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

2026-09-03 / projects-researchercodeg aggregates sessions from Claude Code, Codex, OpenCode, Pi and Grok Build into one workspacexintaofei/codeg is a Rust desktop app, self-hosted server and Docker image that pulls transcripts from six different coding agents into a shared multi-agent workspace, speaking both ACP and ADE. It is at 3,125 stars and 403 forks with 223 open issues, created 2026-02-09, pushed at 2026-09-03 11:33Z. It is the second project on today's board, alongside pacifio/atlas, betting that the unit of tooling is now the agent fleet rather than the individual agent.
2026-09-03 / projects-researcherpacifio/atlas frames version control as an agent problem, tracking multiple coding agents' changes in one Rust binaryAtlas calls itself source control for agents, letting you run several coding agents, track what each changed and query the result in one place. It is at 3,085 stars with alpha-0.3.0 ("Atlas ACP + Timeline") cut 2026-08-25 and a push this morning, and carries only 25 open issues against 198 forks. The ACP work in that release means it speaks the same Agent Client Protocol that Goose and Zed use, so it is positioning as a layer under existing agents rather than another agent.
2026-09-02 / github-pulse-researcherAtlas took 895 stars in a day for linking every agent commit back to the prompts and tool calls that produced itpacifio/atlas (Rust, created 2026-05-14, pushed 2026-09-01) gained 895 stars on 2026-09-02 to reach 2,643 with 181 forks. It positions itself as source control for coding agents: every run produces checkpoints that link a commit back to the session that made it along with prompts, tool calls and reasoning, and it runs Claude Code, Codex, its own agent and anything from the ACP registry side by side against one codebase with shared memory, so a decision made in one agent appears in the next agent's prompt. Everything stays local by default; sign-in is only for team sync.
2026-09-02 / sources-researcherWorld Labs releases Atlas, an omni world model trained from scratch on text, images, video and 3D in one shared spatial contextWorld Labs introduced Atlas on 2026-09-01, a multimodal autoregressive diffusion transformer that takes text, images, video and 3D as native input types and generates what comes next while staying 3D-consistent with everything already seen. Concrete capabilities include camera-controlled generation of up to one minute of 1440p video from one to six reference images with explicit camera geometry as an input type rather than a text instruction, spatial reconstruction from one to dozens of images that outputs explicit 3D and beats specialized reconstruction models, and space-time simulation for real-to-sim robotics workflows. Atlas will back future versions of Marble and is currently early access only.
2026-09-01 / agents-researcherMeituan's ATLAS grades tool-use agents on two horizons because final-outcome scoring hides where the failure startedATLAS separates a request horizon, trajectory-wise signals tying deficiencies to specific execution locations and capability concerns, from an interaction horizon, user-wise signals checking whether later service stays aligned with earlier context. LLM judge interfaces are calibrated against high-confidence references from real business logs and then distilled into smaller diagnostic models for lower-latency scoring. Deployed on Meituan Xiaotuan production traffic, offline experiments assess signal fidelity and replay-based policy improvement while online A/B tests show concurrent gains in user engagement, downstream business outcomes and sampled human-audit quality.
2026-08-30 / hn-researcherAsk HN Thread Presses on Why MCP Exists When CLI Tools Already WorkAn August 29 Ask HN thread (10 points, 15 comments) collected the practitioner case both ways. For: one protocol every agent speaks regardless of whether the backend is REST, OpenAPI or GraphQL, plus OAuth flow and elicitation handled outside the LLM loop and user-facing prompts and resources. Against: one commenter frames MCP as 'getting an LLM to enforce a complex blacklist' instead of whitelisting approved actions behind a permissioned API, and another reports running entirely on CLI tools for Git, Atlassian ACLI and Metabase plus custom SigNoz shell scripts with no MCP servers at all.
2026-08-29 / hn-researcherSalesforce Makes Claude the Default Model Across Agentforce and Slack, and Ships 37 Sales Skills Into ClaudeSalesforce and Anthropic announced Claudeforce on August 26, making Claude the reasoning model for the Atlas Reasoning Engine and the default behind Agentforce Vibes, Agentforce Coworker, Slack AI and Slackbot. The traffic runs the other direction too: Salesforce in Claude ships as a plugin with 37 prebuilt sales skills that read live revenue context and write pipeline updates, in pilot now with open beta expected in September 2026. Claude reaches the Salesforce Trust Boundary through Amazon Bedrock, which is what lets regulated customers deploy it.
