Zcode
AI overview
Sign in and the AI will write an overview from our coverage.
Headlines · 7
- Mimosa Plugin Workspace Reached 334 GiB in One Case
A first-hand report describes a Nov. 6, 2026 inspection of a Mac workspace where Codex was used and runtime data from the Mimosa code-security plugin was present. The author measured the workspace’s root .mimosa directory at about 334 GiB before cleanup and about 203 GiB in a later measurement. Both figures refer to the same root directory, but they were recorded at different times; the report says the numbers should not be treated as directly comparable and that the remaining data cannot automatically be considered junk. The author also notes that not every older session was tested for restoration. The recommended process is to stop related Agent work, back up needed records, check official cleanup options, and review individual candidates before deleting them rather than removing the entire directory.
掘金 · 人工智能 · 🔥 0 - Reddit user reports local GLM 5.3 Flash running 4.2× faster than cloud
A Reddit user compared GLM 5.3 Flash through Z.ai’s official subscription with a locally served version, using the same ChatGPT-generated one-shot prompt and Zcode harness. The cloud run took 43 minutes 48 seconds and produced 117,980 output tokens, while the local run took 10 minutes 24 seconds and produced 118,173 output tokens. The local setup used two NVIDIA RTX PRO 6000 workstation-edition GPUs, an AMD 9960X Threadripper system and 128GB of DDR5 memory.
r/LocalLLaMA · 🔥 0 - Hands-on test compares Codex, ZCode and KimiCode computer control
An unnamed Juejin AI author tested Codex with GPT-6.1 Sol, ZCode with 5.3 Flash, and KimiCode with K3.1 Pro on a workflow that uploaded reference images, submitted Tripo3D jobs, downloaded files, and archived them. KimiCode completed the workflow in about 20 minutes at an estimated API-equivalent cost of ¥56.20, while ZCode took about two hours at an estimated ¥7.05; Codex finished in 18 minutes 59 seconds at an estimated ¥10.63 but could not complete the download because its computer-control tool repeatedly stopped when it could not reliably identify the browser URL.
掘金 · 人工智能 · 🔥 0 - PowerContext 1.4.0 adds reviewable memory revisions and handoff notes
PowerContext 1.4.0 adds Working Notes for recording progress and next steps for handoffs between coding agents, while Dream generates proposed revisions to outdated project knowledge that require review and approval. The release also adds an experimental Kimi Code integration for saving and reading project memories, version history and conditional rollback for supported record types, and .pcb archives for migrating records between environments. The report, published by the OceanBase community account “老纪的技术唠嗑局,” notes that the Kimi Code integration does not include Handoff, existing deployments need to follow migration guidance, and remote OceanBase restoration requires separate validation.
掘金 · 人工智能 · 🔥 0 - User seeks tuning for Crawl4AI and SearXNG research
A user reports that research with local models through Crawl4AI and SearXNG often yields missing, outdated or less relevant results. They subjectively compare the results unfavorably with ChatGPT and Codex, citing GLM 5.3 Flash and DeepSeek V4.1 Flash 1017. The user says they have used ZCode, DeepSeek Harness and OpenCode, and asks whether Crawl4AI and SearXNG can be tuned or paired with another approach to improve research results.
r/LocalLLaMA · 🔥 0 - AI coding agents are changing the identity of Programmer’s Day
GeekPark argues that 1024 Programmer’s Day is unlikely to be canceled, but its traditional identity as a holiday for programmers may weaken as AI coding agents take on repetitive implementation work. This year’s event was renamed the “1024 Programmer’s Day and AI Builders Conference,” with a theme of “Everyone Can Build,” while a festival promotion expanded participation to people who direct AI tools. The article cites an Anthropic report saying junior employees’ share of its technical staff fell from 21% to 14% between the start of 2025 and the report date, while the share of junior roles among new technical hires fell from 27% to 9%. It also reports that Claude agent work time first exceeded employee work time in March and reached six times the amount of human work time by August, according to Anthropic’s report. The article describes programmers’ work increasingly shifting toward reviewing code, directing agents and validating results.
极客公园 · 🔥 0 - Zhipu AI grey-tests GLM-5.3 HighSpeed in ZCode at over 490 tokens/s
Zhipu AI has quietly started a limited grey test of its GLM-5.3 HighSpeed model inside its AI coding tool ZCode, according to 智东西 and 36氪 人工智能, which republished the same report. AI coding blogger Leo said his grey-test instance exceeded 490 output tokens per second, while the AI Ping platform cited in the report measured the standard GLM-5.3 API at 70.84 tokens/s and DeepSeek V4.1 Flash's official API at 121.34 tokens/s. The variant is randomly opened to ZCode subscribers with no application entry point, and it had already appeared on the open-source coding agent Pi harness site about a month earlier with pricing undisclosed. Separately, a Reddit user reported that the open-source Project Maya runtime raised their local GLM-5.3-Flash throughput from about 10 to 30 tokens/s.
智东西 · 🔥 0
Experience and discussion from the community
Share my Zcode experienceAsk about Zcode
Nobody has shared their experience with Zcode yet.