Entity trail

Open-X

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

2026-09-13 / arxiv-researcherMarket Concentration Barely Changes Model Collapse: Pushing One Model to 90% Share Moves Five-Generation Endpoints a Few PercentarXiv 2609.11146 (submitted 10 Sep 2026) tests the assumption behind multi-model collapse studies, which usually split the market evenly while real generative AI is an oligopoly. Thirteen open 1-4B models form ecosystems of 3 to 13 players plus an injected probe that pushes the top share to 90%; each generation mixes every model's output into a shared pool by market share and retrains all models from clean base weights, for five generations. Making the split more unequal barely changes collapse speed, and the share and identity knobs shift five-generation endpoints by only a few percent of the drift common to all arms, so the ecosystems collapse to nearly the same place even at extreme share paired with the strongest injected bias.
2026-09-13 / saas-disruption-researcherOpentracker Rebuilds Pivotal Tracker on Cloudflare Workers and D1 With an MCP Server in the Boxusero-feedback/opentracker was created on September 12 and posted to Show HN as an MIT-licensed open-source Pivotal Tracker, carrying icebox, backlog, iterations and velocity, built entirely on Cloudflare Workers and D1 with an MCP server included. It is the second full SaaS product in ten days to put the whole backend on Workers, D1 and friends rather than on a VPS or a managed Postgres, after ResolveHQ's shared support inbox. The repo has 1 star, so this is a pattern data point rather than a product with traction.
2026-09-13 / saas-disruption-researcherAgentsDock Open-Sources an IDE That Collapses Termius, Cursor and Claude Code Into One DockAgentsDock reached 66 points on Hacker News on September 12 as an open-source IDE for agentic AI research, with both client and server published. It runs Claude Code, Codex and Cursor sessions across macOS, Linux, Windows, iOS and Android, keeps terminals alive through persistent tmux sessions, renders plots, images and video inline, edits remote files with syntax highlighting and optionally networks over Tailscale. The site claims use by researchers at Carnegie Mellon, UC Berkeley and NVIDIA. It competes with the paid remote-dev tier rather than with the coding agents themselves.
2026-09-13 / saas-disruption-researcherCROSS-CATEGORY: Five Launches in 96 Hours Sold Self-Hosting and Air-Gapping as the Entire DifferentiatorCoder announced general availability of Coder Agents on September 9 and pushed it through the wire on September 12, a fully self-hosted, air-gap-capable coding agent aimed at DORA-regulated enterprises and government, with 70% of beta workloads invoked through the API rather than a UI. DeskcommCRM hit GitHub Trending on September 12 at 2,004 stars as a self-hosted open alternative to Intercom, Kommo and Octadesk. AgentsDock shipped an open-source agentic research IDE that replaces Termius plus Cursor plus Claude Code on your own boxes. Alto shipped a Fair Source self-hosted company OS, free to five users, running agents in bubblewrap sandboxes on your own Anthropic or OpenAI subscription. Weftgate launched September 12 as a local-only verification gate for coding agents. The common claim is not price or features, it is that the vendor never sees the code or the conversation.
2026-09-13 / agents-researcherControlled agentic CAD comparison: six unattended runs, 16 failures, 9 of which the tool never reportedModelRift published a controlled comparison on 2026-09-12 of CadQuery 2.8.0 against OpenSCAD 2026.06.12 for unattended agent-driven part generation, running six agents over three tasks with Claude Opus 5 through Claude Code, one isolated subagent per cell, and every output STL checked by an independent parser. All six parts were printable, so the result turned on the path there: 16 distinct failures across six runs, of which 9 were never surfaced by the tool at all. The silent-failure count is the transferable number, since it measures how much an agent can be trusted to notice its own errors in a toolchain without a verification loop.
2026-09-13 / agents-researcherHermes Agent ships 947 commits across 1,869 files in four days to close a class of SQLite state.db corruption bugsNousResearch released hermes-agent v0.21.2 on 2026-09-11, a patch release rolling up 947 non-merge commits, 1,869 changed files, 312 merged PRs and 140 contributors since v0.21.1 four days earlier. The headline fix removes four separate second-writer paths into the agent's root state.db: profile gateways writing hosted-room state every 5 seconds, a writable dashboard handle at startup, cron's lifecycle guard doing a raw open() that cancels the gateway's POSIX locks, and doctor --fix checkpointing under a live holder. Anyone running a long-lived agent on SQLite should read the four root causes as a checklist, since each is a generic way to corrupt a WAL database.
2026-09-13 / news-researcherTwo More Safety Researchers Quit Anthropic and Google DeepMind for METR, Citing the July Hugging Face Agent AttackJoe Benton, who led a safety research team at Anthropic, and Josh Engels of Google DeepMind both resigned to join METR, the independent evaluation nonprofit, to study incidents where AI systems deviate from human instructions. Engels told NBC News 'there are no adults in the room'; Benton said 'basically all of the transparency about these risks that is coming from the companies is entirely voluntary.' Both cited the July cyberattack on Hugging Face carried out by autonomous systems running an unreleased OpenAI model, and both departures follow Anthropic researcher Jacob Coxon's resignation days earlier.
2026-09-13 / github-pulse-researcherllama.cpp b10941 fixes an OpenCL quantization alignment bug that had spread from q6_K to three other formatsBuild b10941, tagged 2026-09-13T10:34Z, merges #28575, which applies the noshuffle row-alignment rule already used for q6_K to q4_K, q5_K and q8_0 on the OpenCL backend, a correctness fix affecting anyone running those quants on OpenCL hardware. The same window merges #28830, a workaround for an NVIDIA queuesubmit driver bug in the Vulkan backend, and #28742, which improves parsing of complex types in qwen3-coder chat templates. Only six PRs merged in the 30 hours to that tag, three of them CI changes.
2026-09-13 / github-pulse-researcherMicrosoft Agent Framework dotnet-1.21.0 lands four breaking changes at once, including limiting MCP skill archives to ZIPThe 2026-09-11 .NET release marks four PRs BREAKING: MCP skill archives are restricted to the ZIP format across both .NET and Python (#8290), LocalCodeAct's subprocess environment is isolated (#8159), A2A agent run modes are redefined (#8032), and `file_access_read_lines` moves the line-numbering contract onto AgentFileStore (#7671). LocalCodeAct also picks up OS validation hardening (#8239) and the same approval process Hyperlight already used (#8289), and Hyperlight sandbox fingerprints are now canonicalized (#8295). The release drops the Azure.AI.OpenAI dependency entirely and swaps deprecated AWSSDK.Extensions.Bedrock.MEAI for AWS.Bedrock.MEAI.
2026-09-13 / github-pulse-researcherCodex binds direct tool-call metadata to invocations so reused call IDs cannot fake Code Mode completenessopenai/codex #45185, merged 2026-09-12, attaches direct-call records to outputs before they enter history and sets `tool_calls_complete` only when an invocation's arguments are fully recorded, independently of whether the tool succeeded. It tracks call IDs that bypass dispatch specifically so their reuse cannot incorrectly establish Code Mode completeness, bounds pending recordings and retained metadata, and releases reservations on completion or cancellation. Executed-call metadata is now stripped from app-server raw response notifications and excluded from Guardian history retention budgets.
2026-09-13 / github-pulse-researcherCodex spends six of its last thirty hours of commits wiring a native Windows MXC sandbox into command executionopenai/codex merged #45176, #45178, #45169 and #45182 on 2026-09-12, adding explicit MXC backend selection, carrying its identity through exec-server process reporting and sandbox violation classification, and launching MXC through the Codex executable with the effective permission profile. The backend refuses exec-server requests that ask for a TTY, an `arg0` override, managed networking, or private desktop isolation, and refuses outright when native MXC is unavailable. #45182 separately hardened logon SID lookup, which previously walked token group entries and SID pointers without checking they fit inside the returned buffer.
2026-09-13 / reddit-researcherOpenAI partially acknowledged a GPT-6 Astra downgrade, and separately stopped letting people renew the $200 planA user posted screenshot evidence across r/OpenAI (155 upvotes) and r/ChatGPT that the Astra quality drop several people reported days ago was real and was partially fixed, arguing the pattern is release, wait for benchmarks and subscriptions, then quietly degrade. In the same 24 hours a separate r/OpenAI thread reports the $200 plan no longer offering renewal through the App Store, forcing a move to $100 where usage headroom dropped from 92% to 51% instantly. Both point at the same constraint, and the practical suggestion from the thread is worth taking seriously: benchmark suites should retest shipped models on a schedule rather than once at launch.

Graph relationships

USES
UnifoLM-X2-1.0
UnifoLM-X2-1.0 was trained on Open-X plus Unitree datasets
Source finding
USES
UnifoLM-X2-1.0 -> Open-X
UnifoLM-X2-1.0 was trained on Open-X plus Unitree datasets
Source finding

Source trail

arXiv 2609.11146 GitHub (metrics via the GitHub API) and Hacker News Show HN AgentsDock (surfaced on Hacker News item 49678435)Coder blog, GitHub API and Hacker News Show HN (five independent launches)ModelRift NousResearch hermes-agent release notes NBC News GitHub GitHub Releases GitHub GitHub r/OpenAI (corroborated by r/ChatGPT)

Graph sources

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