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- 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 · 🔥 1 - AI Design Skills offers landing-page rules for AI coding tools
The open-source AI Design Skills repository provides self-contained Markdown design instructions that can be used with Claude Code, Cursor, Codex, Windsurf, Cline, and other tools that read rules files. Its first listed skill, landing-page-design, covers page structure, conversion copy, typography, spacing, radii, and motion; users can install individual folders or copy the SKILL.md file into their preferred configuration.
GitHub Trending(每日) · 🔥 0 - LLM Tails open-source bundle brings disciplined rules to coding agents
The author of LLM Tails says the MIT-licensed project combines Ponytail and LLM Wiki through prompts, hooks, and skills that encourage coding agents to read first, write minimally, and verify claims. The author says it has no dependencies and works with Claude Code, Cursor, GitHub Copilot, Codex, Gemini, Windsurf, Cline, and Kiro. Claims about smaller codebases, lower token use, and fewer hallucinations are not supported by numerical results, while the referenced same-prompt comparison image is not available in the supplied report.
r/LocalLLaMA · 🔥 0 - Who Should Hold Production Keys When AI Agents Write Code?
Paul Duvall argues in a Tessl Blog essay that downstream human code review is an ineffective quality and security control that becomes a bottleneck as agents generate code faster. He recommends encoding standards, architecture rules, acceptance criteria, security checks and deployment permissions as automated policies, while reserving human judgment for defining intent and approving irreversible actions. The essay also uses a reported Cline incident to illustrate why agents should receive limited authority and why inputs, caches, identities and deployment pipelines need strict trust boundaries.
Tessl Blog · 🔥 0 - MiniMax M3.1 Flash arrives free in Cline, tied to Space Bunny
MiniMax said on X that M3.1 Flash was ready in Cline on day zero and is currently free there, positioning it for long agentic coding runs where costs add up quickly. The post, citing Cline, claims the model goes toe-to-toe with Opus and GPT on coding at roughly 25x lower cost, without providing an independent benchmark or cost measurement. MiniMax also said M3.1 Flash was the model behind Space Bunny, the stealth model it says has been topping usage leaderboards recently, again without citing leaderboard data.
MiniMax_AI (X) · 🔥 0 - Open-source Free Claude Code tops GitHub Trending with 61 providers
Free Claude Code (FCC) is an independent open-source project that says it is not affiliated with or endorsed by Anthropic, and lets users drive 11 coding agents — including Claude Code, Codex, Pi, OpenCode, Cline, Hermes and Aider — from a terminal, IDE, browser or phone. The project claims integrations with 61 “ToS-friendly” providers offering 1.3B+ free tokens per month, plus ordered fallback models, optional RTK/Headroom output compression and voice input via local Whisper or NVIDIA NIM. Free-tier availability and limits are controlled by each provider and may change.
GitHub Trending · Python · 🔥 0 - Step 5 Preview free for a week on OpenCode, Cline, Kilo and Nous Portal
StepFun said its flagship model Step 5 Preview is free for one week in OpenCode, Cline, Kilo and Nous Research's Nous Portal for agentic and professional work. Material relayed by StepFun describes the model as a 600B-total, 27B-active MoE with a 1M-token context window and vision, and the OpenCode post also lists zero data retention. Nous Research is quoted as saying Step 5 Preview scored 33.89 on the Hermes Index, matching GPT-6 Luna, while Cline says it scores ahead of Kimi K3 and GLM-5.3 on DeepSWE; these benchmark comparisons are partner or vendor claims that have not been independently verified.
阶跃星辰 StepFun · 🔥 0 - Addy Osmani open-sources agent-skills, a 25-skill pack for AI coding agents
Developer Addy Osmani has published agent-skills on GitHub, an open-source pack that encodes senior-engineering workflows, quality gates and best practices as 25 skills (24 lifecycle skills plus a meta-skill) mapped to six phases: DEFINE, PLAN, BUILD, VERIFY, REVIEW and SHIP, with nine slash commands such as /spec, /plan, /build, /test, /review and /ship. The repo says the pack installs via the npx skills CLI into 70+ agents including Claude Code, Cursor, Codex and GitHub Copilot, with native plugin and local install paths; its README also notes that installing a single skill skips the repo-level references/ checklists, a portability gap tracked in issue #361.
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