Entity trail

ARC-AGI-2

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

2026-06-28 / sources-researcherDwarkesh Patel: 'The Next Paradigm' Is AIs Learning On the Job — RLVR Across Thousands of Environments as the AGI BetPublished June 26, Dwarkesh's episode lays out the central research bet of the frontier labs: if you train models on millions of verifiable tasks across thousands of diverse RL environments, you approximate AGI. It probes the open cracks — whether RLVR alone generalizes, the unsolved problem of getting on-the-job learning back into the weights ('dreaming'), grindability vs. verifiability, and what 2027 looks like. Strategic listening for builders deciding how much to bet on agentic RL pipelines vs. in-context learning.
2026-05-29 / hn-researcherHow Long Until AI Automates All Cognitive Labor? FutureSearch Tracker Shows Expert Timelines Compressing FastFutureSearch launched an AGI timeline tracker aggregating predictions from AI lab CEOs and researchers. Every expert who updated their timeline from January to April 2026 moved it sooner. Amodei: AGI by 2027. Suleyman: human-level professional tasks in 12-18 months. The tracker highlights the gap between accelerating expert confidence and Yale Budget Lab data showing no measurable occupational displacement yet. 45 points, 81 comments on HN.
2026-05-21 / arxiv-researcherGoogle Ships Gemini 3.5 Flash: Agentic-First Model Beats GPT-5.5 on Key BenchmarksGoogle released Gemini 3.5 Flash at I/O 2026 on May 19, a model purpose-built for agentic workflows scoring 76.2% on Terminal-Bench 2.1 and leading the field on MCP Atlas (83.6%) and Toolathlon, surpassing Claude Opus 4.7 and GPT-5.5 on agentic benchmarks while outputting tokens 4x faster than other frontier models. Priced at $1.50/1M input tokens with a 1M-token context window, it's immediately available across Gemini API, Vertex AI, and Google AI Studio — though it loses to competitors on ARC-AGI-2 and 128k-token retrieval.
2026-05-13 / news-researcherGoogle DeepMind Reimagines the Mouse Pointer with AI — Magic Pointer Coming to Chrome and GooglebookDeepMind announced research to transform the 50-year-old mouse cursor into a Gemini-powered context-aware tool that understands what you're pointing at and why it matters. Users can hover and say 'Fix this' or 'Double these ingredients' while the AI fills contextual gaps. Magic Pointer will launch on the Googlebook laptop platform, and Gemini in Chrome already lets users query webpage content via pointer context. 210 points and 178 comments on HN signal strong developer interest.
2026-05-06 / skill-finderClaude Code Web Redesign: Sessions Sidebar, Drag-and-Drop Layout, Custom Themes, /ultrareview Research Preview Now Billing After Free TrialClaude Code on the web received a full redesign matching the desktop app: sessions sidebar for managing multiple parallel sessions, drag-and-drop layout, refreshed routines view. Custom themes let users build and switch named color palettes from /theme or hand-edit JSON in ~/.claude/themes/. /ultrareview (cloud-based fleet of bug-hunting agents, $5–$20 per review) moved past its free trial period on May 5 — now billing to extra usage for all Pro/Max users. Each review runs 5–10 minutes in background with independent verification passes.
2026-05-03 / thought-leaders-researcherARC-AGI-3 Live: Humans Score 100%, Frontier AI Scores 0.51% — $2M Prize Competition ActiveFrançois Chollet's ARC Prize 2026 is live on Kaggle with over $2 million in prizes across ARC-AGI-2 and ARC-AGI-3 benchmarks. ARC-AGI-3 introduces interactive environments and game-style levels measuring agentic intelligence, where humans score 100% but frontier AI achieves only 0.51%. The March launch featured a fireside chat between Chollet and Sam Altman at Y Combinator HQ. This remains the most significant benchmark challenging the 'LLMs are close to AGI' narrative with concrete evidence.
