Practical guides on remote hiring, AI engineering, mobile testing, and developer tooling.
Claude Sonnet 5.5 and GPT-6.1 Sol launched a day apart at the same $2/$10 price. Sonnet leads Artificial Analysis's Intelligence Index v4.3.2 56.00 to 51.83; Sol costs $0.72 per task vs $7.67. Benchmarks, caching, long-context pricing and a worked cost example.
Sonnet 5.5 costs half of Opus 5.5 per token and nearly matches it on benchmarks, but uses ~60% more output tokens — $7.67 vs $5.98 per task at max effort on Artificial Analysis v4.3.2. Benchmarks, a per-task cost worked example, and a task-by-task pick table.
Grok Bot is SpaceXAI's always-on agent on its own cloud computer. What it costs on Cursor and SuperGrok plans, which model runs it, Enterprise, Plaid finance, Team Bots, the dot.com redirect, Voice Transcribe 2.0, and what's confirmed about Grok 4.8 and Grok 5.
MiMo-V2.6-Flash is Xiaomi's MIT-licensed 309B/15B-active MoE at $0.14/$0.28 per 1M tokens. The Distill-Qwen-9B runs on an 8 GB GPU. Specs, benchmarks, VRAM by quant, and Ollama / LM Studio / llama.cpp commands.
GPT-6.1 Sol costs $2/$0.10/$10 per 1M tokens. Ultrafast went live Oct 8 at $12/$0.60/$60, 12h cache writes cost $5 per 1M, it is the Codex CLI default since 0.161.0, and it is in Google Cloud private preview. Benchmarks, Codex multipliers, cost math.
Claude Sonnet 5.5 (claude-sonnet-5-5): $2/$10 per 1M tokens, cache reads $0.10 since Oct 7 (half of Opus 5.5), 1M context, 128K output. Worked cache math, Artificial Analysis's $5.46 vs $5.98 per task, Haiku 5.5, API 2026-10-21 changes and the Nov 30 Sonnet 4.5 retirement.
Grok 4.7 explained: the grok-4.7 model ID, 500k context, $2/$6 pricing with the 200k tier and Fast variant, xAI vs Artificial Analysis benchmarks, API quickstart, availability and who should use it.
Grok 4.7 vs Grok 4.6: same $2/$6 price and 500K context, a new larger base model, +17 points on Terminal-Bench, but ~2.25x the tokens per task. Specs, benchmark deltas, real cost per task, API migration, and the Grok 4.8 outlook.
Claude Opus 5.5 and GPT-6 Sol launched 90 minutes apart on 22 Sept 2026. Opus 5.5 wins on benchmarks; Sol costs half per token. Pricing, cost per task, shared benchmarks, Claude Code vs Codex, and which to pick.
Migrating from Claude Opus 5 to Opus 5.5: thinking can't be disabled, forced tool_choice returns 400, thinking blocks are bound to the conversation, computer_20251124 is rejected, and effort defaults to medium. Exact errors, before/after code, costs, and a rollback plan.
GPT-6 Sol ($2/$10) and GPT-6 Luna ($0.10/$0.50) launched 22 Sept 2026 at half the price of GPT-5.6. Specs, model IDs, pricing, OpenAI vs independent benchmarks, availability, API code, and Sol vs Astra.
Meta Muse is Meta's personal AI agent app, launched 8 Sept 2026 on Muse Spark 1.3. What it does, how the Secure VM and Sentinel work, pricing, Muse for Mac, Muse Connectors, privacy, and how it compares with Claude Cowork and Gemini Spark.
Xiaomi's MiMo-V2.6-Pro is the new top open-weight model: 1.02T/42B MoE, 1M context, MIT licence, AA Index 46, $0.435/$0.87 API. Specs, benchmarks, hardware, comparison with Kimi K3, Qwen 3.8 Max, DeepSeek V4.1 Flash and GLM-5.3.
Claude Opus 5.5 (claude-opus-5-5): $4/$20 per MTok, 1M context, medium default effort. Fast mode went GA on 15 Oct 2026 at $8/$40 with no beta header, on the Claude API, Foundry and Anthropic-managed Google Cloud. Benchmarks, Artificial Analysis #1 at 58 and per-effort costs.
Opus 5.5 leads AA at 58 ($5.98/task; 54 for $1.82 at high). Gemini 4 Argon (53, $1.62) wins DeepSWE v1.1 77.9% but trails Terminal-Bench 4.0 57.4% vs 66.4%, and doubles to $4/$20 on Dec 1. Astra $10/$50, Grok 4.7 $2/$6 at 46.
DeepSeek-V4.1-Flash-1017 (17 Oct 2026): same deepseek-flash ID and $0.30/$1.20 peak pricing, Terminal-Bench 4.0 up from 31.2 to 42.3, AA index 45 (was 39), 16% fewer output tokens. Plus Search & Fetch at $0.75/1K, the Oct 15 outage credits, V4-Pro status and Unsloth GGUFs.
OpenAI classified GPT-6 Astra as the first model to meet the Critical cybersecurity threshold under its Preparedness Framework. What the system card actually documents, what safeguards shipped, and what the June 2026 executive order really says.
GPT-6 Astra beats GPT-5.6 Sol by 5.7 points on Artificial Analysis's Intelligence Index v4.3.2 (52.67 vs 46.97 at max effort) and costs 64% more per task. But Sol is now deprecated on AA, and GPT-6.1 Sol reaches 51.83 for $0.72 a task.
GPT-6 Astra lists at exactly twice Claude Opus 5. On the one independent same-harness index that has run both, Opus 5 scores higher. Here is the full cost and benchmark breakdown.
OpenAI released GPT-6 Astra on 3 September 2026. Verified specification table, OpenAI-reported vs independently measured benchmarks, the 272K pricing cliff, staged rollout, and the API migration gotchas.
GPT-6 Astra and Claude Fable 5.1 launched two days apart at identical $10/$50 pricing. We check the verified benchmarks and run the real cost arithmetic on caching and long context.
Two different products share the name Astra. GPT-6 Astra is OpenAI's new flagship model; Google Project Astra is a DeepMind research prototype whose features ship inside Gemini Live. Here is the side-by-side.
GPT-6 Astra costs $10/1M input and $50/1M output, but crossing 272K tokens reprices the entire request. Verified rates, the long-context cliff, and worked monthly costs.
Muse Spark 1.3 sits 2.7 points behind Claude Opus 5 on Artificial Analysis Intelligence Index v4.3.2 at under a third of the cost per task - and both now carry a Terminal-Bench 4.0 number. A source-checked comparison.
Every Qwen 3.8 variant in one table: 27B, Flash-Next, 2.4T-A95B and Max, with params, context, licence and price, plus a single rule for picking one.