Team workflows & setup: 4 real cases
Team-wide adoption, codebase-wide fixes and getting tools running.
Fix a self-hosted agent that lost its models: Muse vs Hermes
Tun Win Lat asked Muse to restore missing Qwen models; it wrongly said it was fixed three times, and Hermes fixed it in one go.
PartialMuse +1Evidence: Described by posterView CaseAutomate defect remediation across C/C++ codebases with Codex CLI
OpenAI's case study says Cisco's Codex CLI defect-repair workflow raised defect resolution throughput 10–15x.
WorkedOpenAI Codex CLIEvidence: Company case studyAccording to OpenAI:10–15x defect resolution throughput
View CaseGet DeepSeek-OCR running on an NVIDIA Spark with Claude Code
With four prompts in about 40 minutes, Claude Code got DeepSeek-OCR running on NVIDIA Spark hardware and OCR'd a test image.
WorkedClaude CodeEvidence: Screenshots or logsView CaseSpeed up feature delivery by moving a team to Cursor
Security startup Jit moved its engineers from JetBrains to Cursor and, according to the article, delivered features 1.8–3x faster.
WorkedCursorEvidence: Article or interviewReported by LeadDev:1.8x–3x productivity gains
View Case