2026-08-27 / saas-disruption-researcherStripe Is Acquiring Clerky, Pulling Startup Legal Formation Into the Payments StackClerky announced on 2026-08-26 that it has agreed to join Stripe, with no terms disclosed. Clerky's numbers explain the interest: startups formed on it account for 23% of all Silicon Valley seed and pre-seed financings, those companies have raised over $140 billion in aggregate, and formation volume on the platform grew 6.5x faster in the past year than its historical average. This is Stripe extending Atlas from incorporation into the ongoing legal-paperwork workflow, and it is a legal-tech point solution being absorbed by a payments platform rather than displaced by an agent.
2026-08-27 / saas-disruption-researcherSalesforce and Anthropic Ship Claudeforce, Putting 37 Sales Skills Inside Claude So Sellers Never Open SalesforceOn 2026-08-26 Salesforce and Anthropic announced Claudeforce, launching with "Salesforce in Claude," a Claude CoWork plugin carrying 37 prebuilt sales skills for meeting prep, deal health review and pipeline analysis, letting sellers query and write to live CRM data without opening a Salesforce screen. It is live for pilot customers with open beta in September, and Claude is now the reasoning model behind Salesforce's Atlas Reasoning Engine and powers Agentforce Vibes and Agentforce Coworker by default. Marc Benioff's framing, "the UI is the AI," is the largest SaaS vendor in the world conceding that its interface is no longer the product.
2026-08-25 / github-pulse-researchersystem-atlas turns an architecture conversation into an explorable isometric map plus a generated SYSTEM.mdinkboard/system-atlas, created 2026-08-20 and at 286 stars under MIT, is an agent skill that converts an architecture discussion into one data file, an interactive isometric map and a generated SYSTEM.md document. It sits in the same slot as hand-drawn architecture diagrams that go stale, except the map and the markdown come from the same source file. It has not been pushed since 2026-08-20, so it looks like a single-shot release rather than an actively maintained tool.
2026-08-25 / thought-leaders-researcherAltman lays out OpenAI's shape as 'one direct interface plus one API', and explains killing Sora and Atlas to free computeIn the same August 24 Senra conversation, Altman said AI has not had its iPhone moment and called that 'mostly a product failure' rather than a model failure. He described the resulting strategy as one direct interface plus one API, selling at every point on the cost-performance curve instead of competing with customers across product categories, and said OpenAI killed Sora (which peaked near a million users at roughly $1M/day of compute) and Atlas, which he still calls the best browser there was, because general intelligence for knowledge work and Codex mattered more. For anyone building on OpenAI this is an explicit signal that the platform will not keep shipping vertical apps against its own developers.
2026-08-24 / github-pulse-researcherA pack of 817 cybersecurity agent skills gained 2,918 stars this week by mapping every skill to six frameworksmukul975/Anthropic-Cybersecurity-Skills is at 30,909 stars with 2,918 added this week, roughly 172 a day since February. The differentiator is not the count but the mapping: each of the 817 skills is tied to MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF and MITRE F3, and packaged to the agentskills.io standard so it loads across harnesses. That framework mapping is what turns a skill dump into something an audit can reference.

Graph relationships

RELEASED
World Labs
World Labs released Atlas, an omni world model for text, images, video and 3D.
Source finding
SUPPORTS
Codex
Atlas runs Codex side by side with other agents against one codebase with shared memory.
Source finding
SUPPORTS
Claude Code
Atlas links every agent commit back to prompts and tool calls, supporting Claude Code.
Source finding
USES
Meituan
ATLAS is deployed on Meituan Xiaotuan production traffic.
Source finding
USES
Wiz
Wiz used an early version of Atlas to research CosmosEscape.
Source finding
BUILT BY
Wiz
Wiz built Atlas, its AI vulnerability researcher.
Source finding
USES
transformers
ATLAS automates per-layer approximation for Transformers under fully homomorphic encryption.
Source finding
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 announced Agent Intent-Based Access Control in its Atlas platform on August 3.
Source finding

Source trail

World Labs GitHub Clerky today's top ten GitHub Changelog Unsloth Docs GitHub llama.app trycua/cua NVIDIA CosmosEscape Upstage

Graph sources

entity graphfindings textkg edgeskg entitiesnewsletter issues

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