Token Efficiency: Where the Tokens GoAugust 27, 2026 Comparing graft and jCodeMunch Two MCP servers that index a repo with tree-sitter. I measured both on the same code: 886 tokens of tool schema against 27,526.
llmtoolingmcpclaude-codetoken-efficiencygraftjcodemunch
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AI Coworkers: Not Just Chatbots or AgentsAugust 27, 2026 Headlong vs ai-coworkers: What Should an Agent Do When Nothing Is Happening? Laude's Headlong thinks continuously and costs $1-2 an hour at idle. My runtime returns before the model is called. One design question separates them.
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Token Efficiency: Where the Tokens GoAugust 25, 2026 Referencing a skill instead of installing it A paper argues installed skills spend a scarce prompt budget. I measured mine at 2,225 resident tokens, then ran the @skills reference client.
agentstoolingllm
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August 24, 2026 Where Agent Behaviour Lives: dsh, Claude Code and pi DeepSeek's dsh keeps its hardcoded prompt to one sentence. Claude Code puts orchestration in prose. pi hands the choice to you. I read the source of all three.
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ilo: A Programming Language for AI Agents, Not HumansAugust 23, 2026 Four Places to Catch a Model's Mistake BAML repairs the output, Hyperlambda gates the execution, Zero explains the failure, ilo shrinks the surface. Four languages for agents, four different moments to intervene.
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