Tagged #guardrails
3 {count, plural, one {post} other {posts}}.
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· Paul Lukic
The Agent in Your Team Chat Spends the One Budget You Can't Raise
DeepSeek's Super-Agent prototype listens to GitHub and team chat and acts on its own. Before agents like this join your channels, decide when they may act, because the cost is your team's attention.
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· Paul Lukic
The Warning Your Agent Never Saw: Instruction Budgets, Invisible Hooks, and a Sync That Ate Its Own Output
One day of running Coograph on real projects: 120,000 tokens of instructions before a single line of code, guardrail warnings the model was never shown, and a sync that overwrote the fixes its own retro had proposed. What we found, how we proved it, and what ships in 1.8.5.
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· Paul Lukic
Recursive Self-Improvement for Artificial Intelligence Coding Agents: What Is Real, What Is Theory, and What We Shipped
Recursive self-improvement is the idea that an artificial intelligence system improves its own ability to improve. Here is what the theory actually says, why the model-level loop is still theory, and how we built the instruction-level version for coding agents with a human at the gate.