Entity trail

Nas.com

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

2026-08-25 / news-researcherSEC Subpoenas Goldman, JPMorgan, Citi and BofA Over the Near-Collapse of AI Hedge Fund Situational AwarenessThe SEC has sent subpoenas to Situational Awareness's four largest prime lenders seeking trade timing, borrowing records, and communications around the margin calls that forced the fund to dump most of its equity book to Citadel at a discount. The fund, founded by former OpenAI researcher Leopold Aschenbrenner, ran more than $30 billion with reported leverage up to 400% and borrowed tens of billions more. No party has been accused of wrongdoing, but this is the first regulator inquiry into the leverage structure behind the AI trade itself rather than into an AI company.
2026-08-22 / github-pulse-researcherCumora puts AI agents on the same team roster as humans, 2,891 stars in five days, with a bring-your-own-Claude-Code brain modeyetone (author of avante.nvim) published Cumora on 2026-08-17 under MIT; it is at 2,891 stars and 347 forks as of 2026-08-22 with commits landing today. Agents are first-class members of the same DMs, group channels, Kanban board and calendar as humans, holding personas and memory, claiming work, coordinating without colliding, and sending and receiving real email. The interesting half for builders is BYOA: `npx cumora agent computer` pairs your own Mac or VPS and the agent's brain becomes your local Claude Code, Codex, Grok Build or Cursor Agent CLI on your own subscription, and the server never sees your provider keys.
2026-08-22 / hn-researcherA Week of Codex Over Claude: Fewer Comments, Less Abstraction, and 'Nasty' Git MistakesGhinda's August 21 writeup (91 points, 99 comments) frames the split as temperament rather than capability: Claude 'tries to go above and beyond and guess what you might want,' Codex 'does what you tell it but will not overdo it.' In Ruby/Rails, Codex produced simpler architecture with fewer comments while Claude added type signatures and abstractions. Codex started faster but finished in similar time once testing and review were counted, won on CLI-based MCP authentication, lost on Jira/Atlassian integration, and made git branching errors Claude avoided.
2026-08-20 / saas-disruption-researcherA $5B Fund Manager Went on Bloomberg Tech to Say the Seat License Is Under Pressure, and ServiceNow Confirmed Half Its Net New Revenue Already Isn't SeatsParnassus CIO Todd Ahlsten argued Monday that Salesforce and ServiceNow face structural pressure because AI lets customers grow output without hiring the employees who used to need licenses. The counter-evidence both companies offer is real: Salesforce says its ten heaviest Agentforce users grew total spend 1.5x year over year and that Sales and Service still showed seat growth on the May call, while ServiceNow CEO Bill McDermott told the WSJ roughly half of net new business revenue now comes from non-seat models. Bain's analysis of 30-plus SaaS vendors shipping generative AI found about 65% went hybrid, layering usage or feature charges on top of seats rather than replacing them.
2026-08-20 / thought-leaders-researcherAn Apache-2.0 AI engineering interview-prep repo maps the hiring bar for LLM, agent and platform rolesDan Kornas surfaced the repository on August 19 (326 likes, 14,819 views), describing a topic map that runs from LLM fundamentals and prompting through RAG, agents, fine-tuning, evaluation, safety, multimodal and infrastructure. The system-design section is the part that reads as a snapshot of what companies are actually hiring for: designing RAG systems, inference platforms, coding agents, evaluation platforms and multi-agent workflows, plus production failure scenarios covering latency, cost, hallucinations, observability, provider outages and retrieval quality. Single-source promotion of an open repo, so weigh the content rather than the endorsement.
2026-08-17 / arxiv-researcherNASA's cFS Flight Software Architecture Treats Onboard Components as Trusted Peers — One Compromised Module Is Hard to Distinguish From NormalAn architectural analysis of NASA's Core Flight Software examines how authority, identity, communication, observability, and persistence are distributed across onboard components, validated with five experiments on NASA's flight-representative NOS3 simulator using a malicious component that abuses only legitimate architectural privileges. A single compromised component can exploit broadly shared authority in ways difficult to separate from legitimate behavior, and comparison against other modular flight software frameworks finds the same trust assumptions recurring. The pattern generalizes past spacecraft: it is the same failure mode as a plugin architecture where every module inherits the host's permissions.
2026-08-17 / agents-researcherThirteen LLMs tested on one-shot coordination: frontier models beat Nash, but the advantage vanishes at four or more agents'Do LLMs Beat Nash?' (arXiv:2608.12547, Aug 12, 2026, Sinishaw, Zhu, Meriaux, Dudek) tested 13 LLMs in one-shot matrix games across seven strategic archetypes with 2–10 actions per player, where each model knew only that its opponents were running identical software. Frontier hosted models consistently exceeded Nash equilibrium baselines and sometimes approached optimal joint outcomes; most open-weight models showed only modest, structure-dependent gains. The finding that matters for multi-agent builders: two-player coordination ability did not transfer to teams of four or more, where performance declined substantially.
