#Specs
231 related articles
·3 min
Kastor: A New Approach to Managing AI Agents with Declarative Specs
Kastor is an open-source project that brings IaC-style declarative specs to AI Agent management, inspired by Terraform — solving reproducibility, collaboration, and auditability challenges.
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·3 min
Three-Layer Workflow Optimization for Claude Code: Requirements Extraction, HTML Specs, and Embedded Verification in Practice
Anthropic engineer Arno shares a Claude Code workflow: AI-driven requirements extraction, HTML specs over Markdown, and DOM-embedded verification to boost AI-assisted coding efficiency.
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Tutorials·2 min
OpenSpec in Practice: Write Specs Before AI Codes, Boost Efficiency by 70%
OpenSpec is a lightweight CLI tool that generates spec documents before AI writes code using a Propose→Continue→Apply→Archive workflow. DeltaSpec reduces output by 70%, supports 30+ AI coding tools.
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Product Reviews·4 min
Bose Lifestyle Ultra Speaker Series Launched: Pricing, Specs, and Comparison with Sonos
Bose launches Lifestyle Ultra series: $299 Speaker, $1,099 Soundbar, and $899 Subwoofer, directly competing with Sonos. Full breakdown of pricing, positioning, and buying advice.
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·2 min
Hygon Launches 512-Thread CPU and AI GPU, Taking Aim at Intel Xeon and Nvidia
Hygon unveils a 512-thread server CPU and AI GPU, directly challenging Intel Xeon and Nvidia. A deep dive into specs, applications, ecosystem challenges, and strategic significance.
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·3 min
EU Right to Repair Legislation Explained: A New Era of Consumer Electronics That Ends Planned Obsolescence
An in-depth look at the EU Right to Repair Directive, covering spare parts access, repairability design, and its impact on e-waste, consumer rights, and tech industry design philosophy.
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·3 min
EU Right to Repair Legislation Explained: A New Era of Consumer Electronics That Ends Planned Obsolescence
An in-depth analysis of the EU Right to Repair Directive, covering spare parts availability, repairability design requirements, and its impact on e-waste, consumer rights, and tech industry design.
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·4 min
Cross-Cloud GPU Preemption Migration: How to Slash 40% of Compute Costs
Deep analysis of how cross-cloud GPU preemption migration technology helps MLOps teams cut 40% of compute costs through predictive telemetry, cross-cloud state migration, and compute arbitrage.
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·3 min
LLM Inference Speed Formula: Memory Bandwidth Determines Your tokens/sec
Why memory bandwidth (GB/s), not VRAM size, determines local LLM inference speed. Includes tokens/sec formula, GPU bandwidth comparison, and a practical card selection framework.
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·3 min
LLM Inference Speed Formula: Memory Bandwidth Determines Your tokens/sec
Learn why memory bandwidth (GB/s)—not VRAM size—determines local LLM inference speed. Get the tokens/sec formula, GPU bandwidth comparisons, and a practical card selection hierarchy.
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·2 min
Yap: A 4MB Open-Source Voice Input Tool That Runs Entirely Locally with Zero Privacy Risk
Yap is a 4MB open-source Mac voice input tool that runs entirely locally using native macOS speech APIs. No internet needed, built with 3000 lines of Swift, MIT licensed and free.
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·2 min
iPhone Air Deep Dive: The Trade-offs and Thinking Behind Extreme Thinness
In-depth analysis of iPhone Air's design philosophy, technical trade-offs, and market positioning. How Apple balances extreme thinness with battery life and camera performance.
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·3 min
Vendor C++ Toolchains Silently Swallowing Compiler Warnings: Risks and Prevention Strategies
Analysis of how chip vendor C++ toolchains silently suppress compiler warnings, the risks involved, and prevention strategies including cross-validation and static analysis.
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·3 min
Vendor C++ Toolchains Silently Swallowing Compiler Warnings: Risks and Mitigation Strategies
Analysis of how chip vendor C++ toolchains silently suppress compiler warnings, the risks involved, and mitigation strategies using cross-validation and static analysis tools.
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·3 min
SpecJudge: A Locally-Run AI Model Selection CLI Tool
SpecJudge is a fully local CLI tool that reads project spec documents to automatically recommend the best-fit AI model, avoiding costly overuse of frontier models. Supports Ollama, MIT licensed.
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·4 min
GPT-6 Reportedly Completed, Claude Opus 5 Leaked: The AI Model Race Accelerates
GPT-6 may be completed, Anthropic's Claude Honeycomb appears to be an early Opus 5 version, Kimi K3 is imminent, and Google Gemini faces further delays. Deep analysis of the latest AI model competition.
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·3 min
Kimi K3 Reaches 2.5T Parameters, MiniMax M3 Pro Brewing Simultaneously: China's LLM Arms Race Escalates
Kimi K3 adopts new architecture with 2.5T parameters and 1M token context. MiniMax M3 Pro targets 2.7-3T. OpenAI surpasses 7M users, HY-OCR 1.5 achieves SOTA, Amap launches world model.
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·2 min
A Beginner's Guide to Vibe Coding: Building Your Career Moat with AI Programming
A detailed guide to Vibe Coding with AI programming tools like Claude Code, Cursor, and Codex. Learn how to leverage AI-driven development to ship products independently and build lasting career value.
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·4 min
Framework 13 Pro In-Depth Review: The Modular Laptop That Finally Stops Compromising
Framework 13 Pro in-depth review covering build quality, display, performance, and Linux experience. This modular laptop achieves 85% of MacBook Pro's refinement with far superior repairability and upgradeability.
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·3 min
Samsung Z Fold 8 Hands-On: The Compact Foldable Is the Biggest Surprise
Samsung unveils the Z Fold 8, Z Fold 8 Ultra, and Z Flip 8. The Z Fold 8's passport-style design weighs just 201g with a dramatically improved crease, preemptively countering Apple's rumored foldable iPhone.
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