to 13 outputs at speaker pace—ideal for bilingual support or events, but lacks agent reasoning (use GPT-Realtime-2 for that). Costs $0.034\u002Fmin.",[22,5008,5009],{},"Stream transcripts in real-time with GPT-Realtime-Whisper: tune latency for partial text (low delay) or higher quality (more delay), beating batch Whisper for live captions, meeting notes, or continuous agent input. At $0.017\u002Fmin, it makes voice apps feel responsive.",[17,5011,5013],{"id":5012},"production-setup-session-types-and-controls","Production Setup: Session Types and Controls",[22,5015,5016,5017,73],{},"Select voice-agent (reasoning responses), translation (language pipe), or transcription (STT only) sessions. New voices Cedar\u002FMarin available. API now generally available—test in Playground, deploy without beta risks. Full details: ",[5018,5019,5022],"a",{"href":4952,"rel":5020},[5021],"nofollow","OpenAI announcement",{"title":108,"searchDepth":121,"depth":121,"links":5024},[5025,5026,5027],{"id":4989,"depth":121,"text":4990},{"id":5002,"depth":121,"text":5003},{"id":5012,"depth":121,"text":5013},[511],{"content_references":5030,"triage":5032},[5031],{"type":474,"title":4950,"url":4952,"context":4953},{"relevance":140,"novelty":134,"quality":134,"actionability":134,"composite":5033,"reasoning":5034},4.35,"Category: AI & LLMs. The article provides detailed insights into the new capabilities of OpenAI's Realtime API, specifically focusing on practical applications for building voice agents, which directly addresses the needs of developers looking to integrate AI into their products. It includes specific features and pricing, making it actionable for product builders.","\u002Fsummaries\u002Fopenai-realtime-api-ga-128k-voice-agents-translate-summary","2026-05-08 07:05:36","2026-05-08 11:28:21",{"title":4979,"description":108},{"loc":5035},"3b7178280cb39516","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F08\u002Fopenai-releases-three-realtime-audio-models-gpt-realtime-2-gpt-realtime-translate-and-gpt-realtime-whisper-in-the-realtime-api\u002F","summaries\u002Fopenai-realtime-api-ga-128k-voice-agents-translate-summary",[498,499,497],"Build production voice apps now with GA Realtime API: GPT-Realtime-2 handles multi-step reasoning (128K context, 5 effort levels, 96.6% Big Bench Audio), GPT-Realtime-Translate for 70+ languages ($0.034\u002Fmin), GPT-Realtime-Whisper for streaming STT ($0.017\u002Fmin).",[],"7dM1M_tZ7uHw6r_GTo2QIgJsI-PNG8SY3TKehp0cmXw",{"id":5049,"title":5050,"ai":5051,"body":5056,"categories":5089,"created_at":457,"date_modified":457,"description":108,"extension":458,"faq":457,"featured":459,"kicker_label":457,"meta":5090,"navigation":124,"path":5106,"published_at":5107,"question":457,"scraped_at":5108,"seo":5109,"sitemap":5110,"source_id":5111,"source_name":5096,"source_type":493,"source_url":5112,"stem":5113,"tags":5114,"thumbnail_url":457,"tldr":5115,"tweet":5116,"unknown_tags":5117,"__hash__":5118},"summaries\u002Fsummaries\u002Fanthropic-s-compute-deal-and-agents-challenge-open-summary.md","Anthropic's Compute Deal and Agents Challenge OpenAI",{"provider":7,"model":8,"input_tokens":5052,"output_tokens":5053,"processing_time_ms":5054,"cost_usd":5055},5512,1671,30445,0.00191525,{"type":14,"value":5057,"toc":5084},[5058,5062,5070,5074,5077,5081],[17,5059,5061],{"id":5060},"compute-boost-ends-claudes-supply-crunch","Compute Boost Ends Claude's Supply Crunch",[22,5063,5064,5065,5069],{},"Anthropic addressed chronic compute shortages—previously forcing restrictions like banning cloud subscriptions—by securing ",[5066,5067,5068],"em",{},"all"," compute from xAI and SpaceX's Colossus cluster. This enables scaling to meet surging demand from the Claude code movement. Users immediately gain 2x usage limits with looser rate windows, preventing frustrations like hitting caps mid-session. Result: Reliable access for heavy users, putting Anthropic back in the race with OpenAI on raw capacity.",[17,5071,5073],{"id":5072},"managed-agents-enable-reliable-scalable-team-workflows","Managed Agents Enable Reliable, Scalable Team Workflows",[22,5075,5076],{},"New features for Claude Managed Agents include persistent memory, agent