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Press Context (External news, week of 2026-W23)

30 articles published relevant to tech/open-source.

Notable coverage: - Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus [TC, Venture, In Brief, Manus AI, Microsoft, Reid Hoffman] — techcrunch, 2026-06-05 - Thousand Token Wood: shipping a multi-agent economy on a 3B model — hugging_face_blog, 2026-06-05 - Startup Battlefield 200 applications officially close in 3 days [AI, Biotech & Health, Climate, Fintech, Fundraising, Media & Entertainment, Robotics, Startups, TC, Startup Battlefield, TechCrunch Disrupt 2026] — techcrunch, 2026-06-05 - The most interesting startups right now want to get you off your phone [AI, Hardware, Startups, anthropic ipo, board, Brynn Putnam, climate tech vc, cyberdeck, Equity, impulse space, Roundup, slow tech, together tech] — techcrunch, 2026-06-05 - Supabase doubles valuation to $10B in 8 months [Fundraising, Startups, AI, Supabase] — techcrunch, 2026-06-05 - NASA briefly sheltered space station astronauts in SpaceX’s Dragon due to leaks [Space, crew dragon, Dragon, international space station, NASA, SpaceX] — techcrunch, 2026-06-05 - NSA said to be readying Anthropic’s Mythos for use in cyber operations [Security, Anthropic, cyberattacks, cybersecurity, In Brief, Mythos, National Security Agency] — techcrunch, 2026-06-05 - The Download: AI hacking beyond Mythos, and chatbots’ impact on our brains [The Download] — mit_technology_review, 2026-06-05 - The Meta hack shows there’s more to AI security than Mythos [Artificial intelligence, App, artificial intelligence, Summary] — mit_technology_review, 2026-06-05 - Ahead of its IPO, Anthropic’s Daniela Amodei shrugs off doubts about AI’s returns [AI, Anthropic, IPO] — techcrunch, 2026-06-04 - Airbnb’s Brian Chesky plans to launch a new AI lab [AI, Airbnb, brian chesky, In Brief, sam altman] — techcrunch, 2026-06-04 - Defense tech, AI, and fundraising take center stage at StrictlyVC Los Angeles on June 18 [AI, Fundraising, Security, Space, Startups, Venture, StrictlyVC] — techcrunch, 2026-06-04 - GitHub Universe is back: All together now, in the agentic era [Company news, News & insights, GitHub Universe] — github_blog, 2026-06-04 - NVIDIA Research Unlocks Advanced Grasping, Smarter Autonomous Driving and Agent Training at Scale [Driving, Research, Robotics, Isaac, NVIDIA Research, Open Source] — nvidia_blog, 2026-06-03 - NVIDIA Enables the Next Era Of Physical AI Research With Agent Skills For Autonomous Vehicles, Robotics And Vision AI [Driving, Robotics, Agentic AI, Artificial Intelligence, Computer Vision, Cosmos, Events, Isaac, Metropolis, Nemotron, NVIDIA Blueprints, NVIDIA Research, Omniverse, Open Source, Physical AI, Simulation and Design, Synthetic Data Generation] — nvidia_blog, 2026-06-03 - Industrial Software Leaders Build Secure, Autonomous AI Engineers With NVIDIA NemoClaw [AI, Agentic AI, AI Training, Artificial Intelligence, Customer Stories, Industrial and Manufacturing, Open Source, Simulation and Design] — nvidia_blog, 2026-06-02 - NVIDIA Partners With Microsoft on Unified Stack for Agentic AI Deployment, From Windows Devices to Cloud to Local [AI, AI Infrastructure, Hardware, Networking, Software, Agentic AI, Cosmos, NVIDIA Blackwell, NVIDIA DGX, NVIDIA RTX, NVIDIA Vera Rubin, Physical AI] — nvidia_blog, 2026-06-02 - GitHub Copilot app: The agent-native desktop experience [Company news, News & insights, Product, GitHub Copilot, GitHub Copilot app, GitHub Copilot CLI, GitHub Copilot code review, GitHub Copilot SDK] — github_blog, 2026-06-02 - The Download: AI can run your admin department now [The Download] — mit_technology_review, 2026-06-02 - Rehumanizing global health care with agentic AI [Artificial intelligence, sponsored] — mit_technology_review, 2026-06-02 - How small businesses can leverage AI [Artificial intelligence, App] — mit_technology_review, 2026-06-02 - Why Financial Institutions Are Converging on Transaction Foundation Models to Build Their Own Intelligence [Corporate, Agentic AI, Banking, Financial Services, Nemotron, NVIDIA NeMo] — nvidia_blog, 2026-06-02 - NVIDIA Jetson Brings Agentic AI to the Physical World [AI, Hardware, Robotics, Agentic AI, Jetson, Physical AI] — nvidia_blog, 2026-06-02 - Introducing Mellum2: A 12B Mixture-of-Experts Model by JetBrains — hugging_face_blog, 2026-06-01 - Beyond LLMs: Why Scalable Enterprise AI Adoption Depends on Agent Logic — hugging_face_blog, 2026-06-01 - NVIDIA AI Cloud Ecosystem Expands Worldwide to Meet Global AI Compute Demand [AI Infrastructure, Cloud] — nvidia_blog, 2026-06-01 - NVIDIA Factory Operations Blueprint Gives Factories a New AI Brain [AI Infrastructure, Robotics, Agentic AI, COMPUTEX 2026, Industrial and Manufacturing, Metropolis] — nvidia_blog, 2026-06-01 - Taiwan’s Industry Titans Turbocharge World’s AI Infrastructure Buildout With NVIDIA [AI Infrastructure, Agentic AI, AI Factory, COMPUTEX 2026, Industrial and Manufacturing, NVIDIA Vera Rubin] — nvidia_blog, 2026-06-01 - How Cosmos 3 Helps Physical AI Think Before It Acts [Robotics, Agentic AI, Computer Vision, COMPUTEX 2026, Physical AI, Simulation and Design] — nvidia_blog, 2026-06-01 - NVIDIA Levels Up Local AI Agents Across RTX PCs and DGX Spark [AI, Agentic AI, Artificial Intelligence, NVIDIA RTX, Open Source, RTX AI Garage] — nvidia_blog, 2026-06-01

