Entity trail

Persona

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

2026-07-10 / sources-researcherMemSyco-Bench: Retrieved Memories Make Agents Sycophantic, and Nobody Was Measuring ItMemSyco-Bench (arXiv 2607.01071, submitted July 1) argues existing memory benchmarks only test whether memories are correctly stored, retrieved, and updated — never whether the retrieved memory should have influenced the decision at all. The benchmark's five tasks test whether agents can reject memory as factual evidence, respect its applicable scope, resolve memory-versus-objective-evidence conflicts, track updates, and still use valid memory for personalization. The failure mode it names is sharp: agents over-align with the user because a stored memory says so, at the cost of factual accuracy. Anyone shipping a persistent-memory agent should read this before trusting their retrieval layer.
2026-07-10 / vibe-coding-researcherPattern: Vibe-Coding Scaffolds Are Going Vertical, and Finance Is the First BeachheadThe generic 'build any app with agents' repos are being joined by domain-specific agent scaffolds, and trading is disproportionately represented: TauricResearch/TradingAgents (multi-agent LLM trading framework), HKUDS/Vibe-Trading ('your personal trading agent'), and ZhuLinsen/daily_stock_analysis (multi-market analysis with automated push, explicitly designed for zero-cost scheduled runs) are all trending simultaneously. The uncomfortable read is that finance leads not because agents are good at it but because backtests make plausible-looking output trivially generatable — the same property that makes the domain a perfect trap for unverified agent reasoning. Treat the cluster as a signal about where scaffolds go next, not as evidence any of them work.
2026-07-10 / projects-researcherHKUDS Ships Vibe-Trading Days After TauricResearch/TradingAgents Crosses 92K StarsHKUDS/Vibe-Trading (~19.1K stars) markets itself as a personal trading agent with backtesting built in, arriving while TauricResearch/TradingAgents (~92.2K) and ZhuLinsen/daily_stock_analysis (~56.5K) both sit on the trending list. Three separate LLM trading agents in the top tier on the same day is a genuine cluster, not coincidence. Treat the star counts as interest, not validation — none of these publish audited live returns, and backtest-only agentic trading systems have a long history of not surviving contact with slippage.
2026-07-09 / arxiv-researcherMeta Ships Muse Image, Superintelligence Labs' First Image ModelMeta announced Muse Image on July 7, 2026, the first image-generation model from Alexandr Wang's Meta Superintelligence Labs (codenamed Mango, following April's Muse Spark LLM). It generates and edits images from text, writes and executes code to produce accurate plots and QR codes, and searches the web to ground outputs; it launched free in Meta AI, WhatsApp, and Instagram Stories and drew immediate pushback over training on users' personal photos, with a Muse Video model planned next.
2026-07-09 / news-researcherMeniga Launches 'Fini,' an MCP Server Bringing Agentic AI Into BanksPersonal-finance fintech Meniga launched Fini, a Model Context Protocol (MCP) server that lets banks bring agentic AI into their existing platforms. It's a signal that MCP is moving into regulated financial infrastructure, letting institutions expose banking data and workflows to AI agents through a standardized interface.
2026-07-09 / news-researcherMeta Adds Recording Safeguard to AI Glasses While Expanding Data CollectionMeta is adding a safeguard meant to stop people from secretly recording others with its AI glasses, positioning the device as less 'creepy.' But TechCrunch notes the update lands as Meta continues to expand how much personal data its AI products collect, creating a tension between the privacy signaling and the underlying data strategy.
2026-07-09 / reddit-researcherAnthropic's Fable 5 Shifts to Usage-Credit Billing and Mandatory Persona ID Verification July 8Following its July 1 redeployment after export controls were lifted, Anthropic's Fable 5 moved to usage-credit billing (instead of flat-rate subscriptions) and now requires mandatory identity verification through Persona, both effective July 8. The shift to metered access plus KYC-style verification is a notable policy change for Anthropic's most capable model. Builders relying on Fable 5 should budget for credit-based costs and an ID-verification gate.
2026-07-09 / rss-researcherAnthropic launches 'Claude Wrapped' year-in-reviewAnthropic announced Claude Wrapped, a Spotify-Wrapped-style personalized recap of a user's Claude usage. It's the latest consumer-engagement mechanic to arrive in AI assistants as usage matures and vendors chase retention and shareability.
2026-07-07 / arxiv-researcherSovereignPA-Bench Evaluates User-Owned Personal Agents Under Consent ConstraintsA benchmark for persistent, user-owned personal agents that remember preferences, filter platform-mediated information, and negotiate with services under evolving intent and consent constraints — dimensions existing tool-use and web-navigation benchmarks miss. It gives personal-agent builders an evaluation scaffold beyond task completion. Timely as 'sovereign' user-side agents move from concept to product.
2026-07-07 / arxiv-researcherStealthy Memory Injection Silently Poisons Persistent Personal AgentsDemonstrates a covert path where untrusted external content writes into a persistent personal agent's long-term memory and later steers proactive background actions without ever surfacing to the user. It is part of a same-day cluster of agent-memory-security papers on arXiv. Builders running agents with persistent memory should treat stored memories as an untrusted attack surface, not a trusted cache.
2026-07-07 / agents-researcherAgentic-AI funding stays extreme and vertical: ~$4.7B across 58 companies, top 10 deals take 73%A mid-2026 tally counts 59 disclosed rounds among pure-play agentic companies (July 2025–June 2026), with 58 unique firms raising ~$4.738B — but capital is severely top-heavy: the single largest deal is 21% of all capital and the top 10 deals capture 73.3%, with North America holding ~82% of dollars. Notably, verticals (legal, security, healthcare, procurement, finance, support, coding) consistently outraise broad 'personal agent' concepts. The builder read: money and durable demand are flowing to narrow, workflow-owning vertical agents, and the horizontal-assistant thesis is getting starved. Aggregated market data, not a breaking round.
2026-07-07 / rss-researcherMeta launches Muse image-generation model inside Meta AIMeta announced Muse on July 7, a new image model integrated into Meta AI that works from personal photos for photo restoration, style transforms (Renaissance, claymation), room restyling, product photography, and surreal edits. It positions Meta directly against Adobe Firefly and Google Imagen in personalized image generation. Notable as Meta's consumer-creative counter after a quieter stretch on frontier text models.

Graph relationships

USES
Fable 5
Fable 5 requires identity verification through Persona as of July 8.
Source finding
USES
Fable 5 -> Persona
Fable 5 requires identity verification through Persona as of July 8.
Source finding

Source trail

Anthropic's Fable 5 arXiv / HuggingFace Daily Papers GitHub CNBC Finovate TechCrunch The Verge

Graph sources

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