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GrepSeek Trains a Search Agent to Use Shell Commands: GRPO-Trained Shell-Command Search

GrepSeek Trains a Search Agent to Use Shell Commands: GRPO-Trained Shell-Command Search

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6 min read
Your AI Agent Just Spent $200 on a $2 Task. Here's Why Nobody Warned You

Your AI Agent Just Spent $200 on a $2 Task. Here's Why Nobody Warned You

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5 min read
Listing and Paginating an Agent's Messages

Listing and Paginating an Agent's Messages

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5 min read
Three things AI agents keep getting wrong (and why I'm rebuilding the platform from scratch)

Three things AI agents keep getting wrong (and why I'm rebuilding the platform from scratch)

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8 min read
How I stopped babysitting Claude Code and Codex on hours long runs: planning, git checkpoints and a test gate outside the agent

How I stopped babysitting Claude Code and Codex on hours long runs: planning, git checkpoints and a test gate outside the agent

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2 min read
where the copilot credits went

where the copilot credits went

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4 min read
Zettelkasten as a note-taking method for AI agents

Zettelkasten as a note-taking method for AI agents

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2 min read
Running Agent Tasks as Temporal Activities

Running Agent Tasks as Temporal Activities

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5 min read
On-Chain AI Agents Have Something Web2 Agents Don't

On-Chain AI Agents Have Something Web2 Agents Don't

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5 min read
Separate your agent's "stochastic tax" from its token bill (a 30-line OTel-span cost splitter)

Separate your agent's "stochastic tax" from its token bill (a 30-line OTel-span cost splitter)

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2 min read
Harness Config: A Source-to-Surface Model for AI Tool Config

Harness Config: A Source-to-Surface Model for AI Tool Config

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3 min read
From dynamic to adaptive: rewriting an agent's reasoning operation to its exact task at runtime

From dynamic to adaptive: rewriting an agent's reasoning operation to its exact task at runtime

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2 min read
I Audited 12 Solo Founders' AI Agents in 2026. Here's What I Found.

I Audited 12 Solo Founders' AI Agents in 2026. Here's What I Found.

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6 min read
Beyond Chat History: How AI Agents Can Actually Remember Things

Beyond Chat History: How AI Agents Can Actually Remember Things

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4 min read
I’m Building a Visual AI Agent Builder - Because I’m Tired of Debugging Invisible State Machines

I’m Building a Visual AI Agent Builder - Because I’m Tired of Debugging Invisible State Machines

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1 min read
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