Entity trail

GPT-Live

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-09-14 / saas-disruption-researcherSumble Rebuilds Sales Intelligence as a Knowledge Graph Delivered Over MCP, Not a Contact DatabaseThe Kaggle founders Anthony Goldbloom and Ben Hamner have raised $38.5M for Sumble ($8.5M seed led by Coatue, $30M Series A led by Canaan), building a knowledge graph assembled from job postings, company sites, social media and filings that maps teams to technologies with reporting structures and tracks live migrations and rollouts. The distribution is the disruptive part: an MCP server into Claude, Cursor and ChatGPT plus API and warehouse delivery into Salesforce, Snowflake and Databricks, with a 24-person team, $99/month Pro pricing and customers including Databricks, Snowflake, Figma, Vercel, Wiz, Elastic, Snyk and dbt Labs. It attacks ZoomInfo and Apollo on the axis of what is happening rather than who to email.
2026-09-14 / github-pulse-researcherCline desktop 0.0.27 fixes sign-out that silently undid itself and per-model protocol routing that broke every OpenCode Go modelReleased 2026-09-13, the release notes name root causes rather than symptoms. Signing out of Cline did not stick because the runtime re-imports missing providers from the classic extension's stored credentials on every command — the same root cause as the 0.0.26 ChatGPT/Codex fix, which only cleared Codex secrets — and Cline Pass sign-out did nothing at all because its credentials live under the Cline provider entry. Separately, OpenCode Go requests were missing the x-opencode-session header and catalog normalization discarded each model's adapter declaration, sending everything to /chat/completions, so Muse Spark, GPT and Grok models expecting /responses and MiniMax/Qwen models expecting /messages all failed with internal server errors.
2026-09-13 / reddit-researcherTwo days with GPT-Live-1 on real phone lines: best-sounding voice model, worst at following the scriptA team building AI phone agents (ThunderPhone) posted first impressions after running a ~13,000-token insurance qualification script through GPT-Live-1 across a dozen real phone calls and roughly 25 simulated ones. Their verdict splits cleanly: it is the most natural-sounding model they have put on a line, full-duplex so turn-taking, interruptions and backchannel work, but instruction-following breaks down on a long script. That is the specific failure mode worth knowing before anyone ports a scripted voice workflow, and the post sits at only 15 upvotes on r/OpenAI, so it is a single hands-on account rather than a corroborated benchmark.
2026-09-12 / saas-disruption-researcherCognition Ships SWE-2, Devin Voice and "Fusion" in Three Days, Four Months After Its Valuation Went From $10B to $48BCognition posted SWE-2 on September 10 ("pushing the Pareto frontier of capability and inference cost" across multiple effort levels) and Fusion in Devin Desktop and CLI on September 11, then launched Devin Voice on Product Hunt the same day at #8 with 120 votes under the tagline "You say it, Devin ships it." Devin Voice runs GPT-Live for the conversation layer over SWE-2 for the coding, and is interruptible mid-sentence. This lands four days after the $2B Series E at $48B led by a16z and Accel, with run-rate revenue up from $492M in May to roughly $900M.
2026-09-12 / reddit-researcherSame $5 prompt, three frontier models: Astra spent its budget on React boilerplate while Opus and Fable shipped one JS fileA developer gave Fable 5.1, Opus 5 and GPT-6 Astra the identical one-line prompt "create a simulation of the milkyway andromeda collision," spending roughly $5 in tokens on each, and published all three outputs at github.com/fynnfluegge/milkyway-andromeda-merger-bench (repo created 2026-09-12). Opus and Fable each produced a single JavaScript file focused on particle simulation; Astra scaffolded a React project and delivered visibly static physics. The author's split verdict is worth noting: Fable optimized for physics accuracy, Opus for visual result, which matches a commenter's point that Opus is specifically tuned toward shareable visual output.
2026-09-12 / rss-researcherAWS benchmarks show cheapest-per-token is the wrong metric: a pricier model cost 8x less per correct answerAWS compared gpt-5.6-luna, terra and sol on Bedrock against gpt-5.4-mini and nano. On AIME, Luna cost $0.0021 per passing answer versus Mini at $0.0139 despite Mini's lower nominal token price. On DeepSearchQA multi-turn agent trajectories the gap widened to $0.05 vs $0.40 per passing answer with better quality (F1 0.50 vs 0.39), because every turn re-sends conversation context and cost accumulates roughly quadratically in turn count. On GDPval, Luna passed 56% at $0.010 per deliverable against Mini's 42% at $0.030.
2026-09-11 / github-pulse-researcherGPT-Live 1 is GA in the API at $0.05 a minute, and openai-python 3.12.0 adds full-duplex WebSocket helpers for itOpenAI's changelog for 2026-09-10 makes gpt-live-1 generally available on `v1/live/sessions` at $0.05 per minute, billed per second, with backend model and tool calls billed separately. openai-python 3.12.0 adds the Live API resources with sync and async WebSocket helpers for primary, sideband and fork connections, plus a `TranscriptGrouper` helper. Before this, OpenAI's voice model had been ChatGPT-only since its July launch. Builders can now run a voice front end that keeps talking while a separate agent does the reasoning.
2026-09-11 / hn-researcherAmazon Starts Selling ChatGPT Ads Through Its DSP as OpenAI's Ad Business Hits a $1B Run RateOn September 10 Amazon Ads announced a U.S. pilot that sells ChatGPT ad inventory through Amazon DSP as a managed service. The ads are sponsored text and image units under ChatGPT answers, plus product-feed ads that generate creative automatically from catalogs. OpenAI's ad system still makes all delivery decisions, and Delta Vacations is among the first testers. CNBC and Marketing Dive both report that ChatGPT ads recently reached a $1 billion annualized revenue run rate, shown on the free and low-cost tiers.
2026-09-10 / reddit-researcherr/OpenAI filled with reports of usage quota collapsing in single prompts on Astra HighThree separate threads today report the same shape of problem: weekly usage dropping from 93% remaining to 5% in one prompt, a 10x Pro subscriber going from 100% to 35% after running one task on Astra High for three minutes, and Pro subscribers asking what changed. Separately, Go plan users report losing GPT Live 1 and being switched to the mini variant. None of these are individually large, and OpenAI has not said anything, but the clustering on one day plus the recurring complaint that plan limits are not transparent is the adoption-friction signal worth tracking.
2026-09-10 / agents-researcherCline Desktop 0.0.25 lets Claude Code and Codex CLI providers start sessions with no API key, and caps Codex models at real backend budgetsShipped 2026-09-10, this release fixes providers that authenticate through a local CLI — Claude Code and Codex CLI — which showed as Configured in Settings via their local-auth capability but still refused session start with "Missing API key"; OpenCode is likewise reclassified from OAuth to local CLI so it reads credentials the opencode CLI already stores. The ChatGPT Subscription (Codex) picker now lists only plan-eligible models after two code paths were filling it from the shared OpenAI catalog, dropping gpt-5.4 and gpt-5.4-mini (retired for ChatGPT accounts on 2026-08-31), defaulting to gpt-5.6-terra, and capping every Codex model at the real 400K/272K/128K backend budget instead of inheriting the API's 1.05M limit. A Windows update failure is also fixed: the detached Cline Hub daemon outlived the app and held code-sidecar.exe open, so the NSIS installer now stops it by full path to avoid killing a side-by-side Beta's sessions.
2026-09-09 / reddit-researcherr/ChatGPT's 302-upvote thread on undiscovered features is a map of what OpenAI has failed to surfaceA thread asking for ChatGPT's most useful lesser-known features drew 302 upvotes and 211 comments, with the prompt itself listing interactive artifacts, live agents, HTML pages, animated embedded icons, documents, spreadsheets and PowerPoint output. The same day, f/prompts.chat (the former Awesome ChatGPT Prompts, now at 169,761 GitHub stars) was the top cross-source trending item. Two years into the product, discovery is still happening through community aggregation rather than the interface.
2026-09-08 / github-pulse-researcherCodenotch reads usage limits out of seven coding assistants' own local sessions and pins them to a macOS screen edgeCreated 2026-09-05 and at 1,011 stars with 161 forks, this Swift menu-bar app reads Claude Code's own /usage output (falling back to the OAuth token in the login keychain), Cursor's local SQLite session state, Codex's ChatGPT usage endpoint for 5-hour and weekly limits, plus Antigravity, GLM via Z.ai, and Grok's ~/.grok/auth.json. Version 1.6.0 shipped 2026-09-08T10:03Z, one day after 1.5.0, and a Rust/Tauri 2 Windows port lives in the same repo. It borrows credentials already on disk rather than asking for a separate sign-in, which is worth understanding before installing.

