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Hands-on experience with AI, self-hosting, Linux, and the developer tools I actually use

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Hands-on experience with AI, self-hosting, Linux, and the developer tools I actually use

Home Assistant Voice Preview Edition Review: Is the $59 Box Ready for Daily Use?

Home Assistant Voice Preview Edition Review: Is the $59 Box Ready for Daily Use?

After more than a year of daily use, the Home Assistant Voice Preview Edition is ready for daily use, with caveats. It is the only $59 smart speaker on the market with zero cloud dependency, and for anyone who already runs Home Assistant it slots into existing automations with almost no friction. On the plus side you get fully local wake word detection, sub-second response on common commands, a capable far-field mic array, and a privacy story Alexa and Google cannot touch. The frustrations have been equally consistent: wake word accuracy drops in noisy rooms, the built-in speaker is too quiet for a kitchen, custom wake words require a training pipeline most users will not bother with, and anything beyond “turn the lights on” still needs either a local LLM or a cloud model piped through Assist.

Claude Code Remote Agents: Dispatch, Scheduled Tasks, and /loop Explained

Claude Code Remote Agents: Dispatch, Scheduled Tasks, and /loop Explained

Claude Code now ships four ways to run agents remotely: Dispatch, Remote Control, Scheduled Tasks, and /loop. Pick the wrong one and you either over-build a simple polling job or under-build something that needs real persistence. Each works at a different layer of the stack. Each has its own lifecycle, infrastructure needs, and rules for what survives a closed terminal or a sleeping laptop.

Dispatch: Send Tasks from Your Phone to Your Desktop

Dispatch launched on March 17, 2026 as a research preview inside Claude Cowork. Open the Claude mobile app, describe a task, and Dispatch routes it to your Claude Desktop instance on your dev machine. Claude Code runs the task locally with your file system, MCP servers, skills, connectors, and any other tools you’ve set up. The result comes back to your phone.

An old open terminal sealed in a specimen jar beside a closed steel monolith labeled agy, with a developer crossing a bridge between them.

Gemini CLI Is Dead: Migrating to Antigravity CLI in 2026

Google shut down Gemini CLI on June 18, 2026, pushing free, Pro, and Ultra users onto the closed-source, Go-based Antigravity CLI . You can keep the open-source Gemini CLI running with a paid API key, but its separate quota pool is gone. Enterprise and Code Assist Standard licenses still work unchanged.

Key Takeaways

  • Gemini CLI stopped serving free, Pro, and Ultra accounts on June 18, 2026.
  • Its replacement, Antigravity CLI, is a closed-source Go binary, not open TypeScript.
  • You can still run Gemini CLI by feeding it a paid Gemini API key.
  • The catch: agy shares one usage pool, so quotas drain much faster.
  • Enterprise and Code Assist Standard licenses keep working unchanged.

What happened to Gemini CLI?

On June 18, 2026, Gemini CLI and the Gemini Code Assist IDE extensions stopped serving requests for free, Google AI Pro, and Ultra personal accounts. The Google Developers Blog announcement confirmed the cutoff and named the replacement: Antigravity CLI, run with the command agy.

COSMIC Desktop 1.0: One Month of Daily Driving System76's Rust DE

COSMIC Desktop 1.0: One Month of Daily Driving System76's Rust DE

Thirty days of COSMIC Desktop 1.0 on Pop!_OS 24.04 LTS, and I am keeping it. Switch if you are a keyboard-first developer who wants a real tiling-plus-floating hybrid, appreciates Rust-grade stability, and likes a UI that sits under 900 MB at idle. Wait a release or two if you depend on a big GNOME extension collection, niche input methods (CJK/IBus edge cases), or a heavy accessibility stack. The COSMIC Store’s catalog is still smaller than Flathub’s GNOME Circle or the KDE offerings, and only a handful of third-party cosmic-ext-* applets exist in 2026. Everyone else should at least boot the live ISO before deciding. COSMIC 1.0 is the first new Linux desktop in a decade that does not feel like a fork of something older.

