This is the best ARC-AGI-2 performance to date achieved by an open-source model.
AI
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Listen to full conversation on AI agents with Zack
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Listen to the full conversation: Apple: https://
podcasts.apple.com/nz/podcast/the
-best-ai-agents-are-simpler-than-you-think-zack/id1891551672?i=1000773278465
… Spotify: https://
open.spotify.com/episode/2jWGob
itRmBQUygBiVhD2c?si=c1bded05fc374161
… YouTube: https://
youtu.be/uCKhOmth2ms -
Two parallel transcription models: quality and silence
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Two transcription models in parallel.
— LangChain (@LangChain) 24 juin 2026
One wins on quality. One wins on silence detection. Neither wins at everything.
Great conversation with @ZackRW from @SierraPlatform on provider diversity across the entire voice stack in the latest episode of Max Agency. pic.twitter.com/RoriK0c3VATwo parallel transcription models. One excels at quality. One excels at silence detection. Neither excels at everything. Excellent conversation with
@ZackRW
from
@SierraPlatform
about supplier diversity across the entire voice stack in the -
One CLAUDE.md and auto memory simplify workflows
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8/ The real setup. One lean CLAUDE.md. Let auto memory handle lessons. Add path rules when it grows, skills for workflows. Most people manage 7 files to do what one file and the tool already handle. Source: Anthropic Claude Code documentation, 2026.
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Use Skills for Repeated Workflows, Subagents for Specialized Jobs
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7/ For repeated workflows, use a skill, not a doc. Deploy steps, review checklists, anything procedural goes in a skill that loads only when needed. For a separate specialized job, use a subagent that runs in its own context and reports back.
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Path-scoped rules keep Claude’s context clean for big codebases
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6/ For a big codebase, do not pile everything into one file. Use path-scoped rules in a .claude/rules/ folder. They load only when Claude touches the matching part of your code, so the context stays clean instead of carrying everything at once.
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Claude Code auto memory makes lessons.md obsolete
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5/ The lessons.md file is now pointless. Claude Code has auto memory, on by default. It writes down what it learns about your project on its own after you correct it, and reloads it next session. The tool already does it for you.
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Start with one file: CLAUDE.md for project rules
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3/ Start with one file. CLAUDE.md in your project root. Build commands, your folder layout, conventions, the "always do this" rules. Claude reads it at the start of every session. This one file does what those seven were trying to do.
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Anthropic lists seven real ways to steer Claude Code
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2/ Anthropic lists the real ways to steer Claude Code. There are seven, and they are not files you invent. CLAUDE.md. Rules. Skills. Subagents. Hooks. Output styles. System prompt.
That is the actual list. -
Claude Code auto-loads specific files, not viral advice files
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1/ The viral advice says make persona.md, lessons.md, references.md, glossary.md, and more. Claude Code does not read most of them. It auto-loads a specific set of files. The rest just sit there unless you import them by hand.