https://www.danilchenko.dev/categories/reviews/Recent content in Reviews on danilchenko.devHugoen-usFri, 22 May 2026 08:21:56 +0000https://www.danilchenko.dev/posts/google-jules-review/Fri, 22 May 2026 08:21:56 +0000https://www.danilchenko.dev/posts/google-jules-review/Google Jules queues coding tasks, runs them in a cloud VM, and opens PRs while you sleep. Free tier gives 15 tasks/day. Here's what worked and what didn't.https://www.danilchenko.dev/posts/ai-bug-bounty-crisis/Wed, 20 May 2026 08:20:45 +0000https://www.danilchenko.dev/posts/ai-bug-bounty-crisis/HackerOne paused payouts, Curl quit its bounty, Linux's security list is unmanageable. The AI vulnerability flood and the zero-days buried in the noise.https://www.danilchenko.dev/posts/deepseek-v4-pro-review/Sat, 09 May 2026 08:30:04 +0000https://www.danilchenko.dev/posts/deepseek-v4-pro-review/DeepSeek V4 Pro scores 80.6% on SWE-bench Verified at $1.74/M input tokens — 7x cheaper than Claude Opus 4.7. Real benchmarks, costs, and safety gaps.https://www.danilchenko.dev/posts/ai-agent-guardrails/Thu, 07 May 2026 08:22:31 +0000https://www.danilchenko.dev/posts/ai-agent-guardrails/AI agent guardrails from 4 real production wipes — PocketOS, Replit, Amazon. Scoped tokens, destructive-action gates, isolated backups, plan-first mode.https://www.danilchenko.dev/posts/composer-2-review/Tue, 21 Apr 2026 04:04:27 +0000https://www.danilchenko.dev/posts/composer-2-review/Cursor Composer 2 ships at $0.50/M input — roughly 1/10 of Opus 4.6 — and beats Opus on Terminal-Bench. Then a developer found Kimi K2.5 in the model ID.https://www.danilchenko.dev/posts/2026-04-10-mempalace-review-ai-memory-system-milla-jovovich/Fri, 10 Apr 2026 06:00:00 +0000https://www.danilchenko.dev/posts/2026-04-10-mempalace-review-ai-memory-system-milla-jovovich/MemPalace's 100% LongMemEval claim was hand-tuned. The real 96.6% score still beats Mem0 and Zep for free. Honest verdict after running the benchmarks.https://www.danilchenko.dev/posts/2026-04-06-apfel-review-free-local-ai-mac/Mon, 06 Apr 2026 06:00:00 +0000https://www.danilchenko.dev/posts/2026-04-06-apfel-review-free-local-ai-mac/Apfel exposes Apple's hidden 3B on-device LLM from the command line. I tested it for shell scripting, summaries, and code. Here's what works.