Entity trail

Atlas

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 / news-researcherOpenAI Kills ChatGPT Atlas Browser After Nine Months, Folds It Into a Desktop Super AppOpenAI will sunset ChatGPT Atlas on August 9, 2026, less than a year after launching it in October 2025. Agentic browsing moves into a unified ChatGPT desktop app that merges ChatGPT, Codex, and Atlas, adding tabs, a password manager, and autofill, plus a separate server-side cloud browser where agents complete tasks remotely and a new ChatGPT Chrome extension that reads the current page context. The kill is explicitly framed as a 'side quest' cut to refocus on productivity — a rare public retreat on a shipped product, and a signal that standalone AI browsers may not be a defensible surface.
2026-07-10 / hn-researcherShow HN: Tomesphere Maps 8.5M Research Papers Into an Interactive AtlasA Show HN project embedding and projecting 8.5 million research papers into a navigable 2D atlas, drawing 77 points and 22 comments. It is an applied instance of the dimensionality-reduction-for-sensemaking problem — the same territory as recent UMAP kNN-graph work — but at consumer-facing scale with real corpus size. Useful as a literature-discovery surface and as a reference implementation for anyone building embedding-space navigation over a large document set.
2026-07-09 / saas-disruption-researcherZoom Buys Common Room to Bolt AI-Agent Buyer Intelligence Onto Its 'AI Revenue Platform'Zoom signed a definitive agreement (terms undisclosed) to acquire Seattle-based Common Room, an AI-native GTM intelligence platform that turns fragmented buyer signals and siloed customer data into person-level intelligence and activates it via AI agents for revenue teams (customers include Atlassian, Anthropic, Autodesk, Notion, Okta, Snowflake). It's a communications incumbent buying its way upstream into the CRM/sales-intelligence layer — pressuring point solutions in signal-based selling and pushing 'the meeting tool' toward an end-to-end AI revenue stack.
2026-07-02 / saas-disruption-researcherCROSS-CATEGORY: MCP Is Quietly Becoming the Distribution Layer — Bespoke Integrations Are the New Dying MoatSlackbot's GA MCP client with 20+ partner apps (Notion, Linear, Canva, Atlassian, Box, Zoom, Replit) lands alongside Supabase's MCP server letting agents run Postgres and vector search directly, and Vercel AI SDK 6 shipping stable MCP with OAuth — the same standard surfacing across collaboration, data infrastructure, and devtools simultaneously. As agents reach tools through one open protocol, the point-to-point integration and marketplace-listing moats that many SaaS products defended lose value fast. Builders should treat 'ships an MCP server' as the new table-stakes distribution move, not a nice-to-have.
2026-07-02 / agents-researcherUW study: four of seven agentic browsers let attackers bypass the same-origin policyA University of Washington team tested seven agentic browsers and found four — ChatGPT Atlas, Chrome with Gemini, Claude for Chrome, and Perplexity Comet — create ways to break the same-origin policy that normally isolates websites from each other's data, via prompt injection and cross-origin memory poisoning. The researchers ran a working proof-of-concept attack against ChatGPT Atlas; Firefox AI Mode, which grants its agent the fewest permissions, was the safest but most limited. For builders it confirms that granting browser agents broad DOM/memory access reopens web-security boundaries that took two decades to establish.
2026-07-02 / reddit-researcherJune 2026 Jobs Data: Tech Leads Layoffs (15,503 in June, +83% YTD) as 56% of Cuts Cite AI — but AI-Engineering Demand HoldsChallenger-style June data shows technology led all sectors with 15,503 announced job cuts in June and 139,156 year-to-date, up 83% from the same period in 2025, while planned hires fell 44% month-over-month. 56% of 2026 layoff events explicitly cite AI or automation, affecting 156,270 workers across roughly 150 companies, and Cisco cut 471 California jobs on June 30 to fund AI investment. Yet AI/ML engineering roles stay in high demand — Atlassian is hiring 800 AI-focused roles while cutting 1,600 — pointing to a bifurcated market rather than a broad engineering collapse.
