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379 postsI let an AI agent handle my job search: the real numbers, LLM bill included
An engineer's 4-day data from an AI job-search agent: 13% fit-filter rate, $3.36 LLM cost per application, and the fight against bot detection.
License Laundering Exposed Across AI Dataset-to-App Supply Chains
Study of 232,270 AI supply chains reveals systematic license laundering, with obligation-bearing licenses vanishing while permissive ones persist.
Why AI Models Perform Worse Outside English
Why do LLMs underperform outside English? Training data, tokenizer inefficiency, and instruction-tuning gaps explain the cost and accuracy divide.
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.comTuro: Aggressive Token-Saving Proxy for CLI AI Agents
Turo is an open-source CLI proxy that trims AI agent prompts, cutting LLM token usage by up to 70% while preserving meaning.
One ChatGPT link could plant a rogue AI agent inside your company
OpenAI's ChatGPT agent builder had an AgentForger flaw letting a single link spawn a rogue AI agent with an employee's full access.
CVE-Bench: A Sandbox Benchmark for LLM Agents Fixing Real CVEs
CVE-Bench is an open-source benchmark testing LLM agents' ability to fix real Python CVEs inside sandboxed Docker containers.
Cargo-reapi: A Shared Build Cache for Parallel Rust Agent Pipelines
cargo-reapi adds a shared build cache to Cargo for parallel Rust agent pipelines, cutting redundant compiles across worktrees without replacing Cargo's build graph.
Code Mode Cuts Agent Costs by 99.2%, Measured in Production
A production benchmark shows code-execution-based agent workflows cut token costs by 99.2% versus raw sequential MCP tool calls.
Software Factories: Loops, Harnesses, and the Cost of Going Dark
Loops, harnesses, and factories: why dark automation in software pipelines quietly builds comprehension debt behind green tests.
Fairphone 6's wide camera gets experimental mainline Linux support
Fairphone 6's OmniVision wide camera now works experimentally on mainline Linux via a ported qcom-camss driver for the milos SoC.