Hands-on: OpenCode 2.0's always-on service daemon, Code Mode interpreter, and the /etc/opencode managed-config regression that broke enterprise lockdown.
MXC 1.0.0 hands-on: bubblewrap-backed agent sandboxes, directional network policy, and the Ubuntu 24.04 AppArmor trap that kills every launch.
Cactus Compute's Whistle tested hands-on: real latency on x86, keyword biasing limits, streaming blowup, tool-call hallucination under ASR error.
Cursor after SpaceX: Grok 4.7 economics, the Nov 12 OpenAI shutoff, agent CLI and self-hosted worker hands-on, and who should skip it.
Humanitec reviewed: Score spec tested hands-on, Platform Orchestrator mechanics, $1,979/mo entry pricing, lock-in reality, and who should skip it.
Port reviewed: Context Lake mechanics, the AI Builder 'vibe coding' pivot, approval layers, pricing math, Ocean internals, and who should skip it.
Magnitude promises 2x llama.cpp via on-device kernel tuning. We unpacked its .deb, strace'd the admission gate, and found where the claim breaks.
OpenAI dots: GPT-6 Astra agents with a cloud computer, read-only initiative and an auto-review guardian — and where the always-on 24/7 pitch actually breaks.
We ran VictoriaMetrics v1.153.0: 277k samples/s ingest, a 30-second query blind spot, enterprise-gated downsampling, and an unauthenticated delete API.
vLLM 0.30's architecture is excellent and its cost math is brutal: KV-cache budgets shrink concurrency to single digits and idle H100s burn $2,512/month. Who…
Glasskube's repos are archived, its central package index has been frozen since Dec 2025, and its company pivoted. Here's the evidence and your exit plan.
We ran Crystil's real SDK: full prompt and response content — plus the Crystil API key — leaves your process on every call. Sentinel's 65% claim doesn't…
We built AX v0.3.0 from source and drove its real CLI and control plane: no retries, no auth, plaintext creds, and a TLS egress trap.
A technical deep-dive comparing Claude Code, Cursor, and GitHub Copilot agentic loops — how each plans, acts, and self-corrects.
Analysis of the privacy-first AI integration in Firefox via Mistral.
A technical analysis of Spectro Cloud Palette's Cluster Profile model, its continuous reconciliation loop, and the abstraction tax trade-off.
Technical breakdown of ternary quantization and the shift from floating point to {-1, 0, 1} weights.