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plebdevs
@pleb_devs
https://t.co/g7Ft0gBsmG FREE Adversarial AI Course out now (plebdevs dot com) 🤝👩💻🤝🧑💻🤝👨💻🤝
Katılım Kasım 2023
133 Takip Edilen337 Takipçiler
plebdevs retweetledi
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
Kimi.ai@Kimi_Moonshot
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. - 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 - 🔗 API: platform.moonshot.ai 🔗 Tech blog: kimi.com/blog/kimi-k2-6 🔗 Weights & code: huggingface.co/moonshotai/Kim…
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plebdevs retweetledi
Few understand how far local AI has come over the last 6 months...
Austin@bitcoinplebdev
Carnice 9B and TurboQuant on RTX 3060 Ti 8GB (my 10 y old gaming PC) Absolutely insane... A 9B model fits poorly event at 4-bit on this setup, normally would choke at 32K context but turboquant stretches to 131K (still with ~56tps) and allows me to run full autonomous Hermes agent setup locally Completely FREE and opensource
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Have you checked out llmfit?
Very dope tool for easily finding out what local models you can run on your machine
github.com/AlexsJones/llm…
GIF
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plebdevs retweetledi
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: 👇
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plebdevs retweetledi
@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.
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Ollama already made it dead simple to find, pull, and run local models. Now they're shipping the best open coding agent on top of that 👀
Runtime + model directory + agent, all in one tool. Local agentic workflows are getting so much more accessible
ollama@ollama
ollama launch pi --model kimi-k2.5:cloud Ollama can now launch Pi, the coding agent that powers OpenClaw. Designed to be a minimal coding harness that can be adapted to your workflows to create your own coding agent. Comes bundled with powerful primitives to build on, and can be extended with extensions, skills, prompt templates, and themes. All Pi packages work with Pi & Ollama, making it infinitely customizable for different tasks and use cases.
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Latest lesson - TECHSTACK
plebdevs@pleb_devs
Next lesson in the PlebDevs Adversarial AI course is now live! 🤝
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Running @OsaurusAI - Mac-native local AI suite that makes MLX models as easy to run as Ollama, but with a real UI, persistent memory, sandboxed code execution, and 20+ plugins out of the box. Ollama API compatible too. If you're on Apple Silicon, worth a look 👀
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