Entity trail

Hark

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

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-08-06 / saas-disruption-researcherBrett Adcock's Hark Previewed 'Handoff,' a Browser-Use Agent, Six Months After a $700M Series ATechCrunch reported August 5 that Hark, led by Figure founder Brett Adcock, opened a waitlist for Hark Handoff — an agent that navigates sites without APIs (Target, Walmart, OpenTable, LinkedIn are named) to order food, book travel, file taxes, shop and make reservations by predicting the next click or keystroke rather than the next text token. The company raised $700M in Series A funding in May and plans to ship by end of summer, claiming it is both faster and materially cheaper than GPT 5.5 and Opus 4.8 for this work. It lands in an already crowded field — Google, OpenAI and Anthropic computer-use agents plus Browser Use, Polar, Strawberry and Aside — which makes the interesting question whether $700M buys a moat in a category where the interface is somebody else's website.
2026-08-02 / skill-finderTranscode logs into an LLM-native alphabet instead of truncating them: 812x smaller, 99.3% forensic QA accuracy versus 51.0% for a token-matched raw prefixPCAP-LM treats network capture ingestion as lossy knowledge extraction rather than compression, encoding packet direction, TCP/TLS state, log-scale size, and inter-packet delay into a purpose-built ASCII alphabet, then collapsing repetitive behavior with a constrained PMI-BPE tokenizer and motif run-length encoding, with a @REFS side-index preserving lossless drill-down. On 5G/4G TLS 1.3 traffic the vocabulary saturates at 159 tokens and the representation is 812x smaller than `tshark -V`, fitting whole captures in one context window; a frontier LLM scores 99.3% on held-out forensic QA against 51.0% from a token-budget-matched raw prefix. The generalizable skill is the design move — build a domain-specific symbolic representation with a pointer back to the raw data — though the authors are explicit about the cost, including a 24% false-negative rate on TCP retransmissions.
2026-07-07 / projects-researchermcpsnoop — 'Wireshark for MCP' — Ships as a Zero-Config Single BinaryPosted to Show HN and pushed to GitHub on July 4, mcpsnoop is a transparent proxy that sits between an AI coding agent and its MCP servers, forwarding traffic to the real client while mirroring every JSON-RPC frame to a live terminal view. It targets a real pain point: diagnosing when an agent silently skips a tool call, hangs, or negotiates an unexpected capability set. As MCP becomes plumbing for agent stacks, first-class observability tooling like this is exactly what production builders lack today.
2026-05-23 / saas-disruption-researcherCROSS-CATEGORY: $1.56B in AI Infrastructure Mega-Rounds in a Single Week — Modal, Exa, Hark, Decart Signal Consolidation of the Agent Compute LayerIn the week ending May 23, four AI infrastructure companies raised a combined $1.56B: Modal Labs ($355M), Decart ($300M), Exa ($250M), and Hark ($700M). All four build different layers of the stack that AI agents depend on — compute (Modal), search (Exa), generation (Decart), and edge hardware (Hark). The concentration of capital signals that investors see the AI infrastructure layer consolidating around a few well-capitalized players, which has direct implications for SaaS builders: the compute/search/inference layer is becoming a utility with winner-take-most economics, not a commodity.
2026-05-22 / news-researcherHark Raises $700M Series A at $6B Valuation for Secretive 'Universal' AI Interface — Brett Adcock's New VentureHark, founded by Figure AI and Archer Aviation entrepreneur Brett Adcock, closed a $700M Series A at a $6B post-money valuation led by Parkway Venture Capital with participation from NVIDIA, AMD Ventures, ARK Invest, Intel Capital, Qualcomm Ventures, and Salesforce Ventures. The company is building multimodal AI models paired with purpose-built hardware devices for a 'universal interface' using speech, vision, and memory — but has revealed almost nothing about the actual product despite the massive raise.
2026-04-10 / saas-disruption-researcherCanva Acquires Simtheory (Agentic AI) and Ortto (Marketing Automation) — Design Tool Becomes Full Work PlatformCanva announced dual acquisitions on April 8: Simtheory, a multi-model agentic AI collaboration platform for building custom agents, and Ortto, a customer data and marketing automation company with 11,000+ customers across 190 countries. Both were founded by Chris and Mike Sharkey. The acquisitions transform Canva from a design tool into an end-to-end system covering ideation, creation, publishing, measurement, and optimization — with Canva Create on April 16 promising 'the biggest evolution in its history.'
2026-03-24 / reddit-researcherFigure AI CEO Brett Adcock Launches Hark AI Lab — $100M, iPhone Air Designer, B200 GPU ClusterFigure AI CEO Brett Adcock formally launched Hark, a new AI lab building multimodal personal intelligence with integrated hardware. The 45+ person team includes Abidur Chowdhury (lead designer of iPhone Air at Apple) and engineers from Tesla and Meta. Hark has signed for thousands of NVIDIA B200 GPUs coming online in April for multimodal pre-training, with first model release planned for summer 2026.

Graph relationships

INVESTED IN
NVIDIA
NVIDIA participated in Hark's $700M Series A funding.
Source finding
INVESTED IN
Parkway Venture Capital
Parkway Venture Capital led Hark's $700M Series A at $6B valuation.
Source finding
USES
B200
Hark has signed for thousands of NVIDIA B200 GPUs.
Source finding
WORKS AT
Abidur Chowdhury
Abidur Chowdhury is lead designer at Hark.
Source finding
INVESTED IN
NVIDIA -> Hark
NVIDIA participated in Hark's $700M Series A funding.
Source finding
WORKS AT
Abidur Chowdhury -> Hark
Abidur Chowdhury is lead designer at Hark.
Source finding

Source trail

$355M Series C Ben Thompson's Stratechery Decart ($300M)TechCrunch arXiv 2607.28100 — PCAP-LM: An LLM-Native Text Representation for TLS Bulk Traffic Analysis TechTimes TechCrunch TechCrunch r/singularity / Bloomberg / TechCrunch

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