
DwarfStar 4: Can You Run ds4 on Your Mac This Week?
Can DwarfStar ds4 run DeepSeek V4 Flash on your Mac this week? Quant, tok/s, and Claude Code setup, checked against the README.

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Yash Thakker is a Generative AI expert with over 12 years of experience in product leadership and technical strategy. As the founder of explainx.ai, he has taught over 300,000 learners and built AI platforms serving millions of users globally. He specializes in Agentic AI, Multimodal RAG, and the intersection of LLMs with consumer hardware.

Can DwarfStar ds4 run DeepSeek V4 Flash on your Mac this week? Quant, tok/s, and Claude Code setup, checked against the README.

zkAPI lets you pay AI services from a private balance so providers cannot link requests to you. Mechanics, experimental status, privacy limits, builder uses.

Google Research's Cogentic harness used Gemini on five open TCS math problems. Multi-agent prove–verify, expert review, not Meta Muse Spark.

The viral 81% Astra cost cut is wrong. Artificial Analysis puts GPT-6.1 Sol at $0.72 vs Astra $3.26 per Index task — ~78% cheaper, not list-price math.

Shrivu Shankar's harness thesis on HN: own vs buy, taste-holders, and the pushback on swarms, cost, trust, and real-world contact.

CASP's intelligence explosion paper, co-authored by Hinton: who wrote it, what timelines it states, and what builders should change.

Step-by-step tutorial to build a Claude Code mod with real screenshots: manifest, hooks, state contract, a UI band, a slash command, validate and test.

LangChain Managed Deep Agents 0.8 adds user-level durable memory via memory.py. Mounts, defaults, allow policies, Context Hub persistence, and schedule limits.

Ling-3.1-flash by AntLingAGI: 560B total, 25B active, free on OpenCode, No. 2 open model on Mobile App Arena. Context-window gap, benchmarks, and caveats.

llama.cpp PR #29818 adds /v1/systemone for Jev-style decision models. Five open GGUFs: Julia-1, Laya, Kev-4B, lev, OpenJev.

Meta open-sourced Muse Gadgets (Apache 2.0 ESP32 + Linux SDKs) and is giving 5,000 free Home Link dongles to US Muse subscribers. Builder guide.

Meta says Muse Spark 1.1/1.2 helped mathematicians on six papers via meta.ai chat. Five answer open questions. Credit, review, and what builders should trust.