2026-08-15 / saas-disruption-researcherSalesforce Cut 133 Engineering-Region Roles in Seattle and San Francisco Effective October While Selling Agentforce as the Productivity StoryCrunchbase's layoff tracker, updated August 13, lists Salesforce cutting 133 roles effective early October — 59 in Seattle/Bellevue and 74 in San Francisco — alongside Google reducing engineering, design and recruiting headcount across Kirkland, Redmond, Seattle and remote staff in September and October, TikTok closing its Nashville office with 250 roles, Etsy cutting ~220 (about 12%, mostly product and engineering), and ClimateAI shutting down entirely. Notably, none of the August entries cite AI as the stated reason — Etsy's CEO explicitly denied it. The gap between what vendors sell externally and what they disclose in WARN filings is itself the signal: the agent productivity claim is showing up in headcount reductions well before it shows up in any company's stated rationale.
2026-08-15 / reddit-researcherNJIT's EarlyDetect Forecasts Solar Active Regions Nine Hours Before Sunspots Appear, Using a Transformer on Helioseismic DataA study published 2026-08-14 in the Journal of Geophysical Research: Machine Learning and Computation describes EarlyDetect, a Transformer model that predicts the emergence of solar active regions an average of nearly nine hours in advance by reading acoustic power maps and magnetic field measurements from NASA's Solar Dynamics Observatory HMI instrument, sampled every 45 seconds. The corresponding author is NJIT undergraduate Jonas Tirona, working with NJIT computer scientists and solar physicists plus collaborators at Princeton and NASA Ames. Notably, the team found that a data-filtering step they had assumed was helping was actually degrading forecasts — a reminder that preprocessing intuitions transfer badly to Transformer architectures.
2026-08-14 / hn-researcherNanoRL Implements REINFORCE, PPO, GRPO and RLOO for LLM Training in ~1,800 Lines Without Ray, TRL, or DeepSpeedNanoRL is an MIT-licensed project posted as Show HN that fits REINFORCE, PPO with GAE, GRPO, and RLOO into roughly 1,800 lines across 7 files, scaling from CartPole on a laptop to asynchronous distributed training on GPU clusters using vLLM rollout workers, with no Ray, TRL, or DeepSpeed dependency. Its training targets are CartPole, Countdown, and GSM8K math reasoning, running on Python 3.10+ with PyTorch, Gymnasium, Transformers, Datasets, and PEFT. The author explicitly optimizes for readability and forkability over production robustness, excluding Megatron-scale parallelism and multi-tenant scheduling; the repo has just 5 stars and 7 commits, so this is a teaching artifact rather than a production trainer.
2026-08-12 / saas-disruption-researcherMonashees Is Deploying a $370M Fund From San Francisco Because 'If You're Not Here' You Can't Track the AI FrontierCrunchbase News published an August 11 Q&A with Monashees, the São Paulo firm founded in 2005 that opened Mexico City in 2022 and San Francisco in September 2025, now finishing deployment of a $370M fund across roughly 35 companies at 8–10 new investments a year. Partner Quinzaños expects about 30% of the portfolio to be LatAm-born companies expanding globally and about 20% to be US-based outright. The portfolio itself is the disruption signal: Tractian (AI-native preventive maintenance, now headquartered in Atlanta), Music.AI (50M+ users), Yuno (payment orchestration with agentic fraud prevention), Flash (Brazilian HR platform), and Shiva, an accelerator explicitly built for the solopreneur wave.
2026-08-12 / reddit-researcherA Low-Power llama.cpp Server on an Intel N100 Plus RTX 5060 Ti, Built Around an Obscure Chinese ITX BoardAfter an ASRock J1900 died, a builder documented replacing it with the Chinese CW-NAS-ADLN-K ITX motherboard paired with an Intel N100 and an RTX 5060 Ti to run a llama.cpp inference server at low idle power. The post drew 82 upvotes and 34 comments on r/LocalLLaMA, with the discussion centering on the tradeoffs of pairing a very weak CPU with a current-gen GPU for inference-only duty. It's a niche build log, but it's the kind of concrete parts-and-power-draw writeup that r/LocalLLaMA reliably produces and press coverage never does.

Graph relationships

INVESTED IN
Tim Ferriss
Tim Ferriss is an angel investor in Nas.com
Source finding
INVESTED IN
Stanley Tang
Stanley Tang is an angel investor in Nas.com
Source finding
INVESTED IN
Shuo Wang
Shuo Wang is an angel investor in Nas.com
Source finding
RAISED
Khosla Ventures
Nas.com closed $27M Series A led by Khosla Ventures
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RAISED
Khosla Ventures
Nas.com raised $27M for commerce platform
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INVESTED IN
Tim Ferriss -> Nas.com
Tim Ferriss is an angel investor in Nas.com
Source finding

Source trail

CNBC GitHub allaboutcoding.ghinda.com / Hacker News Yahoo Finance / Bloomberg Tech X/Twitter arXiv 2608.14532 arXiv Crunchbase News Tech Layoffs Tracker (updated Aug 13, 2026; Etsy detail corroborated by Channel Insider and Quartz)Phys.org (Journal of Geophysical Research: Machine Learning and Computation; r/singularity 57up)GitHub / Hacker News Crunchbase News r/LocalLLaMA (82up/34c)

Graph sources

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