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Headlines · 52
- 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A user reports that research with local models through Crawl4AI and SearXNG often yields missing, outdated or less relevant results.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 · 🔥 9 - T3 Code offers a cross-platform interface for local coding agents
According to the project README, T3 Code is an “agent harness control surface” for controlling coding agents configured on a user’s computer. It describes iOS and Android apps, a web app, and an Electron-based desktop app, with claimed support for Claude Code, Codex, Cursor, Grok Build, OpenCode, and Google Antigravity. The developers say the project is very early, that users should expect bugs, and that they are mostly not accepting contributions.
GitHub Trending（每日） · 🔥 6 - OpenCode expands DeepSeek V4.1 Flash credits in Cheepseek phase four
OpenCode announced the fourth phase of Operation Cheepseek, offering subscribers claimed model usage valued at $100 through the $10-per-month OpenCode Go plan. The credit applies to DeepSeek V4.1 Flash and represents usage value rather than cash, with actual consumption limited by request frequency, context and output size, and platform rate limits.
IT之家 AI · 🔥 6 - 10 coding agents tested on one local Qwen 3.8 27B
A Reddit user compared 10 coding agents using the same Qwen 3.8 27B Q4 model through llama.cpp on a MacBook Pro M5 Max with 64 GB of memory. Across five trap-containing tasks, every agent passed four or five tasks, while token consumption, completion time, cache reuse, and network behavior varied substantially; Pi used the fewest median tokens, while Qwen Code used the most. Codex CLI, Cline, OpenCode, and goose attempted an internet connection on every run, although the sandbox blocked those requests.
r/LocalLLaMA · 🔥 0 - SafeAgents locally screens coding-agent tool calls
SafeAgents is an Apache 2.0-licensed local proxy that checks coding-agent tool calls before the harness receives them. It combines two request-based checks with about 110 deterministic atif-scan detectors to identify undeclared tools, unexpected hosts, sandbox side channels, network bypasses, namespace escapes and reward-hacking attempts. An optional OpenAI-compatible judge can assess milder findings and may run locally. Flagged calls are replaced with a text notice, while --log-only mode records attempts without altering execution. The project supports OpenAI Chat Completions and Anthropic Messages, provides setup guides for 12 harnesses and reports end-to-end CI tests for six.
r/LocalLLaMA · 🔥 0 - Expo Releases Official AI Agent Skills for App Development
Expo released Expo Skills, a collection of official AI agent skills covering Expo projects, EAS services, React Native, and iOS and Android constraints. The skills can be installed through official plugin marketplaces for Claude Code and Codex, or through the skills CLI for Cursor, OpenCode, GitHub Copilot, Windsurf, Gemini, and other coding agents. The framework skills are open source under the MIT License, while Expo describes the collection as guidance for building, deploying, upgrading, and debugging Expo apps.
GitHub Trending（每日） · 🔥 0 - Community post reports 5,500 tok/s prompt processing on one RTX 5080
A r/LocalLLaMA post reported that Basalt achieved 5,500 tokens/s in prompt processing while running IQ3_S Qwen3.8 Flash Next on a single RTX 5080. The author also cited peak generation rates of 275 tokens/s for code and tool calls and 190 tokens/s for reasoning traces, using 64GB DDR5-6400 memory and a Core Ultra 9 285K; no independent measurement was supplied.
r/LocalLLaMA · 🔥 0 - Qwen 3.8 Flash Reportedly Rooted an LG webOS TV
Reddit user Switchboy1 reported that Qwen 3.8 Flash, used through an OpenCode harness, found a known exploit and gained root access to an LG webOS TV. The user also linked to a generated pwnLG repository, but the result was not independently verified, and the report does not confirm that all telemetry and advertising-removal objectives were completed.
r/LocalLLaMA · 🔥 0 - HKUDS launches AutoSwarm to coordinate multiple AI agents
HKUDS presented AutoSwarm, an installable system that coordinates existing AI agents as one team by selecting agents according to their capabilities, sharing context and memory, and connecting complementary tools and workflows. It can run subtasks in parallel and synthesize their results, with support across Windows, macOS, and Linux through desktop apps, CLI tools, IDE extensions, and skill-enabled environments. The repository also includes setup instructions, provider probes, and an accompanying technical paper.
