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Author: teliaz

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LoopCoder-v2: Why Two Loops Beat Four in Test-Time Compute Scaling

Posted on June 21, 2026September 12, 2026 teliaz

The dominant scaling narrative in large language models has been straightforward: more parameters, more data, more compute. But there’s a

Continue readingLoopCoder-v2: Why Two Loops Beat Four in Test-Time Compute Scaling

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PostgreSQL 19 Beta 1: GROUP BY ALL, REPACK CONCURRENTLY, and What Else Is Coming

Posted on June 19, 2026September 12, 2026 teliaz

Editor’s note, September 2026: PostgreSQL 19 is still in beta as of this update — Beta 3 shipped on August

Continue readingPostgreSQL 19 Beta 1: GROUP BY ALL, REPACK CONCURRENTLY, and What Else Is Coming

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OpenTelemetry in 2026: Profiles, Arrow Pipelines, and the Path to Unified Observability

Posted on June 18, 2026June 19, 2026 teliaz

OpenTelemetry has had a remarkable 2026. What started as a project to unify traces, metrics, and logs has grown into

Continue readingOpenTelemetry in 2026: Profiles, Arrow Pipelines, and the Path to Unified Observability

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GLM-5.2: The New #1 Open-Weight LLM and Why IndexShare Matters

Posted on June 17, 2026September 12, 2026 teliaz

Editor’s note, September 2026: GLM-5.2 is no longer the newest model in the family — GLM-5.3 shipped in August 2026

Continue readingGLM-5.2: The New #1 Open-Weight LLM and Why IndexShare Matters

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The Circuit Breaker Pattern in Go: Preventing Cascading Failures in Distributed Systems

Posted on June 16, 2026 teliaz

When one service in a distributed system starts failing, the cascade can bring down everything downstream. A slow database connection

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The Specification Pattern in Go: Composable Business Rules Without the Spaghetti

Posted on June 15, 2026September 12, 2026 teliaz

Business rules have a nasty habit of multiplying. What starts as a simple if check grows into nested conditionals scattered

Continue readingThe Specification Pattern in Go: Composable Business Rules Without the Spaghetti

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How MiniMax Sparse Attention Achieves 28x Compute Reduction at 1M Context Length

Posted on June 14, 2026September 12, 2026 teliaz

The attention mechanism is the backbone of every transformer model, but it carries a brutal cost: quadratic complexity with respect

Continue readingHow MiniMax Sparse Attention Achieves 28x Compute Reduction at 1M Context Length

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5 Trending GitHub Repos: Apple’s Container Runtime Hits 1.0, LLM Token Compression, and AI Skill Security

Posted on June 13, 2026September 11, 2026 teliaz

The GitHub trending page this week is dominated by AI agent tooling, but tucked between the skills and plugins are

Continue reading5 Trending GitHub Repos: Apple’s Container Runtime Hits 1.0, LLM Token Compression, and AI Skill Security

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What’s New in Developer Tools: Zed’s DeltaDB, Cursor 3.7, and Claude Code’s Sub-Agent Chains

Posted on June 12, 2026September 12, 2026 teliaz

Editor’s note, September 2026: The DeltaDB beta promised below shipped — but as a separate product. In August, Zed introduced

Continue readingWhat’s New in Developer Tools: Zed’s DeltaDB, Cursor 3.7, and Claude Code’s Sub-Agent Chains

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GitHub Actions: Practical CI/CD Patterns for Production Workflows

Posted on June 11, 2026September 12, 2026 teliaz

Editor’s note (September 12, 2026): Every pattern below still holds. Action pins were refreshed to current majors — checkout v7,

Continue readingGitHub Actions: Practical CI/CD Patterns for Production Workflows

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