skip to content- 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.
- 2026-07-26
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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.
- 2026-06-27
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Codex Banked Resets and the GPT-5.6 Preview
A dated Codex chronology separating scheduled limits, banked resets, purchased full resets, credits, incident recovery, and broad resets through August 20.
- 2026-03-02
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Migrating from OpenAI to Kimi, Claude, or Antigravity (2026)
Complete migration guide: export your OpenAI data, compare features with Kimi k2.5 and Claude, cut costs by 80%.
- 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.
- 2026-02-24
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OpenAI API Policy: OpenClaw Verification
Verification of OpenAI terms regarding third-party agent tools like OpenClaw. Evidence-based analysis showing OpenAI allows OAuth-based agent usage via Codex CLI precedent.
- 2026-02-11
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Stack Snapshot — 11 Feb 2026
Point-in-time record of tools, models, and infrastructure as of 2026-02-11. Kimi quota resolved, Codex 5.3 solid, Opus 4.6 deadline mode analysis.
- 2026-02-04
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Stack Snapshot — 4 Feb 2026
Point-in-time record of tools, models, and infrastructure as of 2026-02-04. OpenCode limits reduced, Kiro CLI changes, early MCP experiments.
- 2026-02-03
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Codex vs Claude Code vs Kimi k2.5: Three Paradigms for AI-Assisted Development
A comparative analysis of three AI coding approaches: OpenAI Codex's parallel cloud agents, Claude Code's terminal-native transparency, and Kimi k2.5's open ecosystem with 100 sub-agent swarms.
- 2026-02-03
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Codex vs Claude Code vs Cursor
Current workflow comparison for Codex, Claude Code, and Cursor, with model availability and benchmark claims separated from tool features.
- 2026-02-03
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OpenAI Codex: Cloud Dependency and Vendor Lock-In Risks
Risk analysis of OpenAI Codex cloud dependency, the ChatGPT credits trap, vendor lock-in mechanisms, and mitigation strategies for engineering teams.
- 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.
- 2026-02-03
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Verify Codex Token-Usage and Caching Claims
A dated verification ledger for Codex token usage, prompt caching, compaction rereads, OpenCode comparisons, usage incidents, and reset claims.
- 2026-02-03
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Windsurf Acquisition Collapse: What It Means for AI Coding Tool Value
How OpenAI's $3B Windsurf deal collapsed, where the product stands now under Cognition, and what it reveals about value capture and platform risk in AI coding tools.