GitHub Trending · Python · 🔥 0 - JetBrains 2026.3 Terminal Adds libghostty and AI Agent Compatibility
JetBrains plans to replace JediTerm with Ghostty’s libghostty in the redesigned IDE terminal starting with version 2026.3. The new engine will parse control sequences and manage terminal state while JetBrains retains rendering and IDE integration, adding Kitty keyboard protocol support and improved handling of sequences previously mishandled by JediTerm. libghostty is enabled by default in the 2026.3 Early Access Program, while some features such as local clipboard access and image display remain unfinished, according to iThome 台湾.
iThome 台湾 · 🔥 0 - OpenBot provides a local-first desktop workspace for persistent AI agents
OpenBot is described as a local-first desktop workspace for persistent AI agents. It supports the local Codex App Server and Claude Code directly, plus Grok CLI, OpenCode, Gemini, Cursor CLI, and Cline CLI through ACP. Each agent has a separate workspace and conversation, while the app provides local queues, file transfers, an embedded browser, and agent-to-agent messaging. The project remains a development preview. After explicit consent on first launch, agents currently receive full-access permissions and can modify files, run commands, use the network, and control the embedded browser without per-action confirmation. The report also notes that OpenBot is local-first rather than offline-only because supported agents, visited pages, and plugins may connect to external services.
GitHub Trending（每日） · 🔥 0 - Qwen 3.8 Flash Next Used for a Privacy-Sensitive Academic Workflow
A Reddit user reports using Qwen 3.8 Flash Next locally through OpenCode with a vLLM backend to manage an MSc dissertation workflow involving student records, supervisors, projects, examiners and grades. The sandboxed system ingested differently formatted CSV exports, built a relational database and generated a project booklet while keeping sensitive records on local disk. The user says the model performed this specific task as well as a frontier cloud model and ran faster than Codex, but this is an unverified personal assessment rather than a general benchmark.
r/LocalLLaMA · 🔥 0 - vLLM constrained decoding lifts tool-call schema accuracy
Ubicloud engineers reported that serving Kimi K2.6 with vLLM 0.28 produced valid tool-call schemas in 92% of 2,000 K2VV ToolCall benchmark requests. After enabling constrained decoding in vLLM 0.31, they said schema accuracy reached 100% for newer Kimi and DeepSeek models before deploying the change in production. The post also warns that constrained decoding can introduce off-course generation, grammar-translation errors, request failures, and conflicts with speculative decoding, so vLLM did not enable it by default.
Hacker News 首页（100+ 分） · 🔥 0 - Buddy brings Codex CLI to Android with on-device app control
The developer of Buddy announced an open-source Android app that runs the real Codex CLI inside a small Linux environment and signs in with a ChatGPT plan. According to the developer, Buddy requires no PC, Android Debug Bridge, or root access, and gives Codex tools to view the screen, tap, operate apps, and test what it builds.
r/OpenAI · 🔥 0 - Blind test compares five self-hosted AI agents on Qwen 3.8 27B
Reddit user /u/GapNew4766 reported a scripted blind test of OpenCode, goose, Atomic Agent, Hermes and OpenClaw, all running locally on an M5 Max MacBook Pro with 64GB of memory. Each used an uncensored Qwen 3.8 27B model in llama.cpp and completed the same five tasks, including merging contact lists, renaming a function across three files, fixing a bug, counting log errors and converting a receipt PDF into a spreadsheet. All five passed three tasks, while four passed the bug-fix and receipt-conversion tasks; the agent-to-label mapping remained hidden at publication.
r/MachineLearning · 🔥 0 - Hallmark v2 launches anti-AI-slop design skill for coding agents
Hallmark v2 is an MIT-licensed design skill for Claude Code, Codex CLI, Cursor and OpenCode that aims to reduce stereotyped AI-generated visuals. According to Nutlope’s repository, the update adds 48 themes, custom design requests, URL and development-server screenshots, redesign and audit commands, and browser-based checks for machine-like design patterns. Browser checks require Puppeteer Core and Chrome, while static checks remain available without them.
