Entity trail

Digit

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

2026-07-13 / arxiv-researcherLDT-Coord Coordinates Heterogeneous LLM Embodied Agents With 70x Less Communication via a Digital TwinLDT-Coord routes each agent's action decisions and temporal constraints to a lightweight digital-twin server that runs a training-free, rule-based orchestrator to resolve cross-agent conflicts, with a constrained POMDP optimized by PPO-Lagrangian to trim messaging. It reports task success comparable to conventional coordination while cutting communication overhead by more than 70x and staying robust under LLM heterogeneity. A bandwidth-efficient pattern for coordinating mixed-capability agents over compute networks.
2026-07-13 / skill-finderCut vector-DB memory cost up to 24x with binary quantization plus Matryoshka embeddings, with single-digit recall lossBinary quantization now drops a vector's RAM footprint to ~1/24 of full precision (scalar quantization to ~1/3.75), and stacking it with Matryoshka Representation Learning yields ~80% cost reduction while keeping recall loss in the single digits for most engines. Builders on pgvector should note pgvectorscale's StreamingDiskANN with statistical binary quantization serves disk-resident corpora far larger than RAM — the cheap path to scaling RAG past the memory wall.
2026-07-13 / agents-researcherSavi raises $7M seed for an on-device agent that screens calls, texts, and messages before you engageLos Angeles startup Savi launched iOS and Android apps whose agent screens calls, text messages, and other digital communications before the user engages, and raised $7M in seed funding led by Acrew Capital. It's a consumer-facing 'guardian agent' pattern — an agent acting as a filtering intermediary on the user's behalf. Notable as a mainstream, non-developer application of agentic AI to personal communications security.
2026-07-12 / news-researcherCircle Wins Final OCC Approval to Launch a National Trust Bank for USDC CustodyCircle (NYSE: CRCL) announced July 10 that the U.S. Office of the Comptroller of the Currency granted final approval to establish First National Digital Currency Bank, N.A., operating as Circle National Trust and authorized to open on or after July 10, 2026. The federally regulated trust bank will provide fiduciary digital-asset custody for USDC — the largest regulated stablecoin — starting with Circle and affiliates, with planned expansion to institutional clients and future reserve management. It is a significant regulatory milestone for stablecoin infrastructure in the US.
2026-07-11 / arxiv-researcherSignature-Agnostic MPC Custody Survives the Post-Quantum Break of Threshold SignaturesDigital-asset custody has relied on threshold signature schemes (TSS) so that t-of-n parties must approve any operation, but the post-quantum transition disrupts this: standardized hash-based signatures resist efficient threshold signing and lattice-based threshold protocols remain immature. This work presents threshold authorization without threshold signatures — a signature-agnostic MPC custody design that preserves t-of-n approval independent of the underlying signature scheme. Timely for teams planning PQC migrations of custody or key-management systems.
2026-07-11 / news-researcherNubank's Nu Mexico Wins Full Banking License From Mexican RegulatorNu, parent of Brazil-based Nubank, received authorization from Mexico's CNBV to operate as a full bank, upgrading from its prior limited footprint. The license lets Latin America's largest digital bank expand deposits and lending in its second-biggest market. It is a notable milestone in the region's neobank-to-full-bank transition.
2026-07-10 / saas-disruption-researcherLeapXpert Raises $180M Led by Riverwood to Govern the Messaging Channels Compliance Software Can't SeeLeapXpert closed a $180M growth round led by Riverwood Capital (Portage Ventures participating), announced June 30 and still propagating through funding roundups this week. The product governs consumer messaging — WhatsApp, WeChat, SMS, Teams — for financial services and government, capturing and analyzing conversations in real time rather than archiving them for later discovery. Axios reports rising prediction-market compliance demand as a driver. Named a Visionary in Gartner's MQ for Digital Communications Governance and Archiving two years running.
2026-07-10 / news-researcherEuropean Parliament Backs the Digital Euro, Advancing to Final Member-State NegotiationsThe European Parliament voted in favor of creating a digital euro, moving the CBDC into final trilogue negotiations with EU member states ahead of a potential 2029 launch. Passage clears the last major legislative hurdle before implementation detail becomes the fight — specifically holding limits, offline functionality, and the role of commercial banks in distribution. It arrives the same week the UK brought its four largest cloud providers under financial-regulator supervision, a pair of moves that together put more of the AI-and-payments stack under direct state oversight.
2026-07-09 / agents-researcherMCP hits 97M monthly SDK downloads and 5,800+ servers; 28% of Fortune 500 have deployed itJuly state-of-play data puts MCP at 97 million monthly SDK downloads across 5,800+ servers, with 41% of surveyed software orgs in limited or broad production (Stacklok) and 28% of Fortune 500 companies having deployed MCP servers. The numbers mark MCP's transition from a 2025 novelty to default enterprise agent-integration plumbing. The scale also explains the intense security scrutiny — a 5,800-server surface with double-digit credential-leak rates is a large attack surface.
2026-07-09 / arxiv-researcherECGLight Offers Compute-Light Paper-ECG Digitization and MI ScreeningECGLight is a compute-light framework for digitizing paper ECGs and screening for myocardial infarction, aimed at remote clinics that still rely on paper printouts. The efficiency angle — usable inference without heavy hardware — is the practical hook for edge and low-resource medical deployment.
2026-07-08 / arxiv-researcherAirflowAttack Fools Infrared Remote-Sensing VLMs With Physical PerturbationsAirflowAttack introduces thermal-airflow adversarial perturbations that deceive infrared remote-sensing vision-language models deployed in security-critical settings, exposing a physically-realizable attack surface beyond digital pixel attacks. For anyone deploying VLMs on IR/sensor imagery, the threat model is physical and hard to filter at the input layer. It widens the adversarial-robustness conversation into thermal domains.
2026-07-07 / news-researcherAgility Robotics to Go Public in $2.5B SPAC Merger — First Pure-Play US Humanoid on Public MarketsAgility Robotics agreed to go public via a $2.5B merger with Churchill Capital Corp XI (Nasdaq: AGLT), raising over $620M in gross proceeds — the largest capital raise in humanoid robotics history. It becomes the first publicly-traded pure-play US humanoid company, citing $300M+ in booked multi-year revenue and roughly 1,000 Digit robots deployed under robots-as-a-service for Amazon, GXO, Toyota, Schaeffler, and Mercado Libre. Public markets are now underwriting physical-AI labor at scale.

Graph relationships

USES
Mercado Libre
Digit robots are deployed for Mercado Libre e-commerce operations.
Source finding
USES
Toyota
Digit robots are deployed for Toyota operations.
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USES
GXO
Digit robots are deployed for GXO logistics operations.
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USES
Amazon
Approximately 1,000 Digit robots are deployed for Amazon under robots-as-a-service.
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RELEASED
Agility Robotics
Agility Robotics developed and deploys the Digit humanoid robot.
Source finding
USES
Mercado Libre -> Digit
Digit robots are deployed for Mercado Libre e-commerce operations.
Source finding
RELEASED
Agility Robotics -> Digit
Agility Robotics developed and deploys the Digit humanoid robot.
Source finding

Source trail

arXiv Towards Data Science — Quantization and Matryoshka Embeddings for 80% Cost Reduction Crescendo AI Circle arXiv Finovate LeapXpert Finextra andrew.ooo arXiv arXiv TechCrunch

Graph sources

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