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ai-agents
246 postsLLM Latency Budgets: Speed Up AI Workflows Without Guesswork
A practical guide to building stage-level LLM latency budgets, workflow classes, and runtime enforcement for reliable AI products.
AI Agents Favor Vertical Slices Over Platform-First Architecture
Why vertical slice architecture, not horizontal platforms, is the pattern AI coding agents need to ship reliable software.
Qwen wrote its own app: why QuotePilot still needs a human approval gate
QuotePilot: an app Qwen models largely wrote and run, built around Decimal-based pricing and a mandatory human approval gate.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comSophos study: AI coding agents look like attackers to a SIEM
Sophos telemetry shows Claude Code, Cursor, and Codex trigger SIEM alerts for credential access and evasion during normal, benign operation.
How a hijacked npm preinstall hook delivered a silent infostealer
A hijacked npm package used a preinstall hook to drop a cross-platform Rust infostealer, exposing risks in unattended and AI-agent-driven installs.
The AI Agent Hunting Bugs in My App While I Sleep
One AI agent hunts bugs in a live app hourly while another reproduces and fixes them, using confidence scoring and reproduction rules to stay trustworthy.
LLM-as-a-Verifier Turns Verification Into a New Scaling Axis
New research scales LLM verification without extra training, introducing continuous scoring that hits state-of-the-art on SWE-Bench, Terminal-Bench and more.
data-eng-bench: Snowflake's dbt benchmark for coding agents
Snowflake's data-eng-bench tests coding agents on 103 realistic dbt data-engineering tasks across DuckDB and Snowflake, via the open-source Harbor framework.
CAKE: Compiler-Agent Co-Design Lets AI Write Faster GPU Kernels
CAKE pairs AI coding agents with a hardware-explicit compiler IR, beating tuned GPU kernel baselines on B200 with verifiable, evolving toolchains.
AI Escape Room: Docker CTF Rebuilds the 2026 Hugging Face Breach
A Docker Compose CTF lab recreates the 2026 Hugging Face agent breach, covering SSRF, SSTI, HDF5 exfiltration, and Kubernetes pivoting for security training.