Keycap Materials Compared: PBT, ABS, PC, and POM Sound and Feel

Keycap Materials Compared: PBT, ABS, PC, and POM Sound and Feel

For most typists, thick 1.5mm doubleshot PBT in Cherry or MT3 profile is the best all-around pick. It resists shine for years, produces a balanced clack-to-thock profile, and holds crisp legends through daily abuse. Competitive gamers who care about fast finger-to-finger transitions still prefer ABS sets like GMK for the slicker surface and lower friction, while RGB builders should choose polycarbonate sets for maximum backlight bleed. If you want the deepest thock on a gasket-mounted board and don’t mind a slippery texture, POM sets like Keyreative POM or TOFU POM sit at the premium end.

AI Coding Benchmarks in 2026: Why the Leaderboard You Pick Decides the Winner

AI Coding Benchmarks in 2026: Why the Leaderboard You Pick Decides the Winner

The SWE-bench Verified leaderboard in June 2026 is led by OpenAI’s GPT-5.5 at 88.7%, with Claude Opus 4.7 a step behind at 87.6% and GPT-5.3-Codex at 85.0%. Anthropic’s June flagships, Opus 4.8 and the new Fable 5, ship as the current top Claude models but have not landed on the public board yet. Pick a different benchmark and the order flips. On SWE-bench Pro, Claude Opus 4.7 leads at 64.3%. On Terminal-Bench 2.0 , Codex CLI paired with GPT-5.5 tops the chart at 82.0%, while the cheaper, faster Gemini 3.5 Flash hit 76.2% on the newer 2.1 set with output about 4x faster. LiveCodeBench favors Google. There is no single best AI coding model. There is only a best model for the kind of task you care about, and the agent scaffold around that model can shift scores by several points.

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Gemma 4 vs Qwen 3.5 vs Llama 4: Which Open Model Should You Actually Use? (2026)

Gemma 4 vs Qwen 3.5 vs Llama 4: Which Open Model Should You Actually Use? (2026)

Gemma 4, Qwen 3.5, and Llama 4 compared on benchmarks, licensing, speed, and hardware so you can pick the right open model fast.

5 Open Source Repos That Make Claude Code Unstoppable

5 Open Source Repos That Make Claude Code Unstoppable

Five March 2026 repos extend Claude Code with autonomous ML, self-healing skills, GUI automation, multi-agent coordination, and Google Workspace access.

Cross-section of a translucent crystal brain threaded by red, gold, and teal attention ribbons resting on a doubly-stochastic matrix pedestal beside a guitar-tuning lab figure.

DeepSeek V4 Tech Report: 3 Tricks That Cut Compute 73%

DeepSeek V4 ships 1.6T parameters and 1M context using only 27% of V3.2's inference FLOPs. Inside the hybrid attention, mHC residuals, and Muon optimizer.

Cracked stone tablet engraved with a bulleted system prompt, four crossed-out goblin silhouettes repeated, a tiny goblin escaping with upvote-arrow sparks, a giant dollar-sign price tag, and figures refusing to step onto a glossier pedestal.

GPT 5.5 Reddit Reception: Goblins and the Cost Backlash

GPT-5.5 Reddit reception: viral goblin prompt leak, doubled pricing backlash, and 5.4 holdouts citing hallucination regressions in factual recall workflows.

What X and Reddit Users Are Saying about Claude Opus 4.7

What X and Reddit Users Are Saying about Claude Opus 4.7

How power users on X and Reddit reacted to Claude Opus 4.7: praise for agentic coding, token burn concerns, and teams' practical prompting habits.

Qwen3.6-35B-A3B: Alibaba's Open-Weight Coding MoE

Qwen3.6-35B-A3B: Alibaba's Open-Weight Coding MoE

Alibaba's sparse Mixture-of-Experts: 35B total parameters, 3B active per token. Q4 quantization runs on MacBook Pro M5, matches Claude Sonnet performance.

Alacritty vs. Kitty: Best High-Performance Linux Terminal

Alacritty vs. Kitty: Best High-Performance Linux Terminal

Alacritty vs Kitty in 2026: emoji and Unicode rendering, real benchmarks, latency, memory, maintainer reputation, and the right terminal for your workflow.

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