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Overview
Connect Claude Code, Codex and Cursor session costs to engineering work and outcomes. Find wasted tokens, repeated failures and practices worth sharing.
News
Claude Code pricing: same tokens, same model, up to 40x the price
Claude Code buyer's guide, August 2026: what Max, Team, and Enterprise cost, how to get the best deal, and how Uber and Shopify cap the spend.
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I wired 4 models together in Claude Code. It backfired 4 ways on Terminal-Bench
Common wisdom says to put a strong model like Fable in charge and let cheaper models do the work. I tested it and the result was not what I expected: seventh place at twice the cost of the top single-model run.
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Quantization hurts knowledge nonlinearly - Qwen3.6 27B case study
Quantization is a lossy compression, and factual knowledge is incompressible. We test Qwen3.6 27B GGUF quantizations from Hugging Face (by Unsloth and Bartowski) and llama.cpp on the Incompressible Knowledge Probes (IKP) benchmark.
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A lesson about retries, hidden in the DeepSeek-V4 paper
A warning hidden in the DeepSeek-V4 paper says retrying interrupted LLM requests is mathematically incorrect - it introduces length bias. I reproduced it on 100,000 poems.
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Kimi K3 is Open, Opus 5 is Good, DeepSeek V4 Flash is Cheap: LLMs on Baba Is You
We evaluate July 2026 fresh releases Kimi K3, Claude Opus 5, Grok 4.5, Gemini 3.6 Flash, and DeepSeek V4 Flash 0731 on Baba Is Bench, an LLM agent benchmark based on the puzzle game Baba Is You, comparing pass rate, speed, and cost with Claude Fable 5 and
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