New9 min read
DeepSeek V4.1-Flash-1017: Benchmarks vs Opus 5, Pricing, Switch?
DeepSeek V4.1-Flash-1017 jumps 11 points on Terminal-Bench 4.0 at the same deepseek-flash price. Benchmarks vs Opus 5, K3, GLM-5.3 and when to switch.
AI-CODING-TOOLS
30 articles
LATEST
Local LLM Speed by Hardware: What llmspeed Gets Right
llmspeed estimates tokens per second for 30 machines and 15 models. What its numbers mean, the memory-bandwidth rule behind them, and why prefill matters for coding agents.
•7 min read
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New8 min read
RTX Spark for Local LLMs: Will It Run a Coding Agent?
RTX Spark laptops ship October 16 with up to 128 GB of unified memory. Why the 600 GB/s figure is not memory bandwidth and which local coding models fit.
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New7 min read
OpenCode 2: How to Upgrade From v1 Without Breaking Your Setup
OpenCode 2 upgrade from v1: what the migration guide says breaks (plugins, server API, TUI config), what carries over, and a safe checklist before you switch.
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14 min read
Mistral Large 4: Specs, Pricing, Benchmarks and Weights Date
Mistral Large 4 is a 1T-parameter multimodal MoE with 52B active, in public preview at $0.68/$2.09 per million tokens, with open weights due end of October.
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8 min read
Run Qwen3.8-Flash-Next on a Gaming PC With Strata
Run Qwen3.8-Flash-Next locally with Strata on a 12 GB GPU: hardware needs, speeds by quant, the license catch, and when the hosted API is the better call.
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6 min read
Opus 5.5 in Claude Code: The Playbook and Where It Breaks
Opus 5.5 in Claude Code: what each playbook tip changes, from naming the finish line to CLAUDE.md stop rules, and where Hacker News says long runs go wrong.
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6 min read
Where to Run DeepSeek V4.1 Flash Free and Cheap
DeepSeek V4.1 Flash replaced V4 Flash. Official API: $0.15 input, $0.60 output off-peak. OpenRouter hosts start near $0.05. MIT weights are on Hugging Face.
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9 min read
Ox Alpha on OpenCode: The Free Stealth Model, Specs, Privacy Split, and How to Run It
Ox Alpha is a free stealth model on OpenCode with 1M context. What is confirmed, where OpenCode and OpenRouter differ on retention, and how to run it.
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13 min read
GLM-5.3 Free and Cheap: Every Route and Price (October 2026)
GLM-5.3 has no free hosted tier. Cheapest on October 9: Wafer via OpenRouter at $0.049/$3.39, Flash from $0.075/$0.25. Z.ai's promos ended October 7.
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9 min read
Headless AI Coding Agents in CI: Claude Code, Codex CLI, Gemini CLI, and opencode Compared
Headless AI coding agents in CI compared: Claude Code, Codex CLI, Gemini CLI, and opencode on invocation flags, sandboxing, auth, and output formats.
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8 min read
How to Measure AI Coding Tool ROI in 2026
How to measure AI coding tool ROI for Claude Code, Cursor and Copilot: a framework with benchmarks, cost models and metrics that hold up past vendor 10x claims.
6 min read
Nimbalyst: A Visual Workspace That Unifies Codex and Claude Code
Nimbalyst is an open-source visual workspace that runs Codex and Claude Code on your existing subscriptions, with a Kanban board, planning flow and AI commits.
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