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News
OpenCode + Local LLMs: Safe Coding Agent Guide
2+ day, 10+ hour ago (1632+ words) Stable OpenCode 1 + Ollama is the primary path. LM Studio and llama.cpp are practical alternatives. OpenCode 2 is treated separately as beta. Downloads: publication-ready PDF · disposable companion lab ZIP This edition was tested on 21 August 2026 with: The test established all of…...
Qwen3.8-27B Local Hardware Guide
1+ week, 2+ day ago (1765+ words) Keep reading with the stories getting the most attention now. Verdict: Yes, Qwen3.8-27B runs locally on a laptop, but 24GB of unified memory or VRAM is the fit-first minimum I would consider, 32–48GB is the practical sweet spot, and a desktop RTX 5090 is…...
GLM-5.3 Just Launched: Specs, Benchmarks, API & How to Use It
1+ week, 3+ day ago (1318+ words) Z.ai has launched GLM-5.3, and the most important fact is the least glamorous one: this is not a new base model. The company says GLM-5.3 uses the same base as GLM-5.2. The gains come from another month of post-training—more…...
I Built a Private Muse Glimmer Agent on a 24GB Mac—Here’s What Broke
1+ week, 6+ day ago (1664+ words) This build is worth it for developers, researchers and privacy-sensitive operators who already own suitable hardware and have recurring local-file workflows. Stay with a cloud agent if you need frontier-model quality, fast multimodal work, rich web tools, effortless setup or…...
Muse Glimmer vs Qwen3.6: Mac Test + A100 Rerun
1+ week, 6+ day ago (1688+ words) Keep reading with the stories getting the most attention now. The Muse machine was a MacBook Pro (Mac16,7) with a 14-core Apple M4 Pro, 20-core integrated GPU, 24GB unified memory, and macOS 26.3 (25D125). The scored Qwen rerun used an NVIDIA A100-SXM4-80GB on Ubuntu 24.04.3 LTS, with…...
Claude's 67% Riemann-Zeta Result, Explained
1+ week, 6+ day ago (1637+ words) Keep reading with the stories getting the most attention now. Anthropic says an unreleased Claude model pushed a century-old lower bound from 41.6% to 67.25%, then helped formalize the argument in Lean. Here is what was actually proved, how the AI research…...
Qwen3.8-Max vs Kimi K3 vs DeepSeek V4 Flash: 45 Runs
2+ week, 6+ day ago (1734+ words) Five original tasks, three fresh attempts per model, official providers pinned and fallbacks disabled. Under a shared high-reasoning, 8,000-token limit, Kimi K3 was the safest model at getting an answer over the line; the reason matters more than the headline score....
DeepSeek V4 Flash in Codex: 20 Coding Tasks Tested
2+ week, 6+ day ago (1362+ words) DeepSeek V4 Flash won the scorecard and lost the stopwatch. In my predeclared 20-task repository test, run through Codex with hidden tests, it produced 19 accepted fixes for a metered API cost of $0.3433. My normal Codex model accepted 17. DeepSeek, however, took 1.93 times…...
Inkling AI Model: Benchmarks, Specs & Open Weights
1+ mon, 1+ week ago (1353+ words) Thinking Machines introduced Inkling on July 15, 2026 as its first open-weight foundation model. It is available as a BF16 checkpoint and an NVFP4 checkpoint, through the company’s Tinker fine-tuning service, and through a group of third-party inference providers. The model is intended as…...
Rio 3.5 Open 397B: A Serious Open Model Release, Or A Benchmark Claim In Need Of An Audit?
2+ mon, 1+ week ago (1002+ words) Rio 3.5 Open 397B is a real, large, open-weight Hugging Face release tied to Rio de Janeiro’s municipal technology company. Its specs are impressive. Its benchmark claims are even bigger. The right response is neither hype nor dismissal, but verification. As of…...