Entity trail

Computer

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

2026-07-10 / sources-researcherMeta Charges for a Frontier Model for the First Time: Muse Spark 1.1 at $1.25/$4.25Meta released Muse Spark 1.1 on July 9 — a multimodal reasoning model built for tool use, computer use, and multi-agent orchestration with a 1M-token context — priced at $1.25 per 1M input and $4.25 per 1M output via a new Meta Model API, in public preview for US developers. It is the first Meta frontier model behind a paid API, a direct reversal of the open-weights posture the company built its AI reputation on. Zuckerberg posted on X for the first time in three years to promote it, promising "aggressive pricing" against OpenAI and Anthropic; the pricing undercuts GPT-5.6 Terra on both sides of the meter.
2026-07-09 / agents-researcherReality check on computer-use agents: OSWorld 2.0 best system completes only 20.6% of long-horizon tasksWhile computer-use agents climbed from 12% (OSWorld, April 2024) to ~85% success by mid-2026, the new OSWorld 2.0 benchmark — where the median task takes a human ~1.6 hours — sees the best frontier system finish just 20.6% of tasks. The gap exposes how far current GUI agents are from reliable long-horizon autonomy despite saturating older benchmarks. For builders it's a caution against extrapolating short-task demos into multi-hour workflow automation.
2026-07-09 / rss-researcherCoasty debuts a Computer-Use Agent that runs legacy desktop softwareCoasty, launched on Product Hunt, is a Computer-Use Agent designed to operate legacy desktop software the way a human would — driving GUIs by clicking rather than calling APIs. It reflects growing interest in CUA-style agents for automating software that has no modern integration surface.
2026-07-08 / vibe-coding-researcherBrowser Tools for GitHub Copilot in VS Code Reach General AvailabilityGitHub moved Copilot's in-editor browser tools to GA on July 1, 2026, giving the agent the ability to drive a browser to test and verify its own web changes without leaving VS Code. This mirrors the computer-use/browser integration push seen in Claude in Chrome and chrome-devtools-mcp. The practical win is closed-loop UI work: the agent edits, renders, and inspects the result in one flow.
2026-07-01 / arxiv-researcherDigitalCoach dataset tests whether agents can teach humans to use softwareDigitalCoach is a multimodal dataset of 72 expert-novice computer-use coaching sessions — 22,752 dialogue turns grounded in 28.1 hours of screen and input recordings across five applications. Automated evaluation shows current models struggle to actually teach humans, exposing communication and grounding gaps distinct from task automation. A useful reframing for builders: automating a task and coaching a person through it are different capabilities.
2026-07-01 / agents-researcherBrowserAct hits #1 on Product Hunt, signaling demand for a dedicated browser layer for agentsBrowserAct reached No. 1 Product of the Day on Product Hunt (June 25) and entered the weekly Top 3, marketing itself as a browser layer purpose-built for AI agents that bundles browser control, session management, verification/CAPTCHA handling, remote handoff, reusable skills and safety gates into one system. The traction reflects a maturing thesis that general-purpose LLMs need reliable, stateful browser infrastructure to act on real websites. For builders, this is another 'agent runtime' primitive to evaluate against Browser Use, Mariner and computer-use APIs.
2026-07-01 / agents-researcherGoogle pushes agentic 'auto browse' into Android at the OS levelGoogle is moving Chrome's agentic 'auto browse' from a browser feature to an OS-level capability, shipping on Pixel 10 and Galaxy S26 in late June 2026 with a stated path to 200 million devices by year end — alongside Project Mariner, its autonomous web agent for AI Ultra subscribers that books services and orders groceries by driving real sites. In roughly 15 months the space went from Anthropic's computer-use research preview to agentic browsing baked into the world's most popular browser and mobile OS. Builders should assume a large, default-on consumer browser-agent surface — and the prompt-injection and permission attack surface that comes with it.
2026-07-01 / github-pulse-researcherSkyvern Surfaces Among the Week's Fastest-Growing Agent Repos for Vision-First Browser AutomationSkyvern (~21.5K stars) is being cited as one of GitHub's fastest-growing AI agent repos, offering production browser automation with a vision-first approach, 10M+ executed workflows, and sub-300ms response times. It uses natural-language instructions plus computer-vision to operate sites without brittle DOM selectors, competing with Playwright-based tools like Stagehand. This is a single-source growth signal, so treat the momentum claim as directional rather than confirmed.
2026-06-30 / thought-leaders-researcherPerplexity's Aravind Srinivas: 'Token Value Per Watt Per User' Will Decide Who Wins the AI RaceSrinivas reframes the AI competition around efficiency rather than raw capability — whoever delivers the most useful tokens per watt per user wins — and demonstrated Perplexity's new 'Personal Computer' agent (an 'orchestrator') onstage with Intel's CEO, processing confidential deal materials. It's a notable pivot from benchmark-chasing to unit economics as the moat. For builders, it signals that agent products will increasingly compete on cost-to-serve and orchestration, not just model quality.
2026-06-27 / reddit-researcherCursor's June Update: Composer 2.5 Powers Bugbot (~90s Reviews), Pre-Push '/review', and Always-On AutomationsCursor's June release ties its in-house Composer 2.5 model to Bugbot, cutting average review time from ~5 minutes to ~90 seconds while finding ~10% more bugs per review (0.62 vs 0.56) at ~22% lower cost per run. A new /review flow runs Bugbot and Security Review before push, dedups against the eventual PR, and supports incremental 'only what's new' review; Cursor also added Automations — always-on agents plus an /automate skill with GitHub/Slack triggers and computer use. This is a concrete move from chat-IDE to standing review/automation agents in the dev loop.
2026-06-26 / thought-leaders-researcherGoogle Bakes Computer Use Into Gemini 3.5 Flash as a Native Tool — One Model Now Sees a Screen, Searches, and Reads Maps Without RoutingGoogle DeepMind (PM Mateo Quiros) shipped computer use as a built-in tool inside Gemini 3.5 Flash on June 24, available via the Gemini API and Enterprise Agent Platform as a public preview. It collapses the standalone Oct-2025 Gemini 2.5 computer-use model into the same model developers already use for function calling, Search grounding, and Maps — so one agent can see a screen, click, type, and look something up without inter-model routing. The pitch is enterprise-grade screen control developers can trust in production.
2026-06-26 / rss-researcherPerplexity Launches 'Computer for Counsel,' an Agentic Legal Workspace Wired to Docusign and DeepJudge via MCPOn June 24 Perplexity launched Computer for Counsel, an agentic legal product for Enterprise and Max users covering litigation, employment and IP workflows like third-party NDA intake/review, regulatory dashboards and legal research. It connects to outside legal tooling — including Docusign and AI startup DeepJudge — through Model Context Protocol (MCP) connectors, extending Perplexity's 'Computer' agent push into a regulated vertical. It is a direct move against incumbents like Microsoft and Salesforce in enterprise agentic workflows.

Graph relationships

RELEASED
Perplexity
Perplexity launched Computer as first commercial multi-model orchestration product with 19 specialized models.
Source finding
RELEASED
Perplexity
Perplexity expanded Computer agent into enterprise with Model Council.
Source finding
RELEASED
Perplexity
Perplexity released Computer agent features
Source finding
USES
Grok
Perplexity Computer orchestrates Grok among its specialist model workers.
Source finding
USES
GPT-5.2
Perplexity Computer uses GPT-5.2 as one of 19 frontier models.

Source trail

Windows News synthesis Supabase's June release Tech Startups OpenAI shipped Codex CLI v0.130 Separately Reflex published a benchmark National Student Clearinghouse via the Washington Post

Graph sources

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