Google Updates Gemini API Pricing Tiers for Optimization - Intellectia AI
Google Updates Gemini API Pricing Tiers for Optimization Intellectia AI
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B70: Quick and Early Benchmarks & Backend Comparison
llama.cpp: f1f793ad0 (8657) This is a quick attempt to just get it up and running. Lots of oneapi runtime still using "stable" from Intels repo. Kernel 6.19.8+deb13-amd64 with an updated xe firmware built. Vulkan is Debian but using latest Mesa compiled from source. Openvino is 2026.0. Feels like everything is "barely on the brink of working" (which is to be expected). sycl: $ build/bin/llama-bench -hf unsloth/Qwen3.5-27B-GGUF:UD-Q4_K_XL -p 512,16384 -n 128,512 | model | size | params | backend | ngl | test | t/s | | ------------------------------ | ---------: | ---------: | ---------- | --: | --------------: | -------------------: | | qwen35 27B Q4_K - Medium | 16.40 GiB | 26.90 B | SYCL | 99 | pp512 | 798.07 ± 2.72 | | qwen35 27B Q4_K - Medium | 16.40 GiB | 26.90 B | SYCL | 99 | pp16384
Closed model providers change behavior between API versions with no real changelog. Building anything on top of them is a gamble.
This is one of the reasons I keep gravitating back to local models even when the closed API ones are technically stronger. I had a production pipeline running on a major closed API for about four months. Stable, tested, working. Then one day the outputs started drifting. Not breaking errors, just subtle behavioral changes. Format slightly different, refusals on things it used to handle fine, confidence on certain task types quietly degraded. No changelog. No notification. Support ticket response was essentially "models are updated periodically to improve quality." There is no way to pin to a specific checkpoint. You signed up for a service that reserves the right to change what the service does at any time. The thing that gets me is how normalized this is. If a database provider silently c
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OpenClaw CVE-2026-33579: Unauthorized Privilege Escalation via `/pair approve` Command Fixed
CVE-2026-33579: A Critical Analysis of OpenClaw’s Authorization Collapse The recently disclosed CVE-2026-33579 vulnerability in OpenClaw represents a catastrophic failure in its authorization framework, enabling trivial full instance takeovers. At the core of this issue lies the /pair approve command—a mechanism intended for secure device registration that, due to a fundamental design flaw, bypasses critical authorization checks. This analysis dissects the vulnerability’s root cause, exploitation process, and systemic failures, underscoring the urgency of patching and the ease of attack. Root Cause: Authorization Bypass via Implicit Trust OpenClaw’s pairing system is designed to facilitate temporary, low-privilege access for device registration. The /pair approve command, however, omits ex
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