plebdevs retweeted
Trying kk2.6 - thoughts so far:
- Incredible at spawning / managing subagents
- Great at codebase exploration / bug hunting
- Good thinking / planning model
- Much better at tool calling (then prev kimi models)
- Solid at long running tasks
I don't believe the benches but the vibe check is solid so far
Meet Kimi K2.6: Advancing Open-Source Coding
🔹Open-source SOTA on HLE w/ tools (54.0), SWE-Bench Pro (58.6), SWE-bench Multilingual (76.7), BrowseComp (83.2), Toolathlon (50.0), Charxiv w/ python(86.7), Math Vision w/ python (93.2)
What's new:
🔹Long-horizon coding - 4,000+ tool calls, over 12 hours of continuous execution, with generalization across languages (Rust, Go, Python) and tasks (frontend, devops, perf optimization).
🔹Motion-rich frontend - Videos in hero sections, WebGL shaders, GSAP + Framer Motion, Three.js 3D.
🔹Agent Swarms, elevated - 300 parallel sub-agents × 4,000 steps per run (up from K2.5's 100 / 1,500). One prompt, 100+ files.
🔹Proactive Agents - K2.6 model powers OpenClaw, Hermes Agent, etc for 24/7 autonomous ops.
🔹Claw Groups (research preview) - bring your own agents, command your friends', bots & humans in the loop.
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K2.6 is now live on kimi.com in chat mode and agent mode.
For production-grade coding, pair K2.6 with Kimi Code: kimi.com/code
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🔗 API: platform.moonshot.ai
🔗 Tech blog: kimi.com/blog/kimi-k2-6
🔗 Weights & code: huggingface.co/moonshotai/Ki…
plebdevs retweeted
Meet Gemma 4!
Purpose-built for advanced reasoning and agentic workflows on the hardware you own, and released under an Apache 2.0 license.
We listened to invaluable community feedback in developing these models. Here is what makes Gemma 4 our most capable open models yet: 👇
Replying to @pleb_devs
this is the unlock. runtime, model access, and agent loop in one place lowers the setup tax enough that normal developers will actually try it.
plebdevs retweeted
I think the next phase for a lot of us building software right now is fine-tuning, training, and quantizing open-source models. Writing code is table stakes now. Real leverage is tuning a model for your use case, shrinking it to run on your hardware, and shipping what no API can replicate.
The tools are here
plebdevs retweeted
The events happening all around the world can be difficult for everyone, and my thoughts and motivations are affected.
One way we stay connected is to be creatively productive. We process our thoughts through art, get togethers and writing.
We at Bitcoin Party KC have been actively updating our membership site to create a space for community. We want to provide education and a sense of being with our community. Bitcoin is a sovereign asset that allows you to create more value all over the world. Our hope is that we can catalyze a positive change in the world with bitcoin centric projects.
We’re building this space to support each other’s growth, especially when the world feels overwhelming.
In this picture I shared, I wanted to show real proof of work examples of community we have organized in 2025.
1. A project called @SeedSigner, building diy bitcoin hardware wallets from an event we organized in Kansas City w/ @KcBitcoiners
2. Austin @bitcoinplebdev from @pleb_devs and @PlebLab , talking about learning how to code from a Bitcoin Part KC export event we did in Austin, TX during SXSW, with help and support from @btcplusplus, @madelinevibes, @Blockstream, @ThrillerX_ , @unchained, @TedThayer_, @SuperTestnet, @btctechsupport, @niftynei @Airbtconline and @bitcoincommons
3. Chris from Bitcoin Party KC and @JondoMedia giving an educational talk about a recent bitcoin scam that happened to someone’s loved one and how to avoid it, picture by @bitcoinburnbabe
If you value creative connection and passionate community, the membership and support we offer could be a place where you belong.
In 2026, we’re looking for people who want to join the mission and be a catalyst for real change in the world.
Join us, join the community and support Bitcoin Party KC as we build and grow into the new year. You are a part of the team. We want to grow with you, here: bitcoinpartykc.com
⚡️⚡️⚡️
The Free PlebDevs Adversarial AI Course is coming soon thanks to @HRF !
Learn build with AI:
- Locally
- Privately
- Securely
- Effectively
Thank you to HRF for sponsoring PlebDevs to make this course AND build out further resources on adversarial AI usage - More info below 👇
plebdevs retweeted
I love local LLMs and have spent the last 8 months fiddling with them without a "final product".
Great work putting this together! Can't wait to absorb all this info.
The Free PlebDevs Adversarial AI Course is coming soon thanks to @HRF !
Learn build with AI:
- Locally
- Privately
- Securely
- Effectively
Thank you to HRF for sponsoring PlebDevs to make this course AND build out further resources on adversarial AI usage - More info below 👇
plebdevs retweeted
⚡️🤖@pleb_devs creating his next AI course. 🔥🔥🔥
plebdevs retweeted
Hello world!
Frostr is an open-source protocol + app suite that lets you:
• Split your existing Nostr key into any threshold (2/3, 3/5, etc)
• Sign notes using simple signers that coordinate over Nostr
• Use NIP07 + NIP46 in any Nostr client
Updates soon! ❄️
plebdevs retweeted
FROSTR RELEASE DAY ❄️
Igloo-server first stable release v0.1.7!
- Simple self-hostable frostr signer built with bun
- Lightweight, No DB, ENV vars only
- Web UI, Headless mode, API access, event streaming.
- Umbrel / Start9 coming soon tm
Igloo-desktop v0.1.2:
- Signed and notarized with Apple now
- Will be easier to install and update on OSX now
- They KYC’d me and made me pay $100 for this :(
plebdevs retweeted
Build your own lightning wallet in 20 minutes: youtube.com/watch?v=M_tVo_9O…
plebdevs retweeted
Just shipped Igloo Desktop v0.1.1! ❄️
✨ Real-time peer list w/ pings & status
🧠 Event log filters
🔐 Decoded pubkeys now shown in ShareList & Signer
✅ Cleaner validation + memory leak protection
🧪 Expanded test suites
Try it now for distributed key mgmt on Nostr👇
plebdevs retweeted
PlebDevs Update ~ Improved Course UI and performance!
Can you believe these courses are being rendered directly from Nostr Relays?!?!?
Try it out for yourself!
plebdevs retweeted
New Igloo release for Frostr is here! v0.0.5
- Better form management
- Better error handling
- Help messages
- Basic testing suite
Give it a try, be cautious, and please reach out with any questions / feedback!
plebdevs retweeted
‼️Pleb Underground interviews‼️
@bitcoinplebdev and I got together for a great chat about some of the amazing work he’s doing around Bitcoin and NOSTR
NOSTR Is a MASSIVE Paradigm Shift! | Guest: Austin From PlebDevs
























