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Valve's Answer to AI Slop and Clone Games on Steam: We Won't Police Developers' Tools
At Steam Indie Connect in Korea, Valve staff addressed AI slop and clone games head-on: no gatekeeping on AI tools, and the best defense against clones is community and steady updates.
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Deep Principle Opens Hydrogen-1.0 on GLM-5.3, Open Weights Still Need a Runtime
Deep Principle’s blog (2026-11-02) shipped Hydrogen-1.0: scientific post-training on GLM-5.3, open BF16/MIT weights—not a Zhipu flagship. HF main is gated=auto; ModelScope mirrors weights; NeuroSpark/Mira are separate. Cards show SGLang/quant deploys, but hubs ≠ hosted chat, and full data/recipes are not shipped. Blog scores = self-reported; we have not re-run them.
Hydrogen-1.0／Hydrogen-1.0-NVFP4／Hydrogen-1.0-MXFP4／GLM-5.3／deep-principle/Hydrogen-1.0Read story
OpenAI Plans Next Security Sprint and Raises Bug Bounty Rewards
On 2026-11-03 ~10:29 Asia/Shanghai, OpenAI plans a next internal security sprint with Cathedral Systems and raises Security Bug Bounty rewards. Blogs (November 2, 2026): midpoints for medium/high/critical more than quadrupling on average; ChatGPT/Codex/API critical up to $30,000; exceptional eligible up to $172,000 with bonuses. Make-ups for awaiting awards and past-30-day payouts. DigIntoAI hasn't re-run the bounty math or reproduced vulnerabilities.
Security Bug Bounty／ChatGPT／Codex／API PlatformRead story
Claude Code 2.1.317 Adds Schedule Connector Warning and Email Send Check
Anthropic pushed Claude Code 2.1.317 to npm as latest (same build as next). Package time is 2026-11-02T23:57:53.069Z (2026-11-03 07:57 Asia/Shanghai); the latest tag move shows around 2026-11-03 09:26 Asia/Shanghai. The stable dist-tag remains 2.1.311. Official CHANGELOG highlights: /schedule warns when a new cloud scheduled task gets unexpected connectors; web/shell tools confirm before sending the account email; Agent SDK hooks gain onFailure: "block". DigIntoAI has not installed or exercised this build.
Claude Code／2.1.317Read story
Gemini API Pricing (November 2026)
Gemini Developer API (AI Studio / API key) November 2026 rates in USD per 1M tokens. Free covers several Flash models within limits (content used to improve products). Paid adds higher limits, caching, Batch (~50% off), and content not used to improve products; Enterprise is Contact Sales. Standard: Argon $2/$10 through 2026-11-30 then $4/$20; 3.8/3.6 Flash $0.75/$3.75 through 2026-12-31 then $1.50/$7.50; 3.5-flash-lite $0.30/$2.50. From 2026-12-01, 2.5-pro→3.8-flash and 2.5-flash→3.5-flash-lite. Gemini 3+ Search: ~5k free/mo then ~$14/1k. Separate from the consumer Gemini App map.
Gemini API／AI Studio／Developer API（Free／Paid／Enterprise）Read story
OpenAI Launches LifeVal Benchmark for Everyday Personal Tasks
On 2026-11-03 ~01:27 Asia/Shanghai (2026-11-02 17:27 UTC), OpenAI announced LifeVal—a benchmark for everyday personal-assistant tasks shaped by feedback from thousands of ChatGPT users. The blog (November 2, 2026) adds a demographically representative survey of 3,995 respondents and says the eval has been used over the past year to track and drive improvement on browser use, computer use, and connectors. Not a new model or pricing drop. We haven't re-tested the blog's example scores, and we haven't seen a full open task set.