orchestration (one agent spins up teams of others), and outcome-based execution (agent runs async until task completes, then reports back). Build cloud-hosted, long-running agents for teams handling high request volumes—reliable infrastructure that 'just works' without self-managing servers. Unlike local setups (e.g., Mac Mini, prone to downtime), these scale for production. OpenAI offers only an SDK, no cloud equivalent yet. Anthropic leads in orchestration paradigms like dispatch (e.g., 'start five Claude codes') and multi-agent teams, thanks to experts like Daisy. Trade-off: Early stage, needs user feedback to refine, but primitives solve hard infra pains.",[17,5078,5080],{"id":5079},"battle-lines-coding-os-vs-team-agent-platforms","Battle Lines: Coding OS vs. Team Agent Platforms",[22,5082,5083],{},"Two fronts emerge for AI work: (1) Personal coding OS—Claude Code or Co-work on your machine, initially overlooked but now dominant. (2) Async, team-scale agents via Managed Agents (like OpenAI's but for real work). Sneaky importance: Infrastructure reliability turns 90% solutions into always-on value. Anthropic's edge in agent thinking positions them ahead; expect competitors to follow. No Mythos-level bombshell, but these moves clarify competitive moats over hype.",{"title":108,"searchDepth":121,"depth":121,"links":5085},[5086,5087,5088],{"id":5060,"depth":121,"text":5061},{"id":5072,"depth":121,"text":5073},{"id":5079,"depth":121,"text":5080},[511],{"content_references":5091,"triage":5103},[5092,5095,5098,5100],{"type":5093,"title":5094,"context":476},"event","Code with Claude",{"type":463,"title":5096,"url":5097,"context":476},"Every","https:\u002F\u002Fevery.to\u002Fsubscribe",{"type":5093,"title":5099,"context":476},"Microsoft Build",{"type":474,"title":5101,"author":5102,"context":476},"Colossus Cluster","xAI and SpaceX",{"relevance":128,"novelty":128,"quality":134,"actionability":121,"composite":5104,"reasoning":5105},3.05,"Category: AI & LLMs. The article discusses Anthropic's advancements in AI compute and agent capabilities, which are relevant to AI product builders. However, it lacks actionable insights or specific frameworks that the audience could implement in their own projects.","\u002Fsummaries\u002Fanthropic-s-compute-deal-and-agents-challenge-open-summary","2026-05-07 20:57:40","2026-05-08 11:09:55",{"title":5050,"description":108},{"loc":5106},"2f1af36ee0c473b2","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=4YNHb0XNV1A","summaries\u002Fanthropic-s-compute-deal-and-agents-challenge-open-summary",[497,498,499],"Anthropic secures all xAI\u002FSpaceX Colossus compute to end constraints, doubles Claude usage limits, launches enhanced Managed Agents—positioning Claude Code\u002FCo-work as coding OS and cloud agents as scalable team infra vs. OpenAI.","Casual on-the-ground chat from Anthropic's developer conference: two hosts recap announcements like the xAI compute deal, doubled usage limits, and new Claude Managed Agents features, speculate on OpenAI rivalry, and review the salmon bowl.",[],"WuzIM8wkniJvnYH2ESXsCkerK07JA_vuLPP13Ok1OeM",{"id":5120,"title":5121,"ai":5122,"body":5127,"categories":5163,"created_at":457,"date_modified":457,"description":108,"extension":458,"faq":457,"featured":459,"kicker_label":457,"meta":5164,"navigation":124,"path":5182,"published_at":5183,"question":457,"scraped_at":5184,"seo":5185,"sitemap":5186,"source_id":5187,"source_name":5188,"source_type":493,"source_url":5189,"stem":5190,"tags":5191,"thumbnail_url":457,"tldr":5192,"tweet":457,"unknown_tags":5193,"__hash__":5194},"summaries\u002Fsummaries\u002Fopenai-s-realtime-voice-models-enable-gpt-5-reason-summary.md","OpenAI's Realtime Voice Models Enable GPT-5 Reasoning Live",{"provider":7,"model":8,"input_tokens":5123,"output_tokens":5124,"processing_time_ms":5125,"cost_usd":5126},4797,2141,30510,0.0020074,{"type":14,"value":5128,"toc":5157},[5129,5133,5136,5140,5143,5147,5150,5154],[17,5130,5132],{"id":5131},"build-voice-agents-with-gpt-5-reasoning-at-low-latency","Build Voice Agents with GPT-5 Reasoning at Low Latency",[22,5134,5135],{},"OpenAI's GPT-Realtime-2 handles complex live voice tasks—tracking context, tool