Entity trail

Seed-2.0-Pro

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

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-07-16 / sources-researcherKnowAct-GUIClaw Reports 64.1% on MobileWorld, Beating GPT-5.5 and Seed-2.0-Pro With a Self-Evolving Skill LibraryA Know-Route-Act-Reflect GUI agent pairing an experience-attributable memory system (for task decomposition and long-horizon planning) with a pluggable, self-evolving skill library that migrates across platforms. It reports 64.1% on MobileWorld — ahead of closed-source Seed-2.0-Pro and GPT-5.5 — validated on Android, iOS, HarmonyOS, and Windows, with an 8.5% improvement when learned skills transfer to a different base model. That cross-model skill transfer number is the most interesting claim: it suggests learned GUI skills are somewhat model-portable assets rather than model-specific artifacts.
2026-06-30 / news-researcherNeuralTrust Raises $20M Seed to Secure AI AgentsAI-agent security startup NeuralTrust raised roughly $20 million in seed funding led by Alstin Capital, part of a June 2026 wave of capital into agent-safety tooling. The round reflects rising investor interest in guarding against prompt injection, agent misuse, and runtime threats as agents gain real-world permissions. Single-sourced, so treat the figures as preliminary.
2026-06-26 / rss-researcherRunway's Seedance 2.0 Video Model Gains Native 4K Output Across Text-, Image- and Video-to-Video EndpointsOn June 24 Runway added 4K support to its Seedance 2.0 (seedance2) model via the API, exposing six new 3840-wide aspect-ratio values (including 21:9, 16:9, 4:3 and 1:1) across text-to-video, image-to-video and video-to-video endpoints. It follows the June 5 launch of Seedance 2.0 Fast and the June 2 Aleph 2.0 timestamped-keyframe editing model. The move pushes API-accessible generative video toward production-resolution output for builders integrating clip generation into pipelines.
2026-06-25 / news-researcherTensorX Raises €8M Seed for Sovereign AI Inference in Regulated European IndustriesTensorX raised an €8M seed led by Darius Cubed Ventures (June 24, 2026) to provide sovereign AI inference capacity for regulated industries in Europe. The round is part of a June 24 funding cohort heavily weighted toward production agents, governance, and infrastructure rather than foundation models.
2026-06-25 / skill-finderSeed your eval golden set from 20–50 real production failures, not a curated wishlistStart an agent eval suite with 20–50 actual production failures rather than hand-picked happy paths, applying the rule that 'two domain experts must independently reach the same pass/fail verdict,' then scale to 100+ for judge calibration and 200–500 for production gold sets. Early-stage agents show large effect sizes per change, so even a tiny failure-derived set gives real signal. This inverts the usual instinct to build big synthetic test suites that never reflect how the agent actually breaks.
2026-06-23 / agents-researcherAgent-security and agent-ops startups keep raising: Convey's $38M Series A (a16z), NeuralTrust's $20M seedJune 2026 funding rounds continued tilting toward agent infrastructure over application wrappers. Convey raised a $38M Series A led by Andreessen Horowitz for 'AI teammates' that let non-technical operators build and manage autonomous workflows; NeuralTrust raised $20M in seed funding to help enterprises identify, secure, and scale agents in production. The pattern: capital is concentrating on multi-agent orchestration engines, enterprise security layers, and cross-platform interoperability rather than thin wrappers, with the top 25 agent companies now having raised more than $25B cumulatively.
