skip to content- 2026-10-07
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Try what it made, then inspect the receipt
DeepSeek passed one frozen packing batch. The cat runner returned no HTML and the calculator was truncated. Download the result and inspect prompts, token counts and unreconciled costs.
- 2026-10-03
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October 2026 AI Buying Guide: What to Use or Pay For
Choose AI access for your workload: use existing plans, compare Claude or ChatGPT, or budget APIs. Includes a renewal worksheet and a don't-upgrade option.
- 2026-09-27
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GPT-6.1 Sol, Sol and Luna: Pricing and Evidence
Compare GPT-6.1 Sol API rates and cache savings with Sol and Luna; separate Work/Codex credits, included limits and dated benchmark evidence.
- 2026-09-27
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Claude Credits, Codex Resets, and OpenAI’s Released Pro Plans
Claude’s announced October 7 claim date has no published cutoff timezone. Check offer status, existing-credit expiry, resets and OpenAI Pro terms.
- 2026-09-27
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Claude Opus 5.5: Benchmarks, Price, and Verdict
Claude Opus 5.5 review: independent benchmarks, lower API prices, effort tradeoffs, coding results, and the limits of the efficiency claims.
- 2026-09-21
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Claude Max App vs Web Prices: Check Before You Subscribe
Paying for Claude Max through your phone? Compare web and app prices, calculate your actual saving, and check renewal dates before changing your billing route.
- 2026-09-14
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DeepSeek V4.1 Flash: A Strong API Value Candidate
DeepSeek V4.1 Flash adds native vision and MIT weights. Compare direct API pricing, legacy aliases, independent evidence, and temporary coding-plan offers.
- 2026-09-14
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GPT-6 Astra: Start Planning Evaluations on Low
Evaluate GPT-6 Astra Low for planning and orchestration, with benchmark regressions, API prices, subscription limits, and accepted-result costs kept distinct.
- 2026-09-14
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September 2026 AI Value: Opus, MiMo, DeepSeek and Luna
September 27 AI value shortlist: Opus 5.5 on Claude Pro, MiMo V2.6, DeepSeek V4.1, GPT-6 Luna, OpenCode Go allowances and when reset clocks start.
- 2026-08-20
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Kimi Referral Draw: Odds, Eligibility, and Expiry
Neutral guide to the Kimi Moonshot Together referral draw: current odds, paid-invite qualification, credit expiry, and untested redemption state.
- 2026-08-11
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Agents Running Agents: Codex Meets OpenCode and DeepSeek
A hello-world DeepSeek request became a safer agent-to-agent runner, a dated route preflight, and a Cost per Accepted Result protocol.
- 2026-08-11
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How to Reduce LLM Costs: The Practical Playbook
Reduce LLM costs: compare web and app renewal prices, use included access, check caches and resets, and count retries and review time. Save the monthly checklist.
- 2026-08-08
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How to Get Extra Codex Usage with ChatGPT Desktop Referrals
How to check a ChatGPT Desktop referral offer and keep referral rewards separate from trials, purchased resets, product credits, and API credits.
- 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’s July Price Cut: Historical Analysis
Why GPT-5.6 Luna became the July OpenAI value candidate for bounded Codex work and high-volume API tasks, with subscription and API economics kept separate.
- 2026-07-26
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AI Subscription Capacity Is Perishable
Why AI subscription limits are perishable, how purchased Codex resets differ from credits and grants, and how to use capacity without waste.
- 2026-07-26
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Prompt Caching: Cut AI Agent Token Costs
Learn how prompt caching changes LLM token costs, why coding agents resend context, what compaction can waste, and how to measure Codex, Claude Code, and OpenCode.
- 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.
- 2026-07-02
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Fable 5 Returns as Claude Sonnet 5 Becomes Default
Fable 5 is back with tighter safeguards while Sonnet 5 becomes Claude's default. Here is the practical routing and cost decision.