$ ls -la ./blog325 posts • 1 published today

Writing

> Thoughts on AI, software engineering, and building the future of automation.

total: 325 posts • 426 indexed — 19 published today — matrix-feed active

🔥 July Wave

DeepSeek Retires Aliases as V4 Lands

DeepSeek retired deepseek-chat and deepseek-reasoner on July 24, replacing them with V4-Flash and V4-Pro. Here’s what API teams must change now.

Jul 26→ read

FEATUREDAI Engineering

vLLM PagedAttention and Continuous Batching

Learn how vLLM's PagedAttention, continuous batching, prefix caching, and speculative decoding raise throughput without wasting KV cache memory in production.

Jul 25→ read

FEATUREDAI Engineering

Structured Outputs for Reliable AI APIs

Learn how OpenAI Structured Outputs and strict function tools turn LLMs into typed contracts, with Zod examples, failure modes, and rollout checks for teams.

Jul 25→ read

🔥 July

Claude Opus 5: Agentic Coding Gains, API Changes

July 25, 2026

AI Model AnalysisJuly Wave

Claude Opus 5: Agentic Coding Gains, API Changes

Claude Opus 5 changes agent defaults with 1M context, adaptive effort, tool mutation, and cost claims. See what to test before a production migration.

🔥 July

NVIDIA NemoClaw 0.0.94 Tightens Agent Sandboxes

July 25, 2026

AI Engineering & SecurityJuly Wave

NVIDIA NemoClaw 0.0.94 Tightens Agent Sandboxes

What changed in NVIDIA NemoClaw 0.0.94: safer sandbox restores, redacted JSONL onboarding events, policy previews, security evidence, and faster Hermes builds.

🔥 July

Celeris-1: The Diffusion LLM Betting That 158ms Matters More Than Another Benchmark Point

July 24, 2026

AI ModelsJuly Wave

Celeris-1: The Diffusion LLM Betting That 158ms Matters More Than Another Benchmark Point

Celeris-1 is a diffusion-based, OpenAI-compatible LLM claiming 75.9% MMLU-Pro at 158ms p50 latency. Here is what its speed changes for voice, agents, and developer workflows.

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