Notes from the work

One email when a tutorial or migration write-up goes live. Nothing else, and an unsubscribe link in every email.

LeanZero

Two people in Romania doing Atlassian migrations, Forge apps and practical AI work for teams that would rather talk to the person doing the job. Most of what we learn ends up on this site.

Services

  • Atlassian migrations
  • Atlassian FastShift
  • Atlassian maintenance
  • Forge app development
  • AI development consultation

Topics

  • Jira
  • Jira Service Management
  • Confluence
  • Bitbucket
  • Atlassian Forge
  • Cloud Migration
  • Local AI
  • AI Coding
  • Certifications
  • Atlassian Team
  • All topics

Company

  • Blog
  • Tutorials
  • Contact

Community

  • Join Discord
  • Support this site

© 2026 LeanZero. All rights reserved.

Privacy policyTerms of service24/7 SupportTrust centerSecurityDPALegal notice
  1. Home
  2. Blog
Knowledge Base

Atlassian insights & tutorials

Real Atlassian solutions to real problems — no fluff, no SEO spam.

Read the latestFollow the tutorials
JiraConfiguration, workflows and fixes from real projectsLocal AIModels and agents running on your hardwareAI codingCoding tools and workflows tested in practice

Articles 1

All topicsAI CodingAtlassian ForgeAtlassian TeamBitbucketCertificationsCloud MigrationCogniRunnerConfluenceCost SlasherJiraJira Service ManagementLeanZero ManagementLocal AISentinel Vault
Nanbeige4.3-33B benchmark attempt on a Mac Studio, plus Particle-1 vs DeepSeek V4.1 Flash
ArticleLocal AIAI Coding

Nanbeige4.3-33B benchmark attempt on a Mac Studio, plus Particle-1 vs DeepSeek V4.1 Flash

We tried to benchmark Nanbeige4.3-33B on a Mac Studio with MLX and it never started: our engine dropped its tool calls, and the 96 GB Studio served at most 75,925 tokens of the 322,851 our Gauntlet needs. We can give you measured speed and memory, a fit table by Mac size, and Particle-1 measured against two DeepSeek V4.1 Flash snapshots.

Mihai PerdumNov 6, 202624 min read

Found my advice helpful?

If I helped you solve something for free, coffee money is always appreciated (but never expected).

Buy Me a Coffee

Join the community

Join the community to ask questions, share your work, and connect with other professionals.

Join Discord