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One model cost about $8 or $24 per task in AWS's benchmark.
The heavier agent harness spawned subagents that added tokens and runtime without improving the score. Before swapping models, check what your agent is spending turns on.
A file in Downloads told a coding agent to install malware.
Forever Security traced a blocked npm install to a planted AGENTS.md disguised as engineering notes. The agent was treating the attacker's setup instructions as part of its job.
GitHub Actions can leak secrets without contacting an attacker's server.
Wiz found Gheist using stolen tokens to plant workflows, encode secrets into logs, download them through GitHub's API, then delete the runs. The exfiltration channel was GitHub itself.
A libcurl security patch exposed a Git bug and broke HCP Terraform runs.
The Git bundled with tfc-agent failed on some VCS HTTP redirects after the update. HashiCorp shipped tfc-agent 1.33.3 with the fix.
Your GCP bill can fund an attacker's Gemini usage.
Wiz found stolen credentials being used to link external projects to victims' billing accounts. The workloads stayed in the attackers' projects.
Your biggest prompts can keep you paying for Sonnet after you switch to a cheaper model.
In AI21's 50-PR benchmark, three oversized reviews triggered expensive fallbacks. Compacting the inputs helped cut token costs 98% versus baseline.
LiteLLM removed a leaked key from Git history. Attackers used it months later.
It unlocked an agent platform holding a GitHub org owner's token. That access led to a malicious release.
𝗬𝗼𝘂𝗿 𝗰𝗼𝗱𝗶𝗻𝗴 𝗮𝗴𝗲𝗻𝘁 𝗰𝗮𝗻 𝗷𝗼𝗶𝗻 𝗮 𝗴𝗿𝗼𝘂𝗽 𝗰𝗵𝗮𝘁 𝗳𝗿𝗼𝗺 𝗶𝗻𝘀𝗶𝗱𝗲 𝗶𝘁𝘀 𝗗𝗼𝗰𝗸𝗲𝗿 𝘀𝗮𝗻𝗱𝗯𝗼𝘅.
Docker's BAND AI kit connects sandboxed agents with humans and other agents. Outbound WebSocket/API connections; no inbound port needed.
𝗧𝘆𝗽𝗲𝗦𝗰𝗿𝗶𝗽𝘁 𝗴𝗼𝘁 𝗮 𝗚𝗼 𝗿𝗲𝘄𝗿𝗶𝘁𝗲. 𝗡𝗼𝘄 𝗖𝗹𝗼𝘂𝗱𝗳𝗹𝗮𝗿𝗲 𝗶𝘀 𝗯𝗮𝗰𝗸𝗶𝗻𝗴 𝗮 𝗥𝘂𝘀𝘁 𝗽𝗼𝗿𝘁.
tsrs is experimental. Early benchmarks report up to 8x faster checks and ~70% less memory than TypeScript 7.0, with matching worker counts.