GitHub Trending（每日） · 🔥 0 - Qwen3.8 Flash Next IQ3_S benchmarked on RTX 5080
A Reddit user reported benchmarking Qwen3.8 Flash Next IQ3_S with Strata/Basalt on an RTX 5080 with 16GB VRAM, an Intel Core Ultra 9 285K, 62GB DDR5-6800, 262K context and an int8 KV cache. In 103 opencode agent-coding requests with contexts up to 130K, it averaged 5,011 tok/s for prompt processing and 153 tok/s for generation. A 15K–207K context sweep averaged 5,475 tok/s for prompt processing and 154.9 tok/s for generation, with a peak of 5,662 tok/s and 186.6 tok/s, respectively. The agent test recorded a generation peak of 262 tok/s, the report’s best single second, exceeding the title’s “up to 250 tok/s” claim.
r/LocalLLaMA · 🔥 0 - Open-source optimAIzr targets coding-agent usage costs
A senior software engineer said on Reddit that they built optimAIzr with Claude Code while seeking to reduce repeated-context costs in coding-agent usage. The creator says the free, open-source tool runs locally without accounts or prompt uploads, analyzes usage across Claude Code, Codex, and opencode, and can help verify savings. Their personal transcript analysis attributed 56% of API-equivalent costs to rereading context, with cache expiry accounting for $98.74 over 27 days, but the report provides no independent verification.
r/ClaudeAI · 🔥 0 - capy-flash v0.7.4 expands local Qwen3.8 inference
capy-flash v0.7.4 is a standalone local inference engine for Qwen3.8-27B and Qwen3.8-Flash-Next, designed around NVIDIA NVFP4 quantization and multi-GPU tensor parallelism. The author reports broader single-GPU support, persistent context caching, faster long-prompt processing, and compatibility with Claude Code, Codex CLI, and OpenCode; the post also includes local throughput benchmarks, but these results have not been independently verified.
r/LocalLLaMA · 🔥 0 - OpenCode Says AI-Driven Attack Stolen Credentials Triggered 50 Compute Charges
OpenCode co-founder Dax Raas said an AI-driven attack against the AI coding platform began on October 16 and required staff to remain on duty around the clock. The report says founder Colin Parsons received 50 charge notifications after credentials stored on OpenCode were used to purchase Anthropic and OpenAI compute services, while spam flooded the platform's Discord support channel every two seconds. The broader “Black October” framing and claims about the wider scale of AI-assisted attacks remain unconfirmed.
虎嗅 AI · 🔥 0 - Coding-Agent Harness Changes Raise Costs Without Reliable Gains
Shandong University researchers Liu and Han compared Claude Code, OpenCode, and mini-SWE-agent while holding the language model constant. Most performance differences were similar to rerun noise, while the harnesses consumed two to three times as many tokens as the leanest option; OpenCode showed a significant deficit on the larger task pool. A small cross-check on Terminal-Bench 2.1 showed the same pattern.
The Decoder · 🔥 0 - book-to-skill turns technical documents into reusable agent skills
The open-source book-to-skill project converts technical books, document folders, or source collections into structured Agent Skills for coding-agent hosts including GitHub Copilot CLI, Amp, Claude Code, Codex, Hermes Agent, OpenCode, and OpenClaw. According to its README, the tool extracts source material locally and organizes it into frameworks, decision rules, anti-patterns, a glossary, and per-chapter files that agents can load on demand. Its maintainers report using 24 to 51 times fewer tokens than placing an entire book in context for one question, although that measurement has not been independently verified.
GitHub Trending · Python · 🔥 0 - Opencode reportedly encountered an injected idle-session reminder
A Reddit user quoted opencode output describing a system reminder that claimed a session had been idle and directed it to invoke a skill called “reminder idel-skills.” According to the quoted output, opencode treated the reminder as an injected artifact, ignored it, and continued the task; the report does not independently establish how the reminder entered the session.
r/LocalLLaMA · 🔥 0 - DatI releases version that publishes databases as semantic-aware MCP services
Open Source China (开源中国) reports that DatI, described as a lightweight semantic gateway connecting AI agents to enterprise databases, has released a new version that publishes databases as semantic-aware MCP services with schema-level permission control. According to the product description, users connect a database, configure business semantics and enable preset and parameterized SQL tools to publish a Streamable HTTP-based MCP service, which can then be used by AI agents or MCP hosts such as OpenCode and WorkBuddy. The report does not give a version number or independent confirmation of the claims.
