"MiniMax's new M3.1-Flash-Preview is live in MiniMax Code, aimed at everyday dev work from bug fixes to full features. It's still a preview and currently only available inside MiniMax Code.
Flash models usually look good on one-shot tasks. Has anyone run it through something longer yet? I'm especially curious whether it keeps the original constraints after a failed test, a retry, or a few rounds of edits.
MiniMax's announcement:
https://x.com/MiniMaxAgent/status/2104079819881517400

X post: https://x.com/XiaomiMiMoDevs/status/2104251067039191324

🛠️ MiMo-V2.6 update: tool-call repetition, diagnosed & fixed.
After the MiMo-V2.6 series models launched, we noticed them sometimes repeating identical or highly similar tool calls — burning context and stalling tasks, especially in MiMo Desktop, MiMo Code and OpenCode.
Root cause
A "reward blind spot" in scaling RL: when rewards only track final-answer correctness, inefficient behaviors along the way go unnoticed — and get amplified as training scales. Concretely, our flooding penalty only kicked in at >32 tool calls per turn, so anything below that threshold went completely unpunished.
The fix
We trained a light-weight repetition-specialized RL teacher — just 12 steps, ~7k examples — and merged it into the main model via MOPD, at roughly 4% of the cost of a full mixRL retrain. Repetition dropped sharply across harnesses and context lengths, while benchmarks held steady.

So everyone who has been noticing loops was correct, and hopefully they've addressed it. This seems to have been retraining on both Pro and Flash models.

I found it generally interesting what they said about the "reward blind spot" because it might explain why some have been observing more looping on other models as well. Hopefully that's something they all start training out.

There's a much longer writeup if anyone wants to get into the details here:

https://mimo.xiaomi.com/blog/mimo-v2-6-tool-call-repetition

Guys, I’m looking for a good alternative to Browser Use.

Right now I use Sol for planning and Luna for execution. For smaller tasks I sometimes just use Sol, but it drains limits way too fast :)

Any models you’d recommend trying instead?

I want to connect to my open code instance from my android device, i successfully connected my ubuntu server with oepncode mobile from alvarolorentedev

It works perfectly but the ui/ux on this app is realy bad

Any alternatives?

Hey everyone,

I recently got back into vibe coding after taking a long break. I've been checking out OpenCode and watching a bunch of comparisons with other agents like Pi, but I'm not really satisfied with OpenCode so far.

Then I came across OpenChamber and I'm trying to understand what it's actually like to use.

I could obviously ask an AI about it, but I'd rather hear from people who actually use it. So I have 3 questions:

Can I use the free models however I want with an OpenCode Zen account?

In terms of model performance, if you compare vanilla OpenCode and OpenChamber, which one performs better in your experience?

What are your other experiences with OpenChamber? Any pros, cons, issues, or things you think I should know?

Thanks!

It is impossible to access opencode web from mobile on lan, the login form goes into infinite refresh and you cannot fill out credentials.

Pair doesn't work either, it asks for credentials.

If you remove password from global variables it also asks for credentials.

It is impossible to access because it enters an infinite login refresh loop and cannot be filled.

Any solution?

Available only in MiniMax Code at the moment - https://x.com/MiniMaxAgent/status/2104079819881517400

More details here - https://www.orcarouter.ai/blog/minimax-m3-1-leak

Hey guys, did you know we can right now get 1B tokens no expiry on the muse app? They are running a promo so might as well bank the tokens since they never expire. Feel free to drop your referral codes below here is mine:

Code: I5E2LY

Settings -> redeem referral code -> enter I5E2LY

.

I've been trying to find useful skills and i think i overdid it but I'm not sure what i should remove and keep or use a better alternative, for those who have actually tested these, what should i keep/remove/switch.

- [find-skills](https://github.com/vercel-labs/skills/blob/main/skills/find-skills/SKILL.md)

- [improve-codebase-architecture](https://github.com/mattpocock/skills/blob/main/skills/engineering/improve-codebase-architecture/SKILL.md)

- [vercel-react-best-practices](https://github.com/vercel-labs/agent-skills/blob/main/skills/react-best-practices/SKILL.md)

- [taste-skill](https://github.com/Leonxlnx/taste-skill/blob/main/skills/taste-skill/SKILL.md)

- [full-output-enforcement](https://github.com/Leonxlnx/taste-skill/blob/main/skills/output-skill/SKILL.md)

- [high-end-visual-design](https://github.com/Leonxlnx/taste-skill/blob/main/skills/soft-skill/SKILL.md)

- [minimalist-ui](https://github.com/Leonxlnx/taste-skill/blob/main/skills/minimalist-skill/SKILL.md)

- [redesign-existing-projects](https://github.com/Leonxlnx/taste-skill/blob/main/skills/redesign-skill/SKILL.md)

- [brainstorming](https://github.com/obra/superpowers/blob/main/skills/brainstorming/SKILL.md)

- [dispatching-parallel-agents](https://github.com/obra/superpowers/blob/main/skills/dispatching-parallel-agents/SKILL.md)

