Brief
Essay argues most agent eval writing is low quality
Amol Kapoor says vibe-coded evals often lock in older model behavior. It is an opinion piece with no release or version data.
- Signal
- 35
- Facts
- 6
- Hype
- 13
Things to act on now: a new flag, a breaking change, a tool you can install.
464 cards
Brief
Amol Kapoor says vibe-coded evals often lock in older model behavior. It is an opinion piece with no release or version data.
Act on this
Check Web, Cowork and Claude Code separately, since each needs its own certificate verification.
Act on this
Try the unofficial Onshape MCP server if you want agent CAD access without API keys, on macOS only.
Act on this
Install the MCP server on macOS 26 or newer, then grant Full Disk Access and Notes automation permissions.
Brief
The MIT prototype gives Claude generic tools for data, screens and timers. A five-device clinic run took 65 seconds of setup and 7 to 14 seconds per action.
Act on this
Check your Claude Code and Cursor versions and review config files loaded from untrusted repos.
Hype watch
The Reddit and X demo claims under one second latency for GTA V NPCs. No public repo or release is confirmed.
Act on this
Use Export, then Google Sites in the Gemini app to turn an interactive app into a private Sites draft.
Act on this
Install the free MIT Stockroom 0.4.1 tool to keep a catalog of your Claude Code tools.
Act on this
Add CATT 0.2.1 to CI to test assistant-driven flows against MCP servers, websites or HTTP APIs.
Act on this
Enter the three weekly waves of the Indirect Prompt Injection Black competition before November 5 if you test agents.
Brief
The post compares usage limits and switching between Codex and Claude Code on Opus 5.5. It is anecdotal, and no official changes are announced.
Brief
Anthropic reports findings across 25 major projects, including a flaw missed for 21 years. The source text is thin, and only an MSN headline corroborates the count.
Act on this
Run one git worktree and tmux session per issue, and add a PreToolUse hook that limits writes to owned file globs.
Act on this
Check Pilely if you want a hosted setup for Claude Code sites with login, database, email and Stripe.
Brief
The user reports that the brainstorming skill now asks ELI5-style questions. No version or official change is confirmed.
Brief
The challenge page advertises $100k in prizes. Rules, deadlines and eligibility could not be checked, so they are unverified.
Act on this
Build the open-source macOS menu bar app with full Xcode if you want dictation without a subscription.
Brief
The reported detectors use sparse autoencoders to give human-readable reasons. The cached summary lacks version, code or availability details.
Act on this
Check service worker live reads and App Check settings if Claude Code builds a PWA with Firebase.
Act on this
Use the TinyGo WASM build of about 2.0MB to run BusyBox commands in sandboxed agent environments.
Brief
A Reddit post links to NVIDIA's OpenShell agent runtime. The cached page had only a title, so the safety claim is unverified.
Hype watch
The Show HN app needs Apple silicon, macOS 15 or newer and 16 GB RAM, with a 7-day trial on one device. Its security claims are not independently checked.
Brief
The user praises Muse's terminal UX and planning, but notes that workflows must be requested in the prompt. It is a single-user opinion.
Brief
The vendor wants to stop AI agents from moving funds or changing code without oversight. The article gives no product details, versions or availability.
Act on this
Try the open-source abacusai/simless tool to cut Claude's iOS screen checks from a simulator run.
Brief
The essay argues that prompts, tool traces and corrections hand provider data to model makers. It urges firms to run their own learning loop.
Brief
The Hacker News post describes an MCP server for accessibility scans and fixes. The linked video had no readable content, so the claims are unverified.
Act on this
Test the Decisions API if you need a fast, cheap decision model, since it is now generally available.
Act on this
Install the PyPI package to link agent memories to files by git hash and sync to CLAUDE.md and AGENTS.md.