skip to content- 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.
- 2026-07-17
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Kimi K3: Benchmarks, Pricing, and Open-Weights Status
Kimi K3 is Moonshot's 2.8T flagship with 1M context, source-labeled benchmark evidence, $3/$15 API pricing, and released weights under the Kimi K3 License.
- 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 vs Kimi K2.6/K2.7
GLM-5.2 vs Kimi K2.6 and Kimi K2.7 Code for cheap coding models, with Kimi K3 separated as the newer flagship lane.
- 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.
- 2026-06-01
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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.
- 2026-06-01
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Z.AI Coupon: GLM Coding Discount Guide
Direct answer for Z.AI coupon, referral, and GLM Coding discount searches. Current 10% invite rules, plan-metering caveats, and checkout-controlled pricing.
- 2026-05-21
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AI Coding Subscription Limits: May 2026
May 2026 coding-limit snapshot. Current discovery routes Kimi K3 as the newest flagship and K2.7 Code as the cheaper coding API.
- 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.
- 2026-05-03
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Smart Spend: August 2026 Frontier and Value Stack
August 2026 AI value stack: route defined work to GPT-5.6 Luna, escalate ambiguity to Sol, and evaluate DeepSeek V4 Flash 0731 before higher-cost APIs.
- 2026-02-25
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Codex vs Claude Code vs Kimi Code
Current decision guide for Codex, Claude Code, and Kimi Code, separating tool plans from GPT-5.6, Opus 5, Kimi K3, and Kimi K2.7 model evidence.
- 2026-02-20
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OpenCode GLM-5 Free Tier Snapshot
Historical snapshot of OpenCode's GLM-5 free-tier moment, updated to point readers toward GLM-5.1 and avoid stale leaderboard claims.
- 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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OpenAI Codex: Current Setup and Models
Current Codex setup, GPT-5.6 model selection, reset and credit boundaries, Trusted Access, AGENTS.md usage, authentication, and sandboxing.
- 2026-02-01
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Kimi K2.5 Historical Guide
Historical Kimi K2.5 capabilities, benchmarks, and older free-access routes. Use Kimi K3 for newest-Kimi decisions and K2.7 Code for cheaper coding decisions.