PolyAI opened their platform . Two months free, ten minutes from sign up to a deployed agent. The infrastructure is the same one running calls for Marriott, FedEx, and most of Vegas.
TOOLS
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Regression reported in Anthropic’s Opus 4.7 model performance
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Opus 4.7 is ignoring project instructions, skipping MCP servers, and burning through usage limits on tasks Opus 4.6 handles first try. Dozens of confirmed reports. Anthropic acknowledged the regression. The failures are specific:
→ Project instructions ignored entirely
→ MCP -
Using cross-tool AI workflows for coding efficiency
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Using Codex to make Claude better is exactly the kind of cross-tool workflow that's becoming the actual edge.
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Performance Benchmarks of AI Plugin Token Reduction
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The actual benchmarks from the original plugin: → Average 65% output token reduction across 10 real prompts
→ Range: 22-87% depending on task type
→ Coding explanations saw the highest compression
→ Code blocks themselves stayed identical One tester ran it for 6 days on a -
How to optimize Claude’s output using custom skills
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Julius Brussee's caveman plugin hit 51,000+ GitHub stars in two weeks. It cuts Claude's output tokens by 65%. I turned it into a Claude skill you can build in 30 seconds. Copy the prompt below. Ask Claude to build the skill. Save it in your Customize settings.
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Multi-agent system that iterates on game mechanics
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Can AI truly iterate on game mechanics, not just generate one-off code? CreativeGame Team (Univ. of Bristol, SJTU, Shandong Univ., Nanjing Univ., Sreal AI) built a multi‑agent system that treats game mechanics as explicit objects. It uses programmatic rewards (not subjective
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SmallCode: A Terminal-Native Coding Agent for Local AI Models
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SmallCode is a terminal-native coding agent designed from the ground up to extract useful work from local models (7B-20B) running on consumer hardware.
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Running local terminal AI agents with Ollama
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It runs locally without any cost. SmallCode is not a model. It's a terminal agent. Here's Gemma 4 model on @ollama
: https://
ollama.com/library/gemma4 I'd suggest to read the post before commenting LOL -
Local AI coding agent workflow with Hermes orchestrator
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LOCAL AI coding agent finally make sense with Hermes orchestrator. Hermes routes work through Kanban. SmallCode uses Ollama models on a Mac mini for scoped patches, tests, and repo cleanup. Claude and Codex do the heavy lifting. All of it tracked in a single Kanban board.
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AI-driven protein design tools for biologists from MIT
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Bringing #AI-driven protein-design tools to biologists everywhere
by Zach Winn @MIT Learn more: https://
bit.ly/4ckoT4T #ArtificialIntelligence #MachineLearning #ML