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From generating files to using tools: a code agent's ReAct loop
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
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Sep 5
From generating files to using tools: a code agent's ReAct loop
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react
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toolcalling
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3 min read
From a Jira ticket to a pull request: the end-to-end autonomous system
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
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Sep 5
From a Jira ticket to a pull request: the end-to-end autonomous system
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agents
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jira
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automation
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3 min read
What an agent loop is (and isn't): state, action, stop
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
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Sep 5
What an agent loop is (and isn't): state, action, stop
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llm
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agentarchitecture
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3 min read
The hard limits of an autonomous agent: what keeps it from disaster
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
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Sep 5
The hard limits of an autonomous agent: what keeps it from disaster
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agents
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agentloop
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limits
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security
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3 min read
The simplest loop that works: a write-test-fix agent, step by step
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
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Sep 5
The simplest loop that works: a write-test-fix agent, step by step
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writetestfix
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codegeneration
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3 min read
Who writes the agent's tests: three ways to define what's correct
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
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Sep 5
Who writes the agent's tests: three ways to define what's correct
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tests
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4 min read
The agent inside a real repo: isolating tasks with git worktree and shipping a PR
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
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Sep 5
The agent inside a real repo: isolating tasks with git worktree and shipping a PR
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gitworktree
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3 min read
The sandbox in an agent loop: from the model's text to a reliable observation
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
Ramón Chancay 👨🏻💻
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Sep 5
The sandbox in an agent loop: from the model's text to a reliable observation
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3 min read
It’s Not an Agent Loop. It’s a Helix.
Tim Poschel
Tim Poschel
Tim Poschel
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Aug 11
It’s Not an Agent Loop. It’s a Helix.
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helicalagent
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2 min read
Design Trade-offs: Why Hermes (and Many Popular Agents) Don't Use LangChain / LangGraph
eyanpen
eyanpen
eyanpen
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Jun 29
Design Trade-offs: Why Hermes (and Many Popular Agents) Don't Use LangChain / LangGraph
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8 min read
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