Correlation Summary

50 repos have press correlation: - github/spec-kit — match: org_name, strength: strong, confidence: 0.8, sources: github_blog, hype_risk: medium, cited: GitHub Universe is back: All together now, in the agentic era - microsoft/ML-For-Beginners — match: org_name, strength: strong, confidence: 0.8, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus - microsoft/PowerToys — match: org_name, strength: strong, confidence: 0.8, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus - microsoft/TypeScript — match: org_name, strength: strong, confidence: 0.8, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus - microsoft/generative-ai-for-beginners — match: org_name, strength: strong, confidence: 0.8, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus - microsoft/playwright — match: org_name, strength: strong, confidence: 0.8, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus - microsoft/terminal — match: org_name, strength: strong, confidence: 0.8, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus - microsoft/vscode — match: org_name, strength: strong, confidence: 0.8, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus - 2417467487-hub/WorldCupROI — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: NVIDIA Jetson Brings Agentic AI to the Physical World - AI272/speaker — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Founders Fund launches game show starring Sam Altman, Palmer Luckey, and other tech elites - Archeb/peer.as — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: NVIDIA Enables the Next Era Of Physical AI Research With Agent Skills For Autonomous Vehicles, Robotics And Vision AI - Arenbai/SecSkills — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: NVIDIA Enables the Next Era Of Physical AI Research With Agent Skills For Autonomous Vehicles, Robotics And Vision AI - CWS6206/Lucerne-Geo-AI-Searching — match: project_name, strength: weak, confidence: 0.6, sources: mit_technology_review, techcrunch, hype_risk: medium, cited: The token bill comes due: Inside the industry scramble to manage AI’s runaway costs - ChrisTitusTech/winutil — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: Industrial Software Leaders Build Secure, Autonomous AI Engineers With NVIDIA NemoClaw - D4Vinci/Scrapling — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: NVIDIA Research Unlocks Advanced Grasping, Smarter Autonomous Driving and Agent Training at Scale - Feralphienergy/Lossless-Scaling-Download-2026 — match: project_name, strength: weak, confidence: 0.6, sources: mit_technology_review, hype_risk: medium, cited: The Download: AI hacking beyond Mythos, and chatbots’ impact on our brains - Forlives/cloudsight-ai — match: project_name, strength: weak, confidence: 0.6, sources: mit_technology_review, techcrunch, hype_risk: medium, cited: The token bill comes due: Inside the industry scramble to manage AI’s runaway costs - FuelLabs/sway — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, hype_risk: medium, cited: Nemotron 3.5 Content Safety: Customizable Multimodal Safety for Global Enterprise AI - Fullive-AI/Anima — match: project_name, strength: weak, confidence: 0.6, sources: techcrunch, hype_risk: medium, cited: Ahead of its IPO, Anthropic’s Daniela Amodei shrugs off doubts about AI’s returns - LeoLope-z/CrosshairX — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: NVIDIA Levels Up Local AI Agents Across RTX PCs and DGX Spark - Mochocyang/QMAI — match: project_name, strength: weak, confidence: 0.6, sources: mit_technology_review, techcrunch, hype_risk: medium, cited: The token bill comes due: Inside the industry scramble to manage AI’s runaway costs - NationalSecurityAgency/ghidra — match: project_name, strength: weak, confidence: 0.6, sources: techcrunch, hype_risk: medium, cited: Mira Murati steps back into the spotlight, carefully - NousResearch/hermes-agent — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, nvidia_blog, hype_risk: medium, cited: NVIDIA Research Unlocks Advanced Grasping, Smarter Autonomous Driving and Agent Training at Scale - OpenHands/OpenHands — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, nvidia_blog, hype_risk: medium, cited: Beyond LLMs: Why Scalable Enterprise AI Adoption Depends on Agent Logic - PaddlePaddle/PaddleOCR — match: project_name, strength: weak, confidence: 0.6, sources: techcrunch, hype_risk: medium, cited: Founders Fund launches game show starring Sam Altman, Palmer Luckey, and other tech elites - PanisHandsome/ai-rules-sync — match: project_name, strength: weak, confidence: 0.6, sources: mit_technology_review, techcrunch, hype_risk: medium, cited: The token bill comes due: Inside the industry scramble to manage AI’s runaway costs - PentesterFlow/agent — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, nvidia_blog, hype_risk: medium, cited: Thousand Token Wood: shipping a multi-agent economy on a 3B model - Pyramidkroillustrate/KMS-Tools-Portable-2026 — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, hype_risk: medium, cited: EVA-Bench Data 2.0: 3 Domains, 121 Tools, 213 Scenarios - RobiMez/loadcell — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, nvidia_blog, hype_risk: medium, cited: NVIDIA Partners With Microsoft on Unified Stack for Agentic AI Deployment, From Windows Devices to Cloud to Local - SenhorH/tab-labeler — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, hype_risk: medium, cited: Beyond LLMs: Why Scalable Enterprise AI Adoption Depends on Agent Logic - TauricResearch/TradingAgents — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, nvidia_blog, hype_risk: medium, cited: Holo3.1: Fast & Local Computer Use Agents - TheAlgorithms/Python — match: project_name, strength: weak, confidence: 0.6, sources: mit_technology_review, techcrunch, hype_risk: medium, cited: NSA said to be readying Anthropic’s Mythos for use in cyber operations - Unicornronote/Microsoft-Office-Activated — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, techcrunch, hype_risk: medium, cited: Reid Hoffman is leaving Microsoft’s board to go ‘founder mode’ with startup Manus - a458378326454/Windows-Optimizer — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: NVIDIA Partners With Microsoft on Unified Stack for Agentic AI Deployment, From Windows Devices to Cloud to Local - affaan-m/ECC — match: project_name, strength: weak, confidence: 0.6, sources: techcrunch, hype_risk: medium, cited: As VC-backed e-bike startups went bankrupt, bootstrapped Lectric grew - albertcheng19/MedSkillOS — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: NVIDIA Enables the Next Era Of Physical AI Research With Agent Skills For Autonomous Vehicles, Robotics And Vision AI - ansible/ansible — match: project_name, strength: weak, confidence: 0.6, sources: techcrunch, hype_risk: medium, cited: The token bill comes due: Inside the industry scramble to manage AI’s runaway costs - ant-design/ant-design — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, hype_risk: medium, cited: Designing the hf CLI as an agent-optimized way to work with the Hub - anuraghazra/github-readme-stats — match: project_name, strength: weak, confidence: 0.6, sources: github_blog, hype_risk: medium, cited: GitHub Universe is back: All together now, in the agentic era - apache/echarts — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, hype_risk: medium, cited: Direct Preference Optimization Beyond Chatbots - apache/superset — match: project_name, strength: weak, confidence: 0.6, sources: github_blog, techcrunch, hype_risk: medium, cited: Supabase doubles valuation to $10B in 8 months - b-nnett/goose — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, techcrunch, hype_risk: medium, cited: Google will pay SpaceX $920M per month for compute - base/node — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, nvidia_blog, techcrunch, hype_risk: medium, cited: The token bill comes due: Inside the industry scramble to manage AI’s runaway costs - best-spicy-ai/ai-naughty-tools — match: project_name, strength: weak, confidence: 0.6, sources: mit_technology_review, techcrunch, hype_risk: medium, cited: The token bill comes due: Inside the industry scramble to manage AI’s runaway costs - c873089902979/NS-FW-AI-Image-and-Video-Generator-Uncens — match: project_name, strength: weak, confidence: 0.6, sources: mit_technology_review, techcrunch, hype_risk: medium, cited: The token bill comes due: Inside the industry scramble to manage AI’s runaway costs - cline/cline — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, nvidia_blog, hype_risk: medium, cited: Designing the hf CLI as an agent-optimized way to work with the Hub - commaai/openpilot — match: project_name, strength: weak, confidence: 0.6, sources: github_blog, hype_risk: medium, cited: GitHub Copilot app: The agent-native desktop experience - coollabsio/coolify — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, hype_risk: medium, cited: Designing the hf CLI as an agent-optimized way to work with the Hub - dasun539/heroicgamelauncher-windows-setup — match: project_name, strength: weak, confidence: 0.6, sources: nvidia_blog, hype_risk: medium, cited: NVIDIA Partners With Microsoft on Unified Stack for Agentic AI Deployment, From Windows Devices to Cloud to Local - daytonaio/daytona — match: project_name, strength: weak, confidence: 0.6, sources: hugging_face_blog, techcrunch, hype_risk: medium, cited: NASA briefly sheltered space station astronauts in SpaceX’s Dragon due to leaks

