My latest ai audit workflow. Claude Code - Sonnet 5.5 on HIGH (sonnet-orchestrator) - Haiku 5.5 on MAX (haiku-worker for basic ops) - Opus 5.5 on HIGH (opus-auditor) - GPT 6.1 Sol on HIGH (sol-auditor) Sonnet, Opus and Sol can utilize haiku-worker (up to 10 subagents in parallel for basic ops). PASS is when the auditors hit 85+/100 in max 3 rounds. FAIL after 3 rounds prompts if another round is needed. This helps maximize the $100/mo plans on Claude and Codex. Plus, I found that running AI workflows and agentic coding on Fedora or Omachy (both linux) is 3X-10X faster than running them on my macOS. Primary suspect Apple APFS vs Linux EXFS. Also corraborated by tests by @theo in his YT video when he ran similar deep dive tests.

After extensive testing this past weekend, Deepseek V4.1 Flash 1017 via @CommandCodeAI has been added on MAX effort as deepseek-auditor to my AI coding workflow. – at Village of the Branch, NY

My Claude Code/Codex workflow: Claude Code CLI: Sonnet 5.5 HIGH Orchestrator & All writes Haiku 5.5 HIGH Worker for Basic Ops Opus 5.5 HIGH (opus-auditor) = Read-only GPT-Sol-6.1 HIGH (sol-auditor) via Codex CLI = Read-only Sonnet 5.5 Fixes all verified gaps from both auditors This weekend, I added: Deepseek-v4.1-Flash-1017 via CommandCode CLI (deepseek-auditor) Note that sol-auditor is slow but extremely diligent and worth the wait. Haiku, Opus, Sol, and Deepseek run as subagents. My coding plans are: - Claude Code $100/mo - Codex $100/mo - CommandCode $10/mo xitter.cf/i/trending/21113767449… – at Village of the Branch, NY

Deepseek V4.1 Flash 1017 from @deepseek_ai has proven its worth to be added as deepseek-auditor running as a subagent in my claude code coding and analytics workflows. I am using the GOAT plan from @CommandCodeAI that gives $80/month deepseek credit for the $10/mo plan. I am additionally testing it for basic-ops to replace Haiku 5.5 from my workflow.

This is extremely smart. Thank you @thsottiaux – at Village of the Branch, NY

Deepseek V4.1 Flash 1017 update came out. I am testing it against Shopify-related workflows for Rapid 2X. – at Village of the Branch, NY

I tried to add muse-auditor (tried both wonder and wonder full models) and argon-auditor. Neither passed the coding/workflows tests. For full transparency, argon did not pass. Muse models ran out of my monthly subscriptions even before completing the first iteration. – at Village of the Branch, NY

Opus 5.5 + GPT 6.1 Sol - Both on HIGH efforts. Best pairing for coding and workflows. Haiku 5.5 for basic ops to be utilized for both higher end models. Sonnet 5.5 can do some grunt work but Opus / Sol need to validate. Friday closing thoughts for the weekend. – at Village of the Branch, NY

Switching my self-developed Mac app from gpt-live-1 to gpt-live-1.1 to test. – at Village of the Branch, NY

If you are actively using Sonnet 5.5 on HIGH effort in Claude Code but see that you have only used 50% of your weekly usage and it expires tomorrow, do you switch to Opus 5.5 on HIGH effort to make sure that you are using 100% of your weekly usage? I do. My weekly expires Fridays at 2AM ET. Wednesday through Thursday night is full throttle. LOL. – at Village of the Branch, NY

Given the latest AI benchmarks, if @OpenAI speeds up gpt-6.1-sol tokens/sec output speed, I think hands down it would be the best model today when you consider intelligence, cost per task and speed. @sama @thsottiaux

First impression: $30/mo Grok plan barely runs out using all my workflows Same for $100/mo Claude and $100/mo Codex plans. But $50/mo Muse Code plan ran out of 5 hours using barely 45 minutes of usage with Muse Wonder and Muse Wonder Full. – at Village of the Branch, NY

Muse is out of quota: the retry returned API error 429, Subscription quota exhausted, usage window resets 2026-10-13T23:54:02Z. @alexandr_wang – at Village of the Branch, NY

Currently testing Muse Wonder and Muse Wonder Full to see if this orchestrator/worker/auditor workflow needs to be updated with Muse @alexandr_wang – at Village of the Branch, NY

Testing Muse Wonder and Muse Wonder Full with the $50/mo plan on these workflows: 1. Inbox/Calendar Review | Muse Wonder 2. Shopify Holiday Readiness Sprint from Rapid 2X | Muse Wonder Full 3. Live Session Notes from Zoom VTT/MP4 4. Upsidia SaaS app Full Deep Audit to Find gaps after sol/opus confirmed all closed gaps 5. Android Games = Sudoku + Word Find for gaps and optimizations FYI @alexandr_wang – at Village of the Branch, NY

Please add "manual reset" allotments while the Muse team figures out the plan usage issue @alexandr_wang. I am running my entire workflows (previously claude/codex) through Muse Wonder and Muse Wonder Full to get my personal benchmarks. – at Village of the Branch, NY

Meta Muse Wonder/Wonder Full is FRONTIER! Artificial Intelligence benchmark is putting in #2 spot right after Opus 5.5. Meta is Back! There is Muse Code for the coding harness. To install, open your terminal and copy/paste below. curl -fsSL dev.meta.ai/install.sh | bash You can use it in Claude Code, Codex and Opencode harnesses also. Instructions are on the dashboard once you login to your facebook here: dev.meta.ai/platform API pricing is in-line with Opus 5.5 but Cost Per Task is much cheaper. Some of the earlier testers reported that the paid plans ran out quickly but @alexandr_wang from the Meta AI team reported that this was not the expected behavior so they are fixing the bug. I saw that these testers ran out of the $50/mo plan in matter of minutes and $200/mo plan in matter of 45-60 minutes. I will give it sometime to settle in and perhaps I might test it against Rapid 2X 2026 Implementation and the Reed + Raven codebase to see viability since it has cracked top 5 positions. Likely this weekend. Give it a try if you would like. This is NOT an official Rapid 2X recommendation yet. Source: artificialanalysis.ai/models… – at Village of the Branch, NY

Should AI models have security against reverse engineering a binary executable? Imagine reverse engineering OS kernels to find exploits. Bad actors will 100% do that. – at Village of the Branch, NY

Since OpenAI is giving resets if they don't do an improvement deployment daily, I think Grok should give faster/speed with daily improvements with a speed-up button allotment like the reset button. @thsottiaux @elonmusk @SpaceXSI