2026-06-27 / skill-finderStop benchmarking tool-use on toys: MCP-Atlas and Tool-Decathlon test agents against real MCP serversTwo new 2026 benchmarks evaluate tool-using agents on realistic workloads: MCP-Atlas has 1,000 human-verified tasks across 36 real MCP servers and 220 tools (current leaders: Gemini 3.5 Flash 83.6%, Claude Opus 4.8 82.2%), and Scale moved it to a 100-tool-call budget instead of a 20-turn limit. Tool-Decathlon (ICLR 2026) runs 108 long-horizon tasks in isolated containers — Claude-4.5-Sonnet finishes all 108 in ~70 minutes across 10 parallel processes. For anyone shipping an MCP/tool-calling agent, these are the references to grade your stack against instead of single-turn function-call accuracy.
2026-06-18 / saas-disruption-researcherAtlassian's Cloud Price Hikes Collide With Seat Decline — Jira Premium Contracts Climb ~7.5% Even as Seats ShrinkAtlassian pushed a 2,000-user Jira Cloud Premium contract from ~$189K to ~$203K annually (~7.5%) via cloud pricing changes — even as it reported its first-ever enterprise seat-count decline. The collision is the per-seat vendor's dilemma in miniature: raise price-per-seat to defend revenue while the seat base erodes under AI. It's a short-term hedge that only sharpens the long-term incentive for customers to consolidate onto agents.
2026-06-16 / skill-finderTreat agent descriptions as the routing layer — Agentforce now routes on description quality, not decision treesSalesforce shipped Multi-Agent Orchestration in Agentforce to GA on June 15, 2026, and its Atlas Reasoning Engine 3.0 routes each request by reading specialist agents' plain-language descriptions rather than fixed decision trees. For any description-routed multi-agent system, the description is the control surface: write specific, capability-scoped descriptions and keep the underlying data clean, because vague descriptions or stale data silently misroute work at scale. Treat description quality and data hygiene as production-critical, not documentation.
2026-06-14 / rss-researcherMoonshot AI Releases Kimi K2.7-Code Open Weights on Hugging FaceMoonshot AI dropped Kimi K2.7-Code on Hugging Face (June 12) — a 1T-parameter MoE (32B active, 384 experts) with a 256K context window under a Modified MIT license, specialized for long-horizon agentic software engineering. Moonshot reports +21.8% on Kimi Code Bench v2, +11.0% on Program Bench, +31.5% on MLS Bench Lite, and ~10% agentic gains on MCP Atlas/MCP Mark Verified versus K2.6 — while using roughly 30% fewer 'thinking' tokens. The token-efficiency claim is the builder-relevant hook: cheaper agentic runs if it holds up.
2026-06-11 / saas-disruption-researcherCROSS-CATEGORY: Six Enterprise Incumbents Now Run Their Own 'Agent Meter' — Salesforce Books $800M/Quarter From ItThe same monetization move — bolting a usage/outcome meter beside per-seat pricing — has now appeared across CRM, ITSM, HR, and support: Salesforce, ServiceNow, Workday, Zendesk, HubSpot, and Atlassian each added one under their own brand. Salesforce booked ~$800M in agent revenue last quarter (up from $540M the prior quarter), and Gartner forecasts 40% of enterprise SaaS spend will be usage/agent/outcome-based by 2030. The cross-category convergence confirms the per-seat model is breaking everywhere at once, not in one vertical.
2026-06-11 / saas-disruption-researcherSaaStr: 'Sales Used to Be the Engine. For the AI Leaders, It's Often More the Caboose'SaaStr argues AI-native leaders increasingly grow through product and usage expansion, with sales pulled along behind rather than driving — a GTM inversion from the playbook that built classic SaaS. The piece lands alongside monday.com's January decision to replace its 100-person SDR team with agents and Atlassian's first-ever seat decline, suggesting the sales org itself is becoming a cost center AI compresses.

Graph relationships

BUILT BY
Together AI
ATLAS is Together AI's adaptive speculative decoding system
Source finding
BUILT BY
OpenAI
Atlas is developed by OpenAI.
Source finding
RELEASED
Boston Dynamics
Boston Dynamics released a video of Atlas carrying a 50lb fridge and 100lb loads using RL-trained whole-body control.
Source finding
RELEASED
Hyundai
Hyundai and Boston Dynamics trained Atlas humanoid robot to play football for 2026 FIFA World Cup demonstration.
Source finding
RELEASED
Varonis
Varonis launched Atlas AI Security Platform at RSA Conference 2026

Source trail

Scale Labs recursive self-improvement harness position paper The paper Together AI's ATLAS r/ClaudeAI Manifest

Graph sources

entity graphfindings textkg edgeskg entitiesnewsletter issues