xbstack (@xbstack)

Xxbstackxbstack.hashnode.devSep 12 · 7 min read

Codex CLI Can Hide response.failed Behind idle timeout waiting for SSE

Why Codex CLI Turns response.failed Into idle timeout waiting for SSE If Codex CLI ends with: stream disconnected before completion: idle timeout waiting for SSE do not automatically conclude that th

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Xxbstackxbstack.hashnode.devSep 10 · 15 min read

From Tokens to Verified Outcomes: A Practical AI Agent Pricing Model

Token pricing is still useful for infrastructure accounting. It is just too low-level to explain what a customer should pay for an agent that is expected to complete a business outcome. OpenAI Outcom

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Xxbstackxbstack.hashnode.devSep 10 · 18 min read

ChatGPT Chat vs Work: What’s the Difference? When to Use Codex

A production-focused update based on a real project: ChatGPT Work vs Codex: compare Chat, Work, and Codex by task boundary, then check the latest Cloud Work, Local Chat, Mobile Re… Chinese edition:

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Xxbstackxbstack.hashnode.devSep 9 · 15 min read

Funes Agent Memory Tested: Codex Recall, Stale Memory, and Local Privacy Boundaries

Short answer: Funes is interesting because it does not try to make Claude Code or Codex “remember everything” by adding a larger prompt. It turns the session traces those agents already produced into

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Xxbstackxbstack.hashnode.devSep 7 · 2 min read

When a LangGraph Checkpoint Preserves the Instant but Loses the Timezone

LangGraph checkpointing can look correct at the storage layer while silently changing the meaning of a timezone-aware datetime. I isolated the behavior at the serializer boundary so database, graph to

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xbstack

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Codex CLI Can Hide response.failed Behind idle timeout waiting for SSE

From Tokens to Verified Outcomes: A Practical AI Agent Pricing Model

ChatGPT Chat vs Work: What’s the Difference? When to Use Codex

Funes Agent Memory Tested: Codex Recall, Stale Memory, and Local Privacy Boundaries

When a LangGraph Checkpoint Preserves the Instant but Loses the Timezone

xbstack

About

Available for

xbstack's blogs

Recently published

Codex CLI Can Hide response.failed Behind idle timeout waiting for SSE

From Tokens to Verified Outcomes: A Practical AI Agent Pricing Model

ChatGPT Chat vs Work: What’s the Difference? When to Use Codex

Funes Agent Memory Tested: Codex Recall, Stale Memory, and Local Privacy Boundaries

When a LangGraph Checkpoint Preserves the Instant but Loses the Timezone

xbstack

About

Available for

xbstack's blogs

Recently published

Codex CLI Can Hide response.failed Behind idle timeout waiting for SSE

From Tokens to Verified Outcomes: A Practical AI Agent Pricing Model

ChatGPT Chat vs Work: What’s the Difference? When to Use Codex

Funes Agent Memory Tested: Codex Recall, Stale Memory, and Local Privacy Boundaries

When a LangGraph Checkpoint Preserves the Instant but Loses the Timezone

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xbstack

About

Available for

xbstack's blogs

Recently published

Codex CLI Can Hide response.failed Behind idle timeout waiting for SSE

From Tokens to Verified Outcomes: A Practical AI Agent Pricing Model

ChatGPT Chat vs Work: What’s the Difference? When to Use Codex

Funes Agent Memory Tested: Codex Recall, Stale Memory, and Local Privacy Boundaries

When a LangGraph Checkpoint Preserves the Instant but Loses the Timezone