Jev: the decision step your agent pipeline fakes with an LLM
Most agent pipelines fake classification with JSON mode and a regex. Jev makes it a first-class primitive with calibrated probabilities. What changes, and what the HN sceptics got right.
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Gemini 3.8 Live: the voice model that keeps working while it talks
Google shipped two stable Live API voice models. The Extended Thinking one changes the turn contract: tool calls are async only, and you must poll interaction_status to know when it is idle.
Andon Labs' Pion: the agent gets a bank account and a shell
Pion's control plane, secret handling and revenue-share pricing are patterns for long-horizon agents. The store losing $40,000 in five months is the caveat.
MAI Code of Conduct: what your system prompt can't override
Microsoft's draft MAI Code of Conduct read as a spec: which behaviours sit above your system prompt, what operators can tune, and what to file before consultation closes.
Homebrew 7.0.0: what breaks on Monday and what to adopt
A migration walkthrough for Homebrew 7.0.0: the Intel Mac cliff, the CI and Brewfile flags that vanished, the Linux sandbox swap, and the two new commands worth adopting today.
RubyGems agent swarm: how three conveniences became RCE
The May RubyGems flood was reportedly an OpenAI training run looking for internet access. What the chain teaches maintainers, agent builders and anyone who owes a registry a heads-up.
Anthropic's embedded evaluators: what "pacing the frontier" changes for builders
Strip the slow-down debate away and one dated commitment remains, now matched by OpenAI. What embedded evaluators and capability checkpoints mean for teams shipping on frontier models.