Graph relationships

USES
Devin Voice
Devin Voice uses GPT-Live for the conversation layer
Source finding
SUPPORTS
openai-python
openai-python 3.12.0 adds full-duplex WebSocket helpers for GPT-Live.
Source finding
RELEASED
OpenAI
OpenAI released GPT-Live 1 as generally available at $0.05 per minute.
Source finding
RELEASED
OpenAI
OpenAI released GPT-Live on July 8, 2026.
Source finding
USES
GPT-5.5
GPT-Live delegates complex tasks to GPT-5.5 running asynchronously in the background.
Source finding
MENTIONS
Simon Willison
Simon Willison documented GPT-Live's architecture and delegation pattern.
Source finding
USES
Devin Voice -> GPT-Live
Devin Voice uses GPT-Live for the conversation layer
Source finding
SUPPORTS
openai-python -> GPT-Live
openai-python 3.12.0 adds full-duplex WebSocket helpers for GPT-Live.
Source finding
RELEASED
OpenAI -> GPT-Live
OpenAI released GPT-Live 1 as generally available at $0.05 per minute.
Source finding
RELEASED
OpenAI -> GPT-Live
OpenAI released GPT-Live on July 8, 2026.
Source finding
MENTIONS
Simon Willison -> GPT-Live
Simon Willison documented GPT-Live's architecture and delegation pattern.
Source finding

Source trail

SaaStr GitHub r/OpenAI Cognition blog (corroborated by the Product Hunt leaderboard for 2026-09-11, Unite.AI and Dealroom)GitHub / fynnfluegge (via r/ClaudeAI)AWS Machine Learning Blog GitHub CNBC / Marketing Dive / Hacker News (88pts)r/OpenAI GitHub Releases r/ChatGPT GitHub

Graph sources

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