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.
- 2026-08-08
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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.
- 2026-07-02
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Pi Coding Agent: Minimal, Programmable Terminal Harness
Set up Pi as a minimal coding harness with GLM-5.2, persistent sessions, compaction, custom tools, extensions, and clear Z.AI policy caveats.
- 2026-07-02
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Pi vs ZCode vs OpenCode: Which Harness Fits GLM-5.2?
Compare Pi, ZCode, and OpenCode as coding harnesses for GLM-5.2: workflow, permissions, context, setup, quota paths, and a fair same-model test.
- 2026-07-02
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ZCode: GLM-5.2-Native Coding Harness Guide
Use ZCode as Z.AI's integrated GLM-5.2 coding harness: desktop setup, Goal Mode, subagents, safety confirmations, quota, and workflow trade-offs.
- 2026-07-02
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How to Read AI Benchmarks Without Getting Fooled
Learn how to read AI benchmarks, spot saturation and contamination, compare coding and chat leaderboards, and test models on your own work.
- 2026-07-01
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AI Agents
Navigate the AI agent landscape: autonomous platforms that run independently, coding assistants that amplify your workflow, and the models that power them all.
- 2026-04-08
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Free AI Coding Tools Right Now
Current free AI coding paths plus clearly separated evaluation trials for developers: limited-time OpenCode Zen models, frontier reasoning options, and local/on-device tools.
- 2026-02-17
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UltraThink → UltraQuiet: Why Devs Want Receipts
Claude Code started hiding file paths and search details behind Ctrl+O. Here's a working fix: the AGENTS.md Audit Ledger pattern.
- 2026-02-07
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AGENTS.md: One File That Makes Agents Behave
A practical guide to AGENTS.md and CLAUDE.md—why they work, how to write them, and copy-paste templates for Markdown projects, Python, and TypeScript.
- 2026-02-07
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AGENTS.md: What Actually Works (And What Doesn't)
Evidence-based guide to writing AGENTS.md files that AI agents actually follow. Lessons from Vercel's evals, multi-tool testing, and production usage across Python, TypeScript, and documentation projects.
- 2026-02-03
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Cursor: AI-Native IDE
Cursor is a VS Code fork with built-in AI: predictive Tab autocomplete, Composer multi-file editing, and model flexibility. The daily driver for iterative development.
- 2026-02-03
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AMP Ad-Supported Access: Historical Snapshot
Historical February 2026 snapshot of AMP's ad-supported model roster and grant. Verify the current AMP roster and pricing before use.
- 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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Verify Who Controls Windsurf Data (Ownership + Policy)
How to confirm current ownership and data handling for Windsurf.
- 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.
- 2026-02-03
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Windsurf Data Handling Uncertainty Risk (Post-Acquisition)
Ownership changes can shift controller, retention, and subprocessor policies.
- 2026-02-03
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Windsurf Enterprise Terms Snapshot (2026)
A checklist of terms to verify for Windsurf Enterprise.
- 2026-02-03
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Windsurf Free Terms Snapshot (2026)
A checklist of terms to verify for Windsurf Free.
- 2026-02-03
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Windsurf Terms Overview (Ownership + Data Handling)
A plan-by-plan checklist for Windsurf terms during ownership changes.