A collection of 16 posts
Anthropic's most agentic Sonnet yet, launched June 30, 2026. Full benchmark table, real pricing (including the tokenizer catch), availability, and honest verdicts vs Sonnet 4.6, Opus 4.8, GPT-5.5 and Gemini.
Ornith 1.0 is DeepReinforce's open-source, self-scaffolding family of agentic coding models, post-trained on Qwen 3.5 and Gemma 4. This guide shows how to run each variant locally - 9B on a laptop, 35B MoE on a 24GB card, 397B on an 8-GPU box - with Ollama, LM Studio and vLLM, plus agent settings.
Ornith 1.0 is open weights you run locally; Qwen 3.7 is closed API-only. We compare benchmarks, variants, VRAM, license, and price to settle which to use for agentic and local coding in 2026.
Ornith 1.0 is a free, MIT-licensed, self-hostable coding model. Opus 4.8 is the closed frontier flagship. A benchmark-grounded, harness-honest comparison of where each wins on agentic coding in 2026.
DeepSeek V4 and Qwen 3.7 post near-identical coding benchmarks, but only one is actually open. A specifics-first comparison of architecture, local-run feasibility, API pricing, and license for developers choosing a coding model in 2026.
Two new MIT open-weights coding models shipped a day apart in June 2026. We compare architecture, coding benchmarks, local hardware, and API pricing for Ornith 1.0 vs GLM 5.2 — with an honest, no-hype verdict on which to pick.
OpenAI's GPT-5.6 Sol landed in limited preview while Claude Opus 4.8 is already GA. An honest look at pricing, context windows, benchmark claims, and how each behaves in Codex vs Claude Code — including why the public scores are suspect right now.
A practical 2026 guide to how Claude Code usage limits actually work and the concrete habits that get more done inside them: right model per task, context hygiene, a tight CLAUDE.md, and when an API key beats a subscription.
Vibe coding is brilliant for prototypes and brutal in production. Here are the failure patterns that kill vibe-coded apps, and how to ship AI-written code that lasts.
How Moonshot's open-weight Kimi K2.7 Code stacks up against Claude Opus 4.8, GPT-5.5, and DeepSeek V4 for agentic coding — on price, context, and the benchmarks that exist. K2.7's scores are Moonshot-reported only, so the verdict is subject to change once independent results land.
Moonshot AI's Kimi K2.7 Code — a 1T-parameter open-weight coding model with a 256K context, ~30% fewer thinking tokens than K2.6, and strong MCP tool-use. Benchmarks, pricing, API, and local-deployment guide.
JetBrains released Mellum2, a 12B Mixture-of-Experts model that activates just 2.5B parameters per token and ships under Apache 2.0. Here's what it is, where it fits in an AI stack, and how to put it to work.
The 2026 head-to-head: Grok 4.3 vs Claude Opus 4.7 vs Gemini 2.5 Pro on SWE-bench, LiveCodeBench, pricing, real coding workflows, IDE harnesses, and a clear pick-by-job-to-be-done framework.
Gemini CLI vs Claude Code in May 2026: open source vs proprietary, free 1,000 req/day vs $20/mo, SWE-bench scores, install, multimodal workflows, and a clear decision framework.
A neutral 2026 comparison of Claude Code and OpenAI Codex: SWE-bench scores, Terminal-Bench, real pricing, token efficiency, sandboxing, and a clear decision framework for engineering teams.
Cursor Composer 2 vs Claude Sonnet 4.6, with the disambiguation other comparisons skip — Composer is both a feature and a model. Benchmarks, pricing, decision tree, and real workflow patterns for May 2026.