MMihai_LeanZeroOct 13 · 22 min readDeepSeek V4.1 Flash vs Opus 5.5: Coding BenchmarkI ran DeepSeek V4.1 Flash through our Forge 2.0 coding benchmark twice and it scored 0.2893 and 0.3790. Its median is 0.3342. Claude Opus 5.5 got 0.6745 on the same task, and MiMo V2.6 Flash, which coleanzero.hashnode.dev
MMihai_LeanZeroOct 3 · 19 min readJira API rate limit: see what CogniRunner spendsJira Cloud's API rate limit is three limits at once, an hourly points quota, a per-second burst limit and a per-issue write limit, and when any of them trips the REST API answers 429 Too Many Requestsleanzero.hashnode.dev
MMihai_LeanZeroOct 3 · 18 min readAttach an API spec to a Jira workflow validator: what the CogniRunner AI rule never readsAttach an API spec to a Jira workflow validator: what the CogniRunner AI rule never reads Key takeaways END STATE: a validator that reads your own schema before deciding, with the verdict provably dileanzero.hashnode.dev
MMihai_LeanZeroOct 3 · 23 min readCall a Forge App REST API with OAuth 2.0 (3LO)A Forge app REST API is called from outside Jira with an OAuth 2.0 (3LO) access token. This tutorial does it end to end with curl, against LeanZero Management, the free planning app we make for Jira Cleanzero.hashnode.dev
MMihai_LeanZeroOct 3 · 16 min readCogniRunner 3.3.0: it no longer waits for a transitionCogniRunner 3.3.0: it no longer waits for a transition Key takeaways CogniRunner 3.3.0 (Marketplace, 7 September) adds listeners and scheduled jobs. Until now every rule needed a workflow transition leanzero.hashnode.dev
MMihai_LeanZeroOct 2 · 21 min readSentinel Vault: Runs on Atlassian AI appsSentinel Vault is one of the Runs on Atlassian apps that review Confluence content with AI, through the Forge LLMs API, with no API key to paste and no external data egress declared. That's the whole leanzero.hashnode.dev
MMihai_LeanZeroOct 1 · 20 min readCogniRunner: Jira OpenAI Key for Workflow RulesConnecting Jira to OpenAI for a workflow validator sounds like one decision. In CogniRunner it is a choice between eleven providers in 5.0.0, up from eight in 4.1.0, and the one that matters most is nleanzero.hashnode.dev
MMihai_LeanZeroSep 28 · 11 min readConfluence Forge Delete Page Event GuideA Forge app that listens for avi:confluence:deleted:page to keep its own storage in sync looks correct in testing. Trash a single page on its own, the event fires, your cleanup handler runs, everythinleanzero.hashnode.dev
MMihai_LeanZeroSep 19 · 11 min readHide a Forge module per project: app properties in a display conditionHide a Forge module per project: app properties in a display condition