#runtime evidence
94 related articles
·7 min
Claude Code in Action: Building an Embedded Tetris Game with AI in 3 Hours
A hands-on case study: using Claude Code and the LVGL graphics library to build a Tetris game running on an embedded dev board from scratch in under 3 hours.
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·3 min
OpenAI Bets $600K on Rust: Why AI Giants Are Collectively Pivoting to Systems Programming
OpenAI joins the Rust Foundation as a Platinum Member with $600K. xAI and Anthropic are also building Rust infrastructure. Here's why AI giants are betting big on Rust.
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·7 min
AI Daily: T-Head Open-Sources SAIL Software Stack at WAIC, Flurry of Large Model Releases
T-Head open-sources AI software stack T-Head SAIL at WAIC to lower the barrier for domestic chip development; Kimi K3 tops the WebDev leaderboard; Qwen 3.8 Max Preview cuts prices aggressively; Moonshot prepares a Hong Kong IPO; and Oracle switches its data center to a fuel cell microgrid.
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·4 min
UK Sovereign AI: How Cosine AI Is Punching Above Its Weight Against American Compute Dominance
Cosine AI founder reveals how the UK's first sovereign LLM is being built — from government compute grants and RL credit attribution to multi-agent orchestration and synthetic data pipelines.
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·4 min
7 Core Components for Designing Long-Running AI Agents
A deep dive into the 7 core components for building long-running AI Agents: Goal, Evaluator, Verifier, Loop, Orchestration, Observability, and Memory.
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·3 min
LangSmith Triple Release: Harness, Sandboxes, and Eval Complete the Agent Engineering Toolchain
LangChain launches Harness, Sandboxes, and Eval integrated into LangSmith, creating the first complete Agent engineering toolchain from development to acceptance testing.
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·4 min
Self-Healing Agent Loops: Using AI to Automatically Discover and Fix Programming Language Bugs
How Boundary built a self-healing AI Agent loop that automatically writes BAML code, discovers bugs, and generates fix PRs — a practical software factory with deduplication, human-in-the-loop leverage points, and extensible multi-loop design.
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·4 min
Agent Loop in Practice: A Guide to Building Self-Improving Automation with Guardrails
A deep dive into building verifiable, self-evolving Agent automation loops with Claude Code and Codex — covering Loop Contracts, four trigger types, three-phase execution architecture, and Evolve Loops.
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When AI Flags an Excel Task as a Secur…
·3 min
When AI Flags an Excel Task as a Security Threat: A Wake-Up Call About Automated Moderation
A user creating an Excel financial spreadsheet was flagged as a cybersecurity threat by an AI system. This deep-dive examines why automated moderation fails, how appeals systems can be broken, and what it means for trust in AI services.
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·3 min
The Deterministic Factual Substrate for Multi-Agent AI: A Deep Dive into Knowledge Kernel's Reproducible Grounding Design
A deep dive into how Knowledge Kernel builds a deterministic factual substrate for multi-agent AI through layered decoupling of reality, evidence, facts, and reasoning — with dataset_hash fingerprinting, atomic reloads, and observable telemetry.
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·6 min
A Beginner's Guide to Claude Code: Why Is It More Powerful Than Cursor and Trae?
Claude Code is Anthropic's local AI programming assistant that reads your entire codebase, auto-debugs, and delivers far higher accuracy than Cursor and Trae. Here's why it's the strongest AI coding tool today.
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·4 min
Codex Plans, DeepSeek Executes: A Practical Guide to Multi-Model Collaboration for Saving Tokens
AI programming burning through Tokens too fast? This guide covers the open-source Hand of Labor project's multi-model approach: Codex plans, DeepSeek executes—cutting AI coding costs while boosting output quality.
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·4 min
A Deep Dive into ASP.NET Core: The Complete Guide to Microsoft's Cross-Platform Web Framework
A comprehensive analysis of ASP.NET Core's architecture and technical strengths: cross-platform deployment, high-performance Kestrel server, modular middleware, built-in DI, and modern web capabilities like Blazor, gRPC, and SignalR.
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·3 min
30 Cents vs $27: Open-Source Models Face Off in Coding, With DeepSeek Leading at 100x Cost-Efficiency
A hands-on comparison of AI models—Fable 5, DeepSeek V4 Flash, GLM 5.2, Qwen 3.6—building a sales CRM. The priciest cost $27.69, the cheapest just 30 cents. A deep dive into open-source LLM coding value.
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·3 min
Simulating the 2026 World Cup 50,000 Times: Monte Carlo Simulation and Data Science in Action
A developer simulated the 2026 FIFA World Cup 50,000 times using Monte Carlo simulation and Poisson modeling to compute the title odds of 48 teams. Here's the modeling breakdown.
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·3 min
GPT-5.6 Sol in Action: A 3D Interactive London Website Generated in 5 Minutes
A Reddit user tested GPT-5.6 Sol with a single prompt. In the Row-Bot framework, the model built a 3D interactive London website in 5 minutes—complete with browser verification and vision analysis. A deep dive into AI coding Agents.
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·3 min
The Complete Guide to Terraform: The Core Tool and Practices of Infrastructure as Code
An in-depth look at Terraform's core principles and workflow, covering declarative configuration, the multi-cloud Provider ecosystem, IaC best practices, and license changes. Helps DevOps engineers master the industry-standard tool for infrastructure automation.
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·5 min
The Rise of AI Slop Code: How Teams Can Tackle the "Vibe Coding" Crisis
When an intern uses AI to generate professional-looking slop code, stand-ups balloon from 15 to 45 minutes. This article dissects why AI slop is hard to spot and offers practical team solutions.
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·5 min
Zero-Dependency AI Decision Record Auditor: A Practical Guide to Building Traceable AI Systems
An in-depth analysis of the zero-dependency decision record auditor: from AI compliance and incident postmortems to human-AI accountability, exploring how 'Governance as Code' enables traceable, transparent AI decision-making.
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·5 min
Deep Analysis of the Alibaba-Claude Ban: The Battle for Autonomous Control of AI Coding Tools
Alibaba bans all Anthropic products including Claude Code, while ByteDance and Tencent switch to in-house tools. A deep dive into the security logic and industry trends behind China's push for autonomous AI coding tools.
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