skip to content- 2026-08-11
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Stop Paying Twice: A Practical LLM Cost-Saving Playbook
Provider-spanning guidance for reducing API, subscription, and coding-agent costs without increasing retries or human cleanup.
- 2026-08-01
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DeepSeek V4 Flash 0731: The API Value Frontier
DeepSeek V4 Flash 0731 pairs a 1M context window and MIT weights with a $0.14/$0.28 direct API, but high token use and hallucinations still require evaluation.
- 2026-08-01
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GPT-5.6 Luna Is OpenAI’s Value Default
Why GPT-5.6 Luna is the OpenAI value default for bounded Codex work and high-volume API tasks, with subscription and API economics kept separate.
- 2026-07-25
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Claude Opus 5: Cost, Benchmarks, and When to Use It
Claude Opus 5 pricing, availability, effort levels, independent cost-per-task evidence, migration changes, and practical routing against Sonnet 5 and Fable.
- 2026-07-01
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Claude Sonnet 5 Guide
Claude Sonnet 5 pricing, 1M context, API migration changes, tokenizer cost implications, availability, and source-labeled launch evidence.
- 2026-06-26
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Claude Opus 4.8 Historical Guide
Claude Opus 4.8 historical pricing and benchmark context, retained for older integrations after Opus 5 became the premium Claude baseline.
- 2026-06-20
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GLM-5.2: July Value Coding Pick
GLM-5.2 is the July best value coding model to test: 1M context, AA Index 51, $1.40/$4.40 API pricing, and Opus 4.8 comparison math.
- 2026-06-20
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Kimi K2.7 Code: Coding Model Guide
Kimi K2.7 Code is Moonshot's cheaper routine coding lane after K3: 256K context, base/HighSpeed pricing, source-labeled benchmark deltas, and eval caveats.
- 2026-06-06
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Xiaomi MiMo Guide: V2.5 API, Pricing & Open Weights
Source-backed guide to Xiaomi MiMo V2.5 API, Token Plan limits, open weights, pricing, hardware reality, privacy caveats, and where it fits.
- 2026-06-01
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MiniMax M3: Value Coding Model Guide
MiniMax M3 is a value coding model candidate with 1M context, multimodal input, Token Plan economics, and vendor-reported benchmark strength. Test it before replacing premium lanes.
- 2026-05-18
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GLM-5.1: Prior Low-Cost Coding Model Guide
GLM-5.1 is Z.AI's prior low-cost coding model context. Use GLM-5.2 for the current 1M-context GLM coding-model guide.
- 2026-05-18
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Z.AI GLM Coding Plan Guide
Z.AI's GLM Coding Plan gives supported coding tools a GLM-5.2 lane to test. New credit metering, account-relative legacy migration support, referral disclosure, and caveats.
- 2026-02-19
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Anthropic OAuth Policy Feb 2026: What Changed
Anthropic's official Claude Code compliance docs explicitly prohibit OAuth tokens in third-party tools, including the Agent SDK. Here's what's new, why OpenCode broke, and where the OSS ecosystem goes next.
- 2026-02-13
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Claude Opus 4.6 Extra Use: $50 Free Credits (Ends Feb 16)
Urgent: Anthropic is giving away $50 in free Opus 4.6 credits until Feb 16. Plus how to save 50% with batch processing for non-urgent workloads.
- 2026-02-03
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Access Kimi: K3, K2.7 Code, and Current Routes
Current Kimi access guide for Kimi K3, K2.7 Code API, Kimi Code membership, the neutral referral draw, HighSpeed, and NVIDIA's K2.6 trial route.
- 2026-02-03
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Claude vs OpenAI API Pricing: Opus, GPT-5.6, Fable
August 2026 Claude vs OpenAI API pricing with Sonnet 5, Opus 5, Fable 5, GPT-5.5, and GPT-5.6's July 30 price cut.