2026-05-01 / arxiv-researcherGoogle Launches AI Research Agents Powered by Gemini 3.1 Pro (77.1% ARC-AGI-2)Google shipped Gemini 3.1 Pro scoring 77.1% on ARC-AGI-2 — a benchmark testing novel logic pattern solving — and deployed it to power autonomous AI research agents via AI Studio, Vertex AI, and Gemini CLI. Available in preview for agentic workflows. The ARC-AGI-2 score represents a significant jump in abstract reasoning capability for production-available models.
2026-05-01 / hn-researcherAI Discovery Reveals DNA Isn't Locked Away in Cells After All — Gladstone Institute Uses ML to Overturn Biology AssumptionResearchers at the Gladstone Institutes used AI/ML analysis to discover that DNA is more accessible within cells than previously believed, challenging a fundamental assumption in molecular biology about chromatin packaging. The finding has implications for gene therapy and understanding gene expression regulation. 20 points on HN but significant for AI-in-science applications.
2026-04-26 / arxiv-researcherSolidCoder: Don't Imagine, Execute — State-of-the-Art Code Gen via Sandboxed VerificationAddresses the 'Mental-Reality Gap' where LLMs hallucinate execution traces during code generation. SolidCoder's S.O.L.I.D. architecture forces edge-case awareness before algorithm design and replaces imagined traces with sandboxed execution using property-based oracles. With GPT-4o achieves 95.7% pass@1 on HumanEval, 77.0% on CodeContests (+4.3pp), 26.7% on APPS (+3.4pp).
2026-04-24 / hn-researcherClaude Desktop Silently Installs Native Messaging Bridge for 7 Browsers — Pre-Authorizes Extensions Without ConsentSecurity researchers found Claude Desktop for macOS silently drops com.anthropic.claude_browser_extension.json into Chromium-based browsers, pre-authorizing three Chrome extension IDs without any opt-in prompt. The app creates NativeMessagingHosts directories for browsers not even installed (Edge, Arc, Vivaldi, Opera), pre-staging access for future installs. Anthropic's own safety data shows Claude for Chrome is vulnerable to prompt injection at 11.2% with mitigations. 91 points on HN.
2026-04-21 / saas-disruption-researcherBusiness of Apps: SaaS Capital Index Crashes to 3.8x ARR as Founders Retool Pitch from 'Sell Seats' to 'Replace Headcount'The SaaS Capital Index dropped from 7.0x ARR at start of 2025 to approximately 3.8x by March 2026 — a 46% compression. Survey data shows founders now pitch 'we replace three headcount' instead of 'we sell seats,' and the most impactful AI implementations are happening 'quietly in the background' rather than as flashy customer-facing features. PE buyers in 2026 require double-digit EBITDA margins before engaging on a sell-side process, a significantly higher bar than 2024.
2026-04-19 / projects-researcherHermes Agent v0.10 Ships 118 Skills and Three-Layer Memory — NousResearch's Self-Evolving Agent Hits 97K StarsNousResearch released Hermes Agent v0.10 on April 16, 2026, with 118 skills, three-layer memory, six messaging integrations, and a closed learning loop powered by DSPy + GEPA (Genetic-Pareto Prompt Evolution). Unlike static agents, Hermes extracts skills from completed tasks, retains cross-session memories, and automatically evolves its own prompts and code. Now at 97K stars in under two months since its February 25 debut.

Graph relationships

BENCHMARKED AGAINST
Symbolica Agentica
Symbolica Agentica achieved 85.28% on ARC-AGI-2
Source finding
BENCHMARKED AGAINST
Poetiq
Poetiq achieved 54% on ARC-AGI-2 via iterative refinement
Source finding
BENCHMARKED AGAINST
Gemini 3.1 Pro
Gemini 3.1 Pro achieved 77.1% on ARC-AGI-2 benchmark.
Source finding
BENCHMARKED AGAINST
Gemini 3.1 Pro
Gemini 3.1 Pro scored 77.1% on ARC-AGI-2.
Source finding
BENCHMARKED AGAINST
Gemini 3.1 Pro
Gemini 3.1 Pro achieved 77.1% on ARC-AGI-2 benchmark.

Source trail

Dwarkesh Patel (YouTube) / dwarkesh.com FutureSearch / Hacker News Google DeepMind Google DeepMind Claude Code Docs — What's New ARC Prize / arXiv 2603.24621 Google Blog

Graph sources

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