calls, interruptions—while matching GPT-5 reasoning. Expand context from 32k to 128k tokens for longer dialogues. Use parallel tool calls with audible feedback like 'let me check that' or preambles ('one moment') to buy thinking time without silence. Adjust reasoning via five levels (minimal to xhigh; default low for speed), enabling calm tones for problem-solving or empathy for frustrated users. It excels on specialized terms (medical, proper names). Benchmarks show gains: 96.6% accuracy on Big Bench Audio at high (vs 81.4% prior), 48.5% pass rate on Audio MultiChallenge at xhigh (vs 34.7%). Beats GPT-Realtime-1.5 overall for reliable production agents.",[17,5137,5139],{"id":5138},"three-patterns-for-voice-driven-products","Three Patterns for Voice-Driven Products",[22,5141,5142],{},"Combine models into patterns for real-world apps. Voice-to-Action: Speak requests; AI reasons, tools, executes (e.g., bookings). Systems-to-Voice: Apps speak contextual guidance (e.g., travel app reroutes post-delay, confirms luggage). Voice-to-Voice: Cross-language talks (Deutsche Telekom tests for support). These roll out soon to ChatGPT audio, positioning voice as primary UI for customer support, sales, education.",[17,5144,5146],{"id":5145},"add-translation-and-transcription-for-workflows","Add Translation and Transcription for Workflows",[22,5148,5149],{},"GPT-Realtime-Translate covers 70+ input\u002F13 output languages, preserving meaning amid accents or switches—ideal for global support\u002Fevents. GPT-Realtime-Whisper streams low-latency captions for meetings\u002Fclassrooms, generating live notes\u002Fsummaries to speed healthcare\u002Frecruiting follow-ups. All live now in Realtime API (EU residency supported) and Playground; test combinations for hybrid agents.",[17,5151,5153],{"id":5152},"tokenminute-pricing-for-scalable-deployment","Token\u002FMinute Pricing for Scalable Deployment",[22,5155,5156],{},"GPT-Realtime-2: $32\u002FM audio input tokens ($0.40 cached), $64\u002FM output. Translate: $0.034\u002Fmin. Whisper: $0.017\u002Fmin. Enterprise privacy applies; low costs suit high-volume voice products over text-only.",{"title":108,"searchDepth":121,"depth":121,"links":5158},[5159,5160,5161,5162],{"id":5131,"depth":121,"text":5132},{"id":5138,"depth":121,"text":5139},{"id":5145,"depth":121,"text":5146},{"id":5152,"depth":121,"text":5153},[511],{"content_references":5165,"triage":5179},[5166,5168,5171,5174,5176],{"type":474,"title":5167,"url":4952,"context":4953},"Advancing Voice Intelligence with New Models in the API",{"type":474,"title":5169,"url":5170,"context":4953},"Big Bench Audio","https:\u002F\u002Fartificialanalysis.ai\u002Fmethodology\u002Fspeech-to-speech-benchmarking",{"type":474,"title":5172,"url":5173,"context":4953},"Audio MultiChallenge","https:\u002F\u002Flabs.scale.com\u002Fleaderboard\u002Faudiomc-audio",{"type":463,"title":4955,"url":5175,"context":476},"https:\u002F\u002Fopenai.com\u002Fapi\u002F",{"type":463,"title":5177,"url":5178,"context":476},"Audio Playground","https:\u002F\u002Fplatform.openai.com\u002Faudio\u002Frealtime",{"relevance":134,"novelty":128,"quality":134,"actionability":134,"composite":5180,"reasoning":5181},3.8,"Category: AI & LLMs. The article discusses OpenAI's new voice models that enhance AI reasoning in real-time conversations, addressing the audience's need for practical applications of AI in product development. It provides specific use cases and pricing details that can help builders implement these technologies effectively.","\u002Fsummaries\u002Fopenai-s-realtime-voice-models-enable-gpt-5-reason-summary","2026-05-07 18:44:08","2026-05-08 11:28:13",{"title":5121,"description":108},{"loc":5182},"c58082c45bece234","The Decoder","https:\u002F\u002Fthe-decoder.com\u002Fopenais-new-voice-model-brings-gpt-5-level-reasoning-to-real-time-conversations\u002F","summaries\u002Fopenai-s-realtime-voice-models-enable-gpt-5-reason-summary",[498,499,497],"GPT-Realtime-2 matches GPT-5 reasoning in voice convos via 128k context, tool calls, and adjustable compute levels; pair with translation (70+ langs) and transcription for agents.",[],"Q3cljg0PzvBI4z7Nk70c7mbZZFdYyOkNlh4iYFkTvc8"]