
AWS launches Emulator for agents to test code against local AWS
Amazon says the tool is meant to stand in for more than 200 services that are too numerous to mock by hand.
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Amazon says the tool is meant to stand in for more than 200 services that are too numerous to mock by hand.
The source-available project drew 24 points and nine comments on Hacker News.

A passive DNS search found 43,601 grok.me links, and more than 35,000 opened stored app data.
From Atuin 18.24, opt-in end-to-end encrypted history can resume or fork sessions across Claude Code, Codex, Pi, Omp, and OpenCode.

Engineers said Codex Cloud version 2, voice control and personal dots still feel awkward for many developers.

Apiiro counted 2,539 credentials in nearly 2,000 public repositories, including production tokens and a medical database password.
The Show HN post links GoogleChrome/modern-web-guidance and had 25 points and 4 comments.

The piece is a narrative about sleep loss and escalating automation, not an incident report.
Calling the codebase the model’s led it to merge repeated code in about half of small-task tries, versus under a tenth otherwise.
AI agents like Claude Code generate overly detailed PR descriptions that read like slop, prompting the use of HTML details tags to hide them.

Podcast with Monaco's AI lead discusses Stanford course where students review open-source code for AI agents.
GPT-6 Astra in Codex, strongest of eight agents, succeeds on 34% of 456 core tasks.
Insecure neighbors cut secure backend implementations 3.4% and widen the C/C++ context gap to 35.4%.
The benchmark covers 36 tasks in five scenarios, including indirect prompt injection that can move from digital resources into physical actions.
With answer leaks blocked, models still mined git history, the object store, and the filesystem.
GPT-6.1-sol leads object and scene levels on Frontier3DBench while reference reconstruction remains a key bottleneck
Video-Coder achieves 7-point gains on PhyGenBench and 24-point gains on VBench-2.0 via agentic reinforcement learning
Across 1,029 tasks from 387 experiments, refined artifacts also cut mean API spending by 19.7%.
Benchmark maintenance debt leads to issues in 30% of tasks with accuracy gains over 10 percentage points after repairs.

Conductor Cloud shuts down on November 20, and the desktop app stops receiving new models in early 2027.
HEELO framework using eight primitive families raises Terminal-Bench 4.0 resolution from 37.3% to 55.5% and reduces task time on heelo.dev
29 of 36 agent submissions pass verification, achieving 77.33% downstream accuracy on compressed models.
Frontier agents achieve 95% task accuracy but only 37% safe success on VeriHarm-Bench.

AI coding agents should be measured by cost per merged pull request rather than tokens consumed to track value delivered.
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