Instructions

For each trending repo, note if press coverage preceded the star surge. Label repos as: - '📰 Press-correlated' — stars gained after/during press coverage - '🌱 Organic growth' — stars gained without press coverage - '⚠️ Hype risk: {level}' — when hype_risk is medium or high

Include a "Press vs Reality" subsection in your analysis highlighting: 1. Press-hyped repos that are losing steam (high hype_risk) 2. Organic gems without any press coverage 3. Disconnects between press narrative and actual GitHub activity

Divergence Analysis

Topics heavily covered by external press with no matching GitHub repos:

🚀 Dev Activity Without Press Coverage

GitHub repos/trends with no matching external press coverage:

  • automation: Wanttroregain/discord-cdn-fix (⭐66), Yellowfitzvalue/discord-cdn-fix (⭐66), LengthRobinMattock/discord-cdn-fix (⭐66)
  • ai: tastyeffectco/sandboxes (⭐445), johnbean393/KeyType (⭐266), razr001/align-dev (⭐139)
  • android: sowardkacey3153/Unlocker-Tool-VPro-2026 (⭐68), flutter/flutter (⭐176802), facebook/react-native (⭐125965)
  • cli: ni5arga/deanonymizer (⭐250), mansoor-mamnoon/codeglance (⭐59), ohmyzsh/ohmyzsh (⭐187807)
  • agent: couragec/LLMInternSkill (⭐141), Snailclimb/JavaGuide (⭐156170), langgenius/dify (⭐144087)
  • awesome: sindresorhus/awesome (⭐473306), vinta/awesome-python (⭐301534), awesome-selfhosted/awesome-selfhosted (⭐297472)
  • api: public-apis/public-apis (⭐439676), neovim/neovim (⭐100214), fastapi/fastapi (⭐98966)
  • agents: chaitanyagiri/munder-difflin (⭐345), langflow-ai/langflow (⭐149275), langchain-ai/langchain (⭐138625)
  • framework: gin-gonic/gin (⭐88614), laravel/laravel (⭐84403), spring-projects/spring-boot (⭐80797)
  • hacktoberfest: kristybilbrew14180044521/Minecraft-Server-Optimizer-2026 (⭐75), axios/axios (⭐109096), tesseract-ocr/tesseract (⭐74520)
  • bash: nvm-sh/nvm (⭐93693), junegunn/fzf (⭐80920), warpdotdev/warp (⭐61108)
  • ai-agent: Forlives/21-day-self-interview (⭐147), helloianneo/ian-xiaohei-scenes (⭐76), thedaviddias/Front-End-Checklist (⭐72835)
  • ai-agents: ntd4996/agentpet (⭐97), spearchucker667/kimiko (⭐57), browser-use/browser-use (⭐97404)
  • agentic-ai: Significant-Gravitas/AutoGPT (⭐184789), infiniflow/ragflow (⭐82009), ruvnet/ruflo (⭐58104)
  • blog: vercel/next.js (⭐139865), AppFlowy-IO/AppFlowy (⭐71864), gatsbyjs/gatsby (⭐55951)
  • astro: Chalarangelo/30-seconds-of-code (⭐128013), unionlabs/union (⭐74003), withastro/astro (⭐59878)
  • docker: louislam/uptime-kuma (⭐87711), Stirling-Tools/Stirling-PDF (⭐80287), usememos/memos (⭐60431)
  • Self-hosted workspace.: pewdiepie-archdaemon/odysseus (⭐56488), pewdiepie-archdaemon/odysseus (⭐56489)
