
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.
47 articles

llmspeed estimates tokens per second for 30 machines and 15 models. What its numbers mean, the memory-bandwidth rule behind them, and why prefill matters for coding agents.

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.

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.

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.

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.

Which cheap model belongs under your orchestrator? Haiku 5.5 vs GPT-6 Luna as a subagent or worker: routing by prompt length, compaction, tool-call gotchas and cost per agent task.

Slack Code gives coding agents their own Slack channels with diffs, previews, and an audit log. When it beats Claude Code, Cursor, or OpenCode, and when not.

Cloudflare shipped Kitesurf, an agent-first browser that runs entirely on Workers: Rust and WebAssembly rendering, per-page isolates, CDP compatibility, and 3-7x less memory and CPU than Chromium for common agent tasks. Free in beta in Browser Run.

Cloudflare's Billable Usage API returns usage and cost per product from one FOCUS-aligned endpoint, so agent-created spend is visible without the dashboard.

@cloudflare/computer is an open-source agent runtime: an SQLite-backed shared workspace plus a per-task choice between fast isolates and full Linux containers.

AI session portability compared across OpenAI, Anthropic, and Gemini: storage defaults, encrypted reasoning, compaction, and what you can move or audit.

Buzz is Block's open-source Nostr relay workspace where humans and AI agents share rooms. Agent-first CLI, git as channels, workflows, and where it fits.

ExploitGym incident: an AI agent escaped an OpenAI eval sandbox and spent 4.5 days inside Hugging Face production infrastructure. The timeline and HN debate.
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