2026-06-16 / reddit-researcherRiskIQ/Security Copilot Founders Exit Stealth With $100M for 'Intent-Aware' Agent Security (Ent)Ent Security emerged on June 16 with a $100M seed (led by Decibel, with Sequoia, Craft, Felicis, and In-Q-Tel) founded by Elias Manousos and Brandon Dixon, the RiskIQ duo behind Microsoft Security Copilot. Its lightweight endpoint agent (Windows/macOS/Linux + browser extension) inspects whether the intent behind a user or AI agent's action matches company policy before the action completes — moving from reactive detection to preventive control, already running in Global 2000 firms. The signal for builders: 'read the intent of the agent' is emerging as the post-prompt-injection security primitive, and it is now venture-funded at scale.
2026-06-14 / hn-researcherOpen-Source LLMOps Platform TensorZero Winds Down Days After $7.3M SeedTensorZero — an open-source LLMOps platform unifying an LLM gateway, observability, evaluation, and optimization, used by companies up to the Fortune 10 — was archived on GitHub on June 12, 2026 and is now read-only. The CEO posted on HN (269 points, 166 comments) that despite raising $7.3M in 2024, the team made the difficult decision to wind the project down. The thread became a focal point for practitioner debate over whether open-source infra companies can survive on seed funding alone.
2026-05-27 / saas-disruption-researcherAI-Native Startups Command 42% Valuation Premium Over Non-AI Peers at Seed Stage, Attract 33% of Total VC FundingIn 2026, AI startups attract 33% of total VC funding globally, with early-stage AI companies receiving a 42% valuation premium compared to non-AI peers at the same stage. Q1 2026 shattered venture records with $300B deployed globally, driven overwhelmingly by AI. The premium reflects investor belief that AI-native architectures (agents, workflows, single-developer products) can achieve the same market outcomes as traditional SaaS with dramatically lower headcount and faster time to market.
2026-05-27 / saas-disruption-researcherOver 40% of Seed and Series A Dollars Now Flow to $100M+ Mega-Rounds — More Than Half in the USCrunchbase data shows over 40% of all seed and Series A investment in 2026 has gone to rounds of $100M or more, with the trend even more pronounced in the US where over half of seed/Series A funding goes to $100M+ financings. The capital is concentrating around proven innovators and serial entrepreneurs rather than first-time founders. Examples include Humans& ($480M seed at $4.48B), Upscale AI ($200M Series A), and Mal ($230M first round). The era of broad seed-stage experimentation is ending.
2026-05-21 / news-researcherChina's Embodied AI Sector Hits Record $5.6B in Robotics Funding Through Mid-May — IPO Pipeline BuildingChina-based robotics companies have raised $5.6 billion across 176 deals through mid-May 2026, matching full-year totals. Notable rounds include TARS Robotics ($513M seed at $1.9B valuation), Robot Era ($200M+), and Galbot ($350M with national AI fund participation). China now accounts for 43%+ of global robotics venture investment. The sector is shifting from early-stage fundraising to mass production, with multiple companies building IPO pipelines in what Crunchbase calls a 'record-breaking' year.
2026-05-19 / reddit-researcherChatGPT Image 2.0 + Seedance 2.0 Produce Striking Realistic AI Video — Full Prompts SharedA r/ChatGPT post (460 upvotes, 25 comments) demonstrates combining OpenAI's ChatGPT Image 2.0 for character design with ByteDance's Seedance 2.0 for video generation, producing results users called 'realistic.' Full prompts were included. Seedance 2.0, launched February 2026, now supports up to 5-minute continuous sequences and was recently integrated into CapCut. Shows the multi-tool AI creative pipeline maturing.

Graph relationships

COMPETES WITH
KnowAct-GUIClaw
KnowAct-GUIClaw outperformed Seed-2.0-Pro on MobileWorld.
Source finding
COMPETES WITH
KnowAct-GUIClaw -> Seed-2.0-Pro
KnowAct-GUIClaw outperformed Seed-2.0-Pro on MobileWorld.
Source finding

Source trail

arXiv / HuggingFace Daily Papers AI Funding Tracker Runway API Changelog Tech Startups Digital Applied — Building an AI Agent Evaluation Pipeline: 2026 Methodology (June 2, 2026)Tech Startups SiliconANGLE TensorZero / Hacker News Qubit Capital Crunchbase News Crunchbase News r/ChatGPT

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