LifeVal／ChatGPT（GPT-6 Astra＝官博例表提及，非本条上架）Read story
What You Still Need to Reproduce Tencent Hyra HyInv and HyPLM-Flash
At 16:50 Asia/Shanghai on 2026-11-02 (08:50 UTC), Tencent-Hunyuan/Hyra-results merged HyInv and HyPLM-Flash under AI4Science, and published formal HyPLM-Flash FP32 weights as Release hyplm-flash-weights (prerelease: false). Open inference plus weights is not a full training reproduce. Environment, precision paths, and reproducibility pins below follow the commit, Release, and READMEs—we have not measured speed or accuracy ourselves.
HyInv／HyPLM-Flash／Hyra 2.0Read story
Tibo Says Dots Will Expand to GPT-6 Astra and GPT-6.1 Terra
On 2026-11-02 (23:50 Asia/Shanghai / 15:50 UTC), Tibo (@thsottiaux; Codex & ChatGPT @OpenAI) said OpenAI is working on expanding the frontier models that power dots, including GPT-6 Astra, GPT-6.1 Terra, and more later. Terra targets speed, a personality upgrade, and broader dots reach. Follow-up: a dot will pick the best model for the task and may use different models across the work. In progress—not every dot already on Astra/Terra. We haven't tested live dots routing.
ChatGPT dots／GPT-6 Astra／GPT-6.1 TerraRead story
FlashX Legal Is on OpenRouter Now — Formal ID and Live Prices
On 2026-11-02 (~21:29 Beijing time), OpenRouter listed z-ai/glm-5.3-flashx-legal (canonical …-20261102). Live OR rates: $0.37 / $1.25 / cache read $0.075 per 1M; Z.ai lists the same In/Out and cached input $0.075—cache lines now match on the listed pages (checked 2026-11-03 ~14:36 Asia/Shanghai; final settlement follows the bill at call time). Context 1,048,576; OR max completion 131,072 vs Z.ai card 128K. Reasoning is mandatory. We haven't tested it; direct Z.ai access rules follow the Z.ai site and console.
GLM 5.3 FlashX Legal / GLM-LegalRead story
Before You Call LongCat-2.5, Check the Model Name and Max Output Docs
On 2026-11-02, Meituan’s LongCat API open platform listed GA LongCat-2.5, separate from the 2026-09-25 Preview entry. A Preview client swap still needs the model string, OpenAI／Anthropic base URLs, and conflicting max-output figures checked: Quick Start 128K vs model-params max_tokens 262,144 (256K). Listed rates are limited-time with no end date—settlement follows the live pricing table. We haven't tested every SDK path on both endpoints. For reference only.
LongCat-2.5 / LongCat API（OpenAI 兼容端点、Anthropic 兼容端点）Read story
Why Durable Objects Still Run Old Code for 5 Minutes After Deploy
From 2026-10-30, Cloudflare Durable Objects use deferred code updates by default: an active object can keep running its current code for up to 300 seconds (5 minutes) while waiting to hibernate. immediate fits when a reset is better than waiting. deferred is best effort—it does not guarantee every in-flight operation finishes or that the full max_delay runs. We haven't tested every Worker/Durable Object deploy path. For reference only.
Durable Objects / Wrangler / WorkersRead story
Conductor 0.1.44 Separates Models From Execution Environments
Conductor 0.1.44 (published 2026-11-01T16:50:01Z = 2026-11-02 00:50 Asia/Shanghai) adds execution.profile: run agents in isolated Docker or Azure Container Apps dynamic sessions, with model providers set apart from the run location. README labels ACA Experimental. Repo is MIT—not free models or free Azure. We haven't tested Docker/ACA isolation as a security guarantee. For reference only.
Conductor / Docker / Azure Container AppsRead story
Fabric Data Agent Upgrade and Foundry Migration Checklist (November 2026)
November 2026 brings two separate Fabric Data Agent windows. Nov 2–10: Advanced NL2SQL, advanced DAX, and GPT-5.6 Terra reach the standard runtime (no opt-in); SQL Schema descriptions / topics stay preview. From Nov 6, 2026, migrate Foundry off the custom tool to Fabric IQ (OneLake Catalog) (Preview)—no longer supported. We haven't tested each tenant. Fabric / Foundry builders only. For reference only.
Fabric Data Agent / Fabric IQ / FoundryRead story
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