  • 3d: mrdoob/draco.js (⭐147), mrdoob/three.js (⭐112873)
  • algorithmic-trading: Obsidian-Trades/polymarket-copy-trading-bot (⭐142), VoidSignals/Polymarket-trading-bot (⭐105)
  • 1-21-1: gunnardorsey36725068/VapeV4-Client-2026 (⭐85), marvellebeouf03824566482/MineCraft-Clients-W-AND-C (⭐69)
  • anime-api: elfriedarosner02320114921/Easy-Anime-Downloader-2026 (⭐76), hunternightechozerozero2057154/Easy-Anime-Downloader-2026 (⭐75)
  • ad-blocker: lashaundashirk67060242607/SpotAd-2026 (⭐75), pi-hole/pi-hole (⭐59145)
  • fh5: ZackTheHack362B/Forza-Horizon-Spotify-Radio (⭐66), ivandhaxxi/forzahorizon-spotify-integration (⭐65)
  • agent-skills: PabloNAX/ultracode-skill (⭐62), nexu-io/open-design (⭐59635)
  • audio: huggingface/transformers (⭐161342), FFmpeg/FFmpeg (⭐60800)
  • go: golang/go (⭐134434), syncthing/syncthing (⭐85045)
  • awesome-list: ripienaar/free-for-dev (⭐122936), iluwatar/java-design-patterns (⭐94103)
  • c-plus-plus: electron/electron (⭐121556), opencv/opencv (⭐87819)
  • javascript: nodejs/node (⭐117662), socketio/socket.io (⭐63116)
  • app: jaywcjlove/awesome-mac (⭐105302), toeverything/AFFiNE (⭐69120)
  • angular: angular/angular (⭐100305), leonardomso/33-js-concepts (⭐66473)
  • amd: vllm-project/vllm (⭐82040), webpack/webpack (⭐65758)
  • alerting: grafana/grafana (⭐74221), prometheus/prometheus (⭐64324)
  • c: obsproject/obs-studio (⭐72968), git/git (⭐61328)
  • chatbot: xtekky/gpt4free (⭐66295), pathwaycom/llm-app (⭐59432)
  • ads-b: cpaczek/skylight (⭐1867)
  • 账号自动注册与管理 协议化付款一键开通 ChatGPT: asz798838958/aBaiAutoplus (⭐1540)
  • ai-memory: ClaudioDrews/memory-os (⭐895)
  • JoyAI-Echo: Pushing Frontier: jd-opensource/JoyAI-Echo (⭐625)
  • TripoSplat converts single: VAST-AI-Research/TripoSplat (⭐444)
  • bilibili: Jane-xiaoer/xiaoer-videolab (⭐417)
  • Open-source ESP32 firmware: MatixYo/ESP32-Plane-Radar (⭐390)
  • learn from your: S-Sigdel/vimhjkl (⭐353)
  • 一个轻量级、低内存占用的 终端客户端（A lightweight,: jeff141/meatshell (⭐282)
  • agent-security: duncatzat/vigils (⭐281)
  • Static devirtualizer VMProtect: eversinc33/MogVMP (⭐230)
  • Minimalist RP2350 magnetic: torvalds/ScrollWheel (⭐225)
  • drive: zenhosta/9drive (⭐222)
  • ابزار پشتیبانی Termux/Android/Linux: rstagit/rstaspoof (⭐211)
  • InfiPlot world's first: zonghaoyuan/infiplot (⭐209)
  • curated colour palette: zarazhangrui/beautiful-feishu-whiteboard (⭐205)
  • live-wallpapers: teresiapeetz53968036169/WallpaperDownloader-Version-Pro-2 (⭐201)
  • acrobat: mavi9727stoke6893/Acrobat-Version-Pro-2 (⭐200)
  • aktivasi: elvirarolando64992854260/IDM-6.42-Patch-Lifetime-Ver-26 (⭐200)

Budget Notice

Press context truncated to ~8000 tokens; citations and source caveats above are prioritized.