skip to content- 2026-10-04
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ChatGPT Space vs Projects: What to Put Where
Decide what belongs in ChatGPT Space, Projects or GitHub. Check Page access, linked files, Memory and training, with a practical brief and handoff checklist.
- 2026-09-27
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AI Agents Crossed the Line: What the Incidents Show
Hugging Face, Australia's Medicare portal, Gemini and Claude: confirmed scope, new SwarmTraces evidence, and practical lessons for anyone deploying AI agents.
- 2026-08-24
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Claude Shared Chats in Search: Exposure and Response
What Claude shared-chat search exposure shows, documented sharing limits, and how to inventory public snapshots, unshare and request search removal.
- 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.
- 2026-07-26
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Claude vs OpenAI Data Retention: What Gets Kept
Claude and OpenAI retention compared by consumer, API, Covered Model, ZDR, safety-review, legal-hold, and local deployment paths.
- 2026-07-25
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How OpenAI's Cyber Eval Breached Hugging Face
The July preliminary, source-labeled analysis of the Hugging Face breach, with September follow-up evidence and five cyber-agent containment controls.
- 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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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.
- 2026-06-28
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GPT-5.6 Sol Preview: Access and Agent Risks
GPT-5.6 Sol is a restricted API and Codex preview shaped by a government request. Check access, agent risks, pricing, and safeguards before routing work.
- 2026-06-05
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LLM App-Hacking Field Test: $1,500 Takeaways
A cautious read of Kasra Rahjerdi's informal $1,500 field test on whether LLM agents could exploit a deliberately vulnerable app.
- 2026-04-01
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Claude Code Leak: The Hidden Features That Escaped, and What Builders Should Actually Care About
The Claude Code leak exposed hidden features, but the deeper lesson is operational: package artifacts can leak product boundaries, internal experiments, and roadmap intent.
- 2026-02-28
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Google API Key Privilege Escalation: Gemini Changed the Rules
Google spent a decade telling developers that Maps and Firebase API keys are not secrets. When Gemini arrived, those same public keys silently became live AI credentials—with no warning.
- 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.
- 2026-02-15
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Kimi Claw: Managed OpenClaw Guide
Current Kimi Claw guide covering managed OpenClaw deployment, K2.6 Thinking, membership requirements, credits, and security tradeoffs.
- 2026-02-03
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Codex vs Claude Code vs Cursor
Current workflow comparison for Codex, Claude Code, and Cursor, with GPT-6 and Opus 5.5 model evidence separated from tool features.
- 2026-02-03
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Kimi Data Handling & Privacy Considerations
Comparative analysis of Moonshot AI's data policies vs Anthropic and OpenAI. Geographic restrictions, retention periods, training opt-outs, and self-hosting options for risk mitigation.
- 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: Models, Caching and Permissions
Set up Codex with Sol 6.1, measure cache reuse, diagnose GitHub networking, separate permission controls, and reduce repeated CI polling during long tasks.