7 min read
Claude Code Desktop SneakPeek Flaw: Fixed Version and What To Do
SneakPeek (CVSS 8.7) let a poisoned HTML file read SSH keys and cloud credentials via the Claude Code Desktop preview pane. Fixed in Claude Desktop 1.30096.1.
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Deep dives into AI agents, coding tools, and building with LLMs.
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7 min read
LFM2.5-24B-A2B vs Qwen3.6-35B-A3B: Fast Local Agent or Better Coder?
LFM2.5-24B-A2B vs Qwen3.6-35B-A3B for local agents: Liquid wins tool-use benchmarks, Qwen wins SWE-Bench Verified. Which one to run for which job.
7 min read
Ollama Decision Models: Run Nimble Locally with --ask
Ollama 0.40.4 runs decision models locally: ollama run nimble --ask answers yes/no, label and score questions with probabilities. Commands and limits.
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7 min read
Anthropic Self-Replicating AI Research: What Small Models Can Actually Do
Anthropic's Frontier Red Team says small open models may be months from self-replicating across cheap IoT devices. What it measured and where the claim is thin.
7 min read
Reverse Engineer Anything (REA): What the MCP Server Does and Where the Line Is
REA (Reverse Engineer Anything) is an MIT-licensed MCP server that lets Claude Code, Codex or Cursor inspect binaries, Electron apps and APKs. How to try it.
8 min read
RTX Spark for Local LLMs: Will It Run a Coding Agent?
RTX Spark laptops ship October 16 with up to 128 GB of unified memory. Why the 600 GB/s figure is not memory bandwidth and which local coding models fit.
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Anthropic Scion: Why Anthropic Replaced Git for Agent-Scale Merges
Anthropic Scion replaced git after merges grew to over 30,000 a day. What Anthropic's post says, what HN pushed back on and what to apply to your own repo.
6 min read
Claude Code Projects: Coordinator, Threads, and Limits
Claude Code Projects is open to waitlisted Pro and Max users. How the coordinator and cloud threads work, what they cost in plan limits and where it breaks.
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7 min read
Agent Harness Lessons From a 500B-Token Decompile: Give Agents a PASS/FAIL Oracle
Agent harness lessons from a 500B+ token decompile: a byte-matching PASS/FAIL oracle beat the reviewer agent. How agents cheated it and what to copy.
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7 min read
Codex CLI Background Daemon: How to Turn It Off
Codex CLI starts a persistent, self-updating background daemon since 0.157.0. What it does, why it hit Hacker News and the reported workaround to turn it off.
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8 min read
Freebuff Review: The Free Coding Agent Paid for by Ads, and What It Costs You
Freebuff is a free coding agent paid for by text ads. What the free tier includes, how Freebucks limit usage, and what the privacy policy says about your code.
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6 min read
Claude for Startups Offer Paused: What Founders Do Now
Claude for Startups paused its free Claude Team year and $1,000 API credit offer at capacity. What the program page says now and how to cover the gap.
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