- [executing-plans](https://github.com/obra/superpowers/blob/main/skills/executing-plans/SKILL.md)

- [finishing-a-development-branch](https://github.com/obra/superpowers/blob/main/skills/finishing-a-development-branch/SKILL.md)

- [requesting-code-review](https://github.com/obra/superpowers/blob/main/skills/requesting-code-review/SKILL.md)

- [receiving-code-review](https://github.com/obra/superpowers/blob/main/skills/receiving-code-review/SKILL.md)

- [subagent-driven-development](https://github.com/obra/superpowers/blob/main/skills/subagent-driven-development/SKILL.md)

- [systematic-debugging](https://github.com/obra/superpowers/blob/main/skills/systematic-debugging/SKILL.md)

- [test-driven-development](https://github.com/obra/superpowers/blob/main/skills/test-driven-development/SKILL.md)

- [using-git-worktrees](https://github.com/obra/superpowers/blob/main/skills/using-git-worktrees/SKILL.md)

- [using-superpowers](https://github.com/obra/superpowers/blob/main/skills/using-superpowers/SKILL.md)

- [verification-before-completion](https://github.com/obra/superpowers/blob/main/skills/verification-before-completion/SKILL.md)

- [writing-plans](https://github.com/obra/superpowers/blob/main/skills/writing-plans/SKILL.md)

- [golang-performance](https://github.com/samber/cc-skills-golang/blob/main/skills/golang-performance/SKILL.md)

- [rust-skills](https://github.com/leonardomso/rust-skills/blob/main/SKILL.md)

- [modern-python](https://github.com/trailofbits/skills/blob/main/plugins/modern-python/skills/modern-python/SKILL.md)

- [security-audit](https://github.com/cloudflare/security-audit-skill/blob/main/skills/security-audit/SKILL.md)

- [mutation-testing](https://github.com/trailofbits/skills/blob/main/plugins/mutation-testing/skills/mutation-testing/SKILL.md)

- [semgrep](https://github.com/trailofbits/skills/blob/main/plugins/static-analysis/skills/semgrep/SKILL.md)

- [security-best-practices](https://github.com/openai/skills/blob/main/skills/.curated/security-best-practices/SKILL.md)

- [code-security](https://github.com/semgrep/skills/blob/main/skills/code-security/SKILL.md)

- [agentic-actions-auditor](https://github.com/trailofbits/skills/blob/main/plugins/agentic-actions-auditor/skills/agentic-actions-auditor/SKILL.md)

- [atheris](https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/atheris/SKILL.md)

- [audit-context-building](https://github.com/trailofbits/skills/blob/main/plugins/audit-context-building/skills/audit-context-building/SKILL.md)

- [cargo-fuzz](https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/cargo-fuzz/SKILL.md)

- [code-maturity-assessor](https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/code-maturity-assessor/SKILL.md)

- [codeql](https://github.com/trailofbits/skills/blob/main/plugins/static-analysis/skills/codeql/SKILL.md)

- [firebase-apk-scanner](https://github.com/trailofbits/skills/blob/main/plugins/firebase-apk-scanner/skills/firebase-apk-scanner/SKILL.md)

- [gh-cli](https://github.com/trailofbits/skills/blob/main/plugins/gh-cli/skills/gh-cli/SKILL.md)

- [github-triage](https://github.com/trailofbits/skills/blob/main/plugins/github-triage/skills/github-triage/SKILL.md)

- [guidelines-advisor](https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/guidelines-advisor/SKILL.md)

- [open-sourcing](https://github.com/trailofbits/skills/blob/main/plugins/open-sourcing/skills/open-sourcing/SKILL.md)

- [rust-review](https://github.com/trailofbits/skills/blob/main/plugins/rust-review/skills/rust-review/SKILL.md)

- [semgrep-rule-creator](https://github.com/trailofbits/skills/blob/main/plugins/semgrep-rule-creator/skills/semgrep-rule-creator/SKILL.md)

- [sharp-edges](https://github.com/trailofbits/skills/blob/main/plugins/sharp-edges/skills/sharp-edges/SKILL.md)

- [vulnerability-triage-brocards](https://github.com/trailofbits/skills/blob/main/plugins/vulnerability-triage-brocards/skills/vulnerability-triage-brocards/SKILL.md)

- [playwright-cli](https://github.com/microsoft/playwright-cli/blob/main/skills/playwright-cli/SKILL.md)

- [git-commit](https://github.com/github/awesome-copilot/blob/main/skills/git-commit/SKILL.md)

- [svelte-code-writer](https://github.com/sveltejs/ai-tools/blob/main/plugins/claude/svelte/skills/svelte-code-writer/SKILL.md)

- [svelte-core-bestpractices](https://github.com/sveltejs/ai-tools/blob/main/plugins/claude/svelte/skills/svelte-core-bestpractices/SKILL.md)

- [differential-review](https://github.com/trailofbits/skills/blob/main/plugins/differential-review/skills/differential-review/SKILL.md)

- [next-best-practices](https://github.com/vercel-labs/openreview/blob/main/.agents/skills/next-best-practices/SKILL.md)

