Tech Frontiers
893 articles
Tech FrontiersICLR27 Math Theory Paper Review Sparks Controversy: Theory Ignored, Experiments Under Attack
ICLR27 math and statistics paper review experience sparks debate: theoretical contributions ignored by reviewers while experiments face concentrated attack. Author shares 222 score case, discussing reviewer matching issues and rebuttal strategies.
Tech FrontiersCodex End-to-End in Practice: Sandbox, Multi-Project Management, and Editing Code via Page Annotations
Based on a Bilibili hands-on share, this article systematically explains Codex agent tool's sandbox mechanism, multi-project management, and page-annotation code editing workflow, comparing Claude Code to clarify tool selection logic and help beginners overcome configuration hurdles and truly put AI coding tools to work.
Tech FrontiersMilvus 2.6 in Practice: From Vector Fundamentals to High-Performance RAG Q&A
A practical guide to Milvus 2.6 covering vector database principles and high-performance RAG, including cloud-native architecture, tiered storage, deployment options, and optimization tips for building enterprise-grade Q&A systems.
Tech FrontiersAfter the Midterms, Will Big Tech Pivot to Courting the Democrats?
After the midterms, big tech tries to mend ties with the Democrats, but state governments, local communities, and market pressure test this image repair. This article analyzes the regulatory challenges behind the political pivot.
Tech FrontiersSequoia Shuts Down Its Scouts Program: The End of an Era and a Reflection on the VC Model
Sequoia Capital shuts down its pioneering Scouts program, which many VC firms had emulated. This article analyzes how the scouts model works, the structural reasons it hit its limits, and what this signals for early-stage VC deal sourcing.
Tech FrontiersDeepSeek Open-Sources SuperAgent: AI Watches Your Repo and Replies with PRs
DeepSeek open-sources SuperAgent, hitting GitHub trending with 19,000 stars in two days. This AI agent watches a single repo, auto-opens a workspace, and replies with a PR—designed to minimize attention occupation. Here's a look at its workflow, design philosophy, and research-prototype status.
Tech FrontiersDeepSeek Open-Sources Agent Foundation: How a Plugin Architecture Lets AI Actually Get Work Done
DeepSeek's open-source Agent foundation Harness uses a plugin architecture to help AI move from chatting to real work. This article explains Harness's core mechanisms, modular design, and the shift in AI Agent competition from model capability to tool ecosystems.
Tech FrontiersDon't Rush to Reinstall When DSH Crashes: Open-Source Rescue Kit Captures the Scene in 30 Seconds, AI Diagnoses in Seconds
Rushing to reinstall after a DSH crash destroys troubleshooting clues. A Bilibili creator's open-source DSH Rescue Kit uses a BAT script to collect error and system info in 30 seconds, automatically masks Tokens, Keys, and Cookies, and the zip can be handed directly to AI like Doubao or Kimi for fault analysis; the tool is fully offline and read-only, without changing computer configurations.
Tech FrontiersOpen-Source AI Desktop Pet Coopanion: DeepSeek Big Fat Fish Moves Into Your Taskbar — Install at Your Own Risk
Open-source free AI desktop pet Coopanion reviewed: DeepSeek Big Fat Fish lives in your taskbar, with multiple personalities, local chat memory, pre-action confirmation and login/payment protection, compatible with a dozen-plus models like DeepSeek, Qwen, Kimi, and Claude — 350+ stars in under four weeks.
Tech FrontiersMaking AI Animated Science Videos with Claude and DeepSeek — Even Beginners Can Replicate It
Breakdown of the Bilibili-popular AI animated science video workflow: use Claude Desktop with CCSwitch to connect Opus 5.5 or DeepSeek, generate MP4 via a five-layer prompt structure and shot breakdown — beginners can replicate it, plus model comparison and real costs.
Tech FrontiersGPT-6 Cyber Debut Hunts 81 Zero-Days, Kimi's 2.8T Parameters Top Open-Source Rankings
OpenAI launches GPT-6 Cyber for cybersecurity, finding 81 zero-days in Firefox; Tencent Hunyuan Hi4 expands 10x at one-tenth the cost; Moonshot open-sources 2.8T-parameter Kimi K3.1 Pro to top open weights; US AI sector loses $2.8T in a day.
Tech FrontiersOpen-Source Tool Billion Context: Unlocking Unlimited Context for AI Coding Agents
Billion Context is a trending GitHub proxy layer for AI coding agents that uses incremental reversible compression to prevent context overflow, processing billions of tokens in a 100k window. Here's a breakdown of its compression mechanism, benchmark performance, Claude Pass setup, and limitations.
Tech FrontiersGPT-6 Cyber Breaks New Ground in Vulnerability Discovery, Gemini Video Editable at 15 Seconds, Ernie Open-Sources Model
OpenAI releases GPT-6 Cyber cybersecurity model with breakthrough vulnerability discovery; Gemini video generation extended to 15 seconds with multi-turn editing; Baidu open-sources Ernie Early 5.5 foundation; ChatGPT image generation upgraded to Images 2.6; Claude launches personal finance; DeepSeek Harness hits 1.54M DAU.
Tech FrontiersOpen Source as a Passport: The Hidden Barrier in AI Startups and the DeepSeek Network
Starting from a Bilibili video's "only open source can do business" conversation, this analyzes how open-source identity becomes a commercial access signal in AI startups, the influence of the DeepSeek network, and the circle-forming dilemma of open-source commercialization.
Tech FrontiersDeepSeek Hits 1.54M DAU, Open-Source Agent to Build Its Own Plugin Marketplace
DeepSeek's open-source agent discloses 1.54M DAU, up over 1M in a month, with 35,000 third-party plugins and plans for a plugin marketplace; Hunyuan tops open-source leaderboards, Alibaba teases a new release, and overseas tools pivot to auto-routing, voice, and cloud coding agents.
Tech FrontiersDeepSeek SuperAgent Open-Source Deep Dive: An Engineering Exploration of Multi-Agent Collaboration
DeepSeek SuperAgent open-source breakdown: Router-Worker two-tier architecture, subscriptions, event-driven design, compute-storage separation, Watchdog, plus Agent Desktop, Claude SEO, and See-Through.
Tech FrontiersDeepSeek Open-Sources Super Agent: A System Where AI Manages AI
What is DeepSeek's open-source Super Agent? A breakdown of its dual-layer architecture, Router-Worker division of labor, silent-fix mechanism, and safety limits.
Tech FrontiersDroidDeck: Running Steam Natively on Android — A New Open-Source Gaming Option
DroidDeck is free open-source software that runs the Steam client natively on ARM Android devices, with local games, a virtual gamepad, FSR upscaling, GOG/Epic integration, and a Linux desktop.
Tech FrontiersGTABot: The AI Teammate That Continuously Produces GTA Mods
An AI teammate called GTABot continuously creates GTA Mods. Its latest work rebuilds Leonida in a GTA VI Minecraft Mod at one meter per block.
Tech FrontiersWhy Perplexity's Search Capabilities Are Called Unmatched
Starting from a tweet, this analysis examines why Perplexity's search is called unparalleled: integrated answers with citations, verifiability by design, and impacts on content distribution.