开源中国 · 🔥 0 - Beam Creates a Gemma-4 Fine-Tuning Notebook via opencode
UnslothAI said it connected Beam to opencode and asked it to create a fine-tuning notebook for the smallest Gemma-4 model on a Text2SQL task, an out-of-distribution domain for Beam. According to UnslothAI, Beam researched model cards, Unsloth documentation and README files, implemented the fine-tuning logic, and raised Gemma’s accuracy by 66.5% on a held-out test set; these performance details were not independently verified.
UnslothAI (X) · 🔥 0 - OpenShell 0.1.x expands runtime controls for autonomous AI agents
OpenShell announced updates in its 0.1.x line, including a stable release cadence, new isolation primitives, an expanded extension surface, and new APIs. The project says its runtime runs each AI agent in an isolated sandbox, enforces policies on file, system-call, and network access, and limits credentials to approved endpoints. OpenShell also says formal verification flags risky access granted by proposed policy changes before approval.
Hacker News 首页（100+ 分） · 🔥 0 - AI-related risks emerge in software security incidents
An InfoQ article authorized for publication by 36Kr reviews vulnerabilities affecting GitLab, Chrome, Node.js, PHP, LiteLLM, eMudhra and Railway, alongside separate incidents involving AI-assisted attacks on Korean financial institutions and an AI agent reported to have deleted PocketOS’s production database and backup in nine seconds. The report says the listed vulnerabilities may not be technically related, does not establish a coordinated campaign, and does not claim that AI discovered every flaw.
36氪 人工智能 · 🔥 0 - SOMA, an open-source AI CAD app that lets Claude Code write CadQuery models
A developer has released SOMA, a free, GPL-licensed desktop app that lets a coding agent such as Claude Code write CAD models as CadQuery Python code; the app rebuilds the model on every save and displays it in 3D, according to the author's Reddit post. The author says Claude runs in a normal terminal inside SOMA using the user's own Claude Code subscription and settings, and that the app also works with Codex, OpenCode and Gemini CLI. SOMA gives the agent a command-line interface to build models, measure distances, check collisions, run FEM and render images, and it includes an AGENTS.md with switchable skills for 3D printing, CNC and sheet metal. The author says builds exist for Windows, Mac and Linux but that testing has focused mainly on Windows, and the capability claims have not been independently verified.
r/ClaudeAI · 🔥 0 - KRAFTON AI releases Raon-1 mini, a 30B-A4B open-weight MoE model under Apache 2.0
KRAFTON AI has released Raon-1 mini, a 30B-A4B Mixture-of-Experts language model that the model card says was designed and trained from scratch by the company's AI lab. The model card, surfaced in a r/LocalLLaMA post linking a Hugging Face GGUF preview build, lists an Apache 2.0 license and highlights built-in thinking, instruction following and search, Korean and English ability, and tool calling for agentic workflows with Hermes Agent, Pi and OpenCode. KRAFTON's claims of leading results on math, science, instruction-following and search benchmarks are vendor-supplied and were not independently verified in the supplied material; the card also mentions a DFlash2 draft model for speculative decoding and MXFP8 and NVFP4 quantization, with NVFP4 said to allow inference on a single 32GB RTX 5090.
r/LocalLLaMA · 🔥 0 - OpenCode breach may expose AI API keys of about 1.4% of Console users
OpenCode, an open-source AI coding-agent tool, suffered a security incident on the evening of October 16, according to iThome, which cites multiple media reports. Attackers carried out a large-scale distillation attack after breaching a system slated for retirement, potentially obtaining third-party AI service API keys stored in some users' OpenCode Console workspaces and affecting about 1.4% of Console users, the report said. OpenCode emailed affected users and is working with OpenAI, Anthropic and Google; Anthropic and Google blocked suspected leaked keys, while OpenAI said it is helping users recover and refunding charges incurred during the attack. Users have reported unauthorized API requests, unexpected charges and projects suspended after Google detected anomalous activity.
iThome 台湾 · 🔥 0
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