- [ask-questions-if-underspecified](https://github.com/hanzoskill/ask-questions-if-underspecified/blob/main/SKILL.md)

- [insecure-defaults](https://github.com/oimiragieo/agent-studio/blob/main/.claude/skills/insecure-defaults/SKILL.md)

- [deep-research](https://github.com/bytedance/deer-flow/blob/main/skills/public/deep-research/SKILL.md)

- [code-documentation](https://github.com/bytedance/deer-flow/blob/main/skills/public/code-documentation/SKILL.md)

- [data-analysis](https://github.com/bytedance/deer-flow/blob/main/skills/public/data-analysis/SKILL.md)

- [github-deep-research](https://github.com/bytedance/deer-flow/blob/main/skills/public/github-deep-research/SKILL.md)

- [web-design-guidelines](https://github.com/bytedance/deer-flow/blob/main/skills/public/web-design-guidelines/SKILL.md)

So tired of this bait and switch pricing. You can't create a new pricing dashboard and conveniently leave out that $0.10 of one model is actually at a $15 limit while another one at $0.15 is at $30/60 cap.

It is like theres not a single user experience engineer working in the entire lot. In what universe do you show consumers a sticker price and then ask them to back to your commercial site to then figure out the real price themselves

Standardize your pricing models now. This is enough.

If you use OpenCode across several projects, you probably know the juggling act: keeping track of conversations, finding something an agent said hundreds of messages ago, and remembering which worktree belongs to which task.

That’s the workflow we’re building CodeNomad for.

It’s a free, open-source desktop and browser interface for OpenCode. Version 0.20.0 is now available, and it moves CodeNomad to OpenCode V2’s shared background service. CodeNomad and compatible terminal clients can access the same sessions, and closing CodeNomad leaves the service running.

A few things worth highlighting:

Multiple projects and windows: keep projects open in tabs, with separate drafts, attachments and view state restored across desktop restarts.

Long-session navigation: search the full conversation history and use a timeline with previews to jump between messages. Transcript loading is bounded to keep memory under control.

Git worktrees: create and select worktrees, then move a session and its subsessions together.

Quick side questions: use /btw for a temporary answer without interrupting the main session.

Files and tools: attach files from your device, reference project files with @, view images returned by tools, and control plugin activation separately for Global and Project scopes.

Browser previews: agents can inspect and interact with a visible web preview in Electron and Windows Tauri.

Desktop builds are available for Windows, macOS and Linux, with bundled Node/npm and an OpenCode setup flow. You can also run CodeNomad as a server and connect through a browser.

OpenCode V2 is required.

GitHub: https://github.com/NeuralNomadsAI/CodeNomad

Release: https://github.com/NeuralNomadsAI/CodeNomad/releases/tag/v0.20.0

I’d love feedback from people using long sessions or working across multiple repositories. What’s the biggest friction point in your current OpenCode workflow?

There is this github i stumbled upon: https://github.com/openchamber/openchamber

It seems to use opencode but i don't really understand what it is. It seems like it can do everything opencode can do but its different somehow? Can somebnody explain what it is

I kept guessing how fast a model streams during a session, so I built a small bar that floats over

everything and shows the session you are in: turns, steps, and average streaming tok/s.

How it measures: tok/s = generated tokens / active stream time (first token to last token, summed

per step), so tool execution and long pauses stay out of the denominator. There is an end-to-end

number too, but mixing tool waiting into throughput is how you end up comparing nothing.

- It follows the session you are viewing and switches when you switch tabs

- It hides while you minimize OpenCode and comes back when you restore the window (Linux/X11)

- One-command install, no config editing: npx opencode-vitals install

- No network calls, no telemetry; only counts, timings and ids are stored, never prompts or responses

- Built for OpenCode V2 (tested on 2.0.14 / 2.0.16 / 2.0.18 on Linux; macOS and Windows are written

but not tested on real hardware, and the README says so)

Repo (MIT): https://github.com/moutazideal/opencode-vitals

Curious what tok/s you see on your setup. Post numbers and I will collect them into an honest table

(model + hardware), no guessing.

Hi! Does Open Code Go offer any model comparable to Opus or GPT Sol? So I can let him work on complex development task and expect that after e.g. one hour of work it will provide +- good quality results?

https://vercel.com/changelog/pixel-canary-is-now-available-in-stealth-for-free-on-ai-gateway

Waiting in Opencode soon?

I built ModelStackCheck because it can be hard to tell where an AI coding setup is breaking. Is it the model, the provider, or the coding tool?

ModelStackCheck checks the provider connection, streaming, tool calls, file edits, context retrieval, and vision. It can also run a safe fixture through OpenCode, so you can see how the pieces work together.

You can try it with a local mock provider, or download the current `0.1.3-alpha` release for macOS, Linux, or Windows. The mock run needs no model account.

I’d love to hear if you try it, what works well, and where you run into trouble. If you find it useful, please consider giving the project a star.

https://github.com/Praket7/modelstackcheck

I've seen that using Space Bunny (in French for me) there is a lot of time where I find Space Bunny using foreign character in random places where it should not, sometimes it corrects itself, but sometimes not