Entity trail

Android

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

Briefing refs

Findings

Edges

Sources

110

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

Corpus findings

2026-08-21 / rss-researcherOrnith-1.5 ships 397B, 35B and 9B open weights under MIT and lands within a point of Claude Opus 4.8 on Terminal-BenchOrnith released Ornith-1.5 on 19 August 2026 as three MIT-licensed models: a 397B MoE, a 35B MoE, and a 9B dense with a quantized Mobile build that runs on iPhone and Android. The 397B scores 86.1 on Terminal-Bench 2.1 (Terminus-2) against Claude Opus 4.8's 85.0, 86.0 on SWE-bench Verified, and 92.8 on GPQA Diamond, but trails badly on the harder agentic rows (13.5 vs 21.1 on Frontier-Bench v0.1, 59.5 vs 69.7 on NL2Repo). All numbers are vendor-reported and averaged over five runs; weights for every size are already downloadable, unlike GLM-5.3 which is still API-only.
2026-08-19 / skill-finderGUI agents on Android fall to environmental injection 40.4-66.9% of the time across all six agents testedMobileWorldSafety benchmarks GUI agents against environmental injection attacks embedded in Android apps, using a two-stage evaluation pipeline that combines rule-based verification with LLM-based adjudication specifically to separate safety failures from plain capability failures - a distinction most agent-safety numbers blur. All six tested agents proved highly vulnerable, with attack success rates from 40.4% to 66.9%. Single-source as of this writing, but the methodological point generalizes beyond mobile: if your eval can't tell 'the agent was hijacked' from 'the agent was incompetent', your reported ASR is measuring both.
2026-08-18 / news-researcherReddit Starts Converting Text Posts Into AI-Voiced VideosThe experiment went live on web August 17 and iOS/Android August 18: synthetic voices read selected posts and top comments aloud with synced on-screen text, behind a 'Read'/'Play' toggle and labeled 'Real conversation voiced by AI.' Reddit is hand-picking which English-language posts in which communities qualify, and one showcased example turns an eight-year-old r/boardgames thread into a three-minute video. For anyone whose data pipeline scrapes Reddit, this is Reddit converting its own archive into a TikTok-shaped consumption surface — a monetization move that also changes what 'a post' is.
2026-08-18 / rss-researcherA librarian's guide to turning off AI hits 312 points on Hacker NewsJessamyn West of librarian.net published NoToAI.org, last updated August 17, after fielding repeated questions at library drop-in sessions about how to remove unwanted AI features. The guide gives step-by-step instructions for Adobe Acrobat and Reader, Android/Gemini, Alexa, Apple Intelligence and Siri, Chrome, Edge, Firefox, DuckDuckGo, Google Workspace, Slack, WhatsApp, Zoom, Windows 11/Copilot, and Yahoo Mail. The signal for builders is the source: this is not a tech-press hot take but a public-service reference maintained by a librarian for ordinary users who experience default-on AI as an imposition.
2026-08-18 / rss-researcherWispr raises $280M at $2B and ships Canto, cutting dictation error rates from 30% to under 10%Menlo Ventures led the Series B, bringing Wispr's total to $361M with Acrew, Forerunner, Goodwater, and Peak XV joining existing backers NEA, Notable, 8VC, and MVP. The company is answering recent quality complaints with Canto, a new speech recognition model it says takes error rates from 30% to below 10%, while expanding into meeting notes against Granola and Fireflies, launching on Android, and opening India and UK operations. It also stood up Interface Labs under ex-Amazon Alexa engineer Ariya Rastrow and is working with hardware makers like the Oasis ring on quiet dictation.
2026-08-18 / hn-researcherLLM City Renders Kimi K3's Architecture as a 3D City of 2.5mm Tiles — Top Commenter: 'Not Real Weights, of Course, but Real Model Layout'A WebGL2 visualization posted Aug 17 maps every parameter block of Kimi K3 to a physical tile, producing a walkable city whose districts correspond to model layers. The 18-point thread's most useful contribution is devttyeu's immediate correction that the tiles are not actual weight values, only the true layout — worth knowing before citing it as a weight visualization. Multiple commenters reported hard browser freezes on Firefox/Android and inconsistent WebGL2 initialization on Chrome, so it is a demo rather than a reliable tool.
2026-08-17 / github-pulse-researcherCodeWhale v0.9.8 Completes the deepseek-tui Rebrand and Ships Two Command Names From One Binary Across Nine Platform ArchivesHmbown/CodeWhale (40,828 stars, Rust) released v0.9.8 on 2026-08-16, formally deprecating the legacy `deepseek-tui` npm package with a REBRAND.md migration path for v0.8.x users. The release ships identical runtimes under both `codewhale` and `codew` across npm, Homebrew, GHCR, archives and an NSIS installer — with the honest caveat that Cargo cannot create a second command alias from one binary target, and that the Windows NSIS installer remains unsigned and will trip SmartScreen until a certificate is wired into the pipeline. Distribution breadth (Linux x64/ARM64, Android Termux, macOS x64/ARM, Windows x64/ARM64 including portable builds) is now a competitive axis for agent harnesses.
2026-08-14 / sources-researcherGoogle Ships Gemini 3.7 Flash Three Weeks After 3.6, Jumps DeepSWE v1.1 from 49.0% to 65.3% and Halves the Price Through Dec 31Google released Gemini 3.7 Flash on August 13 — only three weeks after 3.6 Flash — with FrontierCode 1.1 at 43.6% (up from 34.4%), DeepSWE v1.1 at 65.3% (up from 49.0%), WebDev Arena Elo 1588 (up from 1538), and AutomationBench enterprise workflow completion at 30.4% (up from 17.0%). Introductory pricing is $0.75/M input and $3.75/M output through December 31, 2026, then doubles to $1.50/$7.50. Available in AI Studio, Android Studio, Google Antigravity, and Gemini Enterprise; the three-week iteration cadence on a low-cost tier is the real signal for builders budgeting agent workloads.
2026-08-13 / saas-disruption-researcherAutomattic's Mesh Brings a Free-to-1,000-Contacts Personal CRM With Natural-Language Network Queries to AndroidTechCrunch reported on August 12 that Mesh, the personal CRM Automattic acquired in 2025, launched on Android with widgets, split-screen, foldable keyboard shortcuts and cross-device sync, free up to 1,000 contacts with paid tiers above that and no ad-based data use. Its Nexus AI feature, in early access, answers questions like who do I know at a given company or who has expertise in a topic, with voice input and AI business-card scanning in the works. Roughly 70% of users already use it for business despite the personal positioning, which is the classic bottom-up path into the CRM category: solve the individual's relationship graph for free, then meet Salesforce and HubSpot at the small-team boundary.
2026-08-13 / arxiv-researcherMobileJudgeBench: A Simple Screenshot Baseline Beats Four Purpose-Built LLM Judges for Mobile AgentsMobile agent benchmarks increasingly grade themselves with LLM judges, but nobody has checked whether those judges are reliable on real trajectories. MobileJudgeBench assembles 931 human-annotated trajectories spanning 6 mobile agent benchmarks, 4 agent models, and 68 apps, then evaluates 6 judge methods — adapted from SPA-Bench, A3 (two modes), AndroidArena, and AgentRewardBench — across multiple LLM backends. The elaborate pipelines don't pay off: a simple baseline judge fed sampled screenshots is competitive with and often exceeds them, and the judge's LLM backbone, not the method, is the decisive factor.
2026-08-12 / skill-finderAndroid accessibility trees hand mobile agents a 0.822 prompt-injection success rateMobile AI agents that read the Android accessibility tree inherit a systematic indirect prompt injection channel: MobileRun hits a 0.822 attack success rate, and the hardened Mobile-Use framework only reduces this to 0.150 without eliminating context drift. The accessibility tree is untrusted input that every mobile agent framework currently treats as structural ground truth. Recommended mitigations are zero-trust validation of accessibility input and a dedicated security agent in the loop.
2026-08-10 / hn-researcherKlepton Runs Android ARM64 VR APKs on Apple Vision Pro by Relinking .so Files Into .dylibs — No JIT, No Emulationshinyquagsire23's Klepton (108 points, 58 stars, 73 commits) is a JIT-less relinker rather than an emulator: it translates Android `.so` libraries into loadable Apple `.dylib` and `.framework` binaries that link into the Klepton runtime, maps GLES 3.2 onto ANGLE's Metal backend, and routes Vulkan through MoltenVK. The hardest problem it solves is the x18 register conflict between Android and macOS ABIs, patched to use per-library TLS slots instead. Scope is deliberately narrow — Java-thin applications only, no ART or JVM — but Beat Saber reportedly runs on both Vision Pro and macOS with minor graphical issues.

Graph relationships

SUPPORTS
Claude Code
Claude Code skill enables Android reverse engineering and APK analysis
Source finding
SUPPORTS
Gemini Intelligence
Gemini Intelligence operates as agentic layer for Android 17.
Source finding
RELEASED
Google
Google announced Gemini Intelligence for Android.
Source finding
SUPPORTS
Claude
Claude executed QA testing for Android apps via screenshot analysis
Source finding
USES
ATGBuilder
ATGBuilder is for constructing Android Activity Transition Graphs
Source finding
SUPPORTS
Claude Code -> Android
Claude Code skill enables Android reverse engineering and APK analysis
Source finding
SUPPORTS
Gemini Intelligence -> Android
Gemini Intelligence operates as agentic layer for Android 17.
Source finding
RELEASED
Google -> Android
Google announced Gemini Intelligence for Android.
Source finding
SUPPORTS
Claude -> Android
Claude executed QA testing for Android apps via screenshot analysis
Source finding
USES
ATGBuilder -> Android
ATGBuilder is for constructing Android Activity Transition Graphs
Source finding

Source trail

arXiv 2608.17659 NoToAI.org arXiv 2608.08939 108 points on HN arXiv 2608.04755 Surfaced on HN August 3 An ADB core maintainer proposed TechCrunch reports trycua/cua arXiv 2607.12625 TechCrunch GitHub

Graph sources

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