Run Meta's Muse Wonder as a Sharkly lane: a Codex provider for api.meta.ai on the Computer, the model in Custom arguments, and the long Tasks routed to it.

Ashley Innocent

October 15, 2026

LLM-HAS is the research name for designing humans into agent systems on purpose. The five components from the survey, translated into decisions for a team running coding agents.

Agent OS traces to a real design: the AIOS kernel with scheduling, context, memory, storage, tool and access management. What exists today, and how to read the claim.

Leo Harrison

October 13, 2026

GPT-6.1 Sol reaches Sharkly through the Codex Runtime. Check each Computer's Codex default, pin or follow it, drop none effort, and route your Crew.

Lucas Hayes

October 13, 2026

Gemini 4 Argon is GA, and one background request can now return about 1M output tokens, roughly $10 a maxed run through November 30 and $20 after. That moves the bottleneck from writing code to accepting it: scope Tasks, put evidence on each, do the review math first.

Ryan Mitchell

October 13, 2026

Haiku 5.5 scores 72.4% partial credit but 37.1% strict on OSWorld. How teams design browser-agent Tasks, review and submit gates around that gap.

Leo Harrison

October 8, 2026

Haiku 5.5 and GPT-6 Luna both list at $0.10/$0.50, but only under 100K tokens. Where the bills split, what the shared table shows, and how to test both.

Mia Parker

October 8, 2026

Sonnet 5.5 costs half of Opus 5.5, but effort decides cost per task. A written routing rule for coding agents: which model, what effort, when to escalate.

Sophia Carter

September 29, 2026

Claude Sonnet 5.5 binds thinking blocks to the model, conversation and account, so reasoning never survives an agent handoff. What the Task must carry instead.

Leo Harrison

September 29, 2026

Claude Sonnet 5.5 and GPT-6 Sol both list at $2/$10. What the shared benchmarks show, why cost per task flips with effort, and how to test both on your code.

Lucas Hayes

September 29, 2026

Sonnet 5.5 is free to chat with on Claude.ai, but Claude Code is not on Free and a chat seat cannot start a run. The real free routes and the cheapest setup.

Mia Parker

September 29, 2026

Run Claude Sonnet 5.5 agents in Sharkly: pin claude-sonnet-5-5 in Claude Code on a Computer, tune the Agent for medium effort, and keep Opus 5.5 as reviewer.

Ryan Mitchell

September 29, 2026

Claude Opus 5.5 stays on task 18+ hours. A run that outlives your day inverts review. The stop condition, waiting state, and owned inbox that make overnight agent runs safe to return to.

Ryan Mitchell

September 23, 2026

Put Claude Opus 5.5 on your team's board: set claude-opus-5-5 in Claude Code on a Computer, size the per-Task timeout for an 18 hour run, and assign one Task the team can review.

Ashley Innocent

September 23, 2026

Claude Opus 5.5 reports 85% fewer successful boundary circumventions. That is a ratio, not a floor, and it landed the week agent runs got cheaper. What it changes about review, and what it does not.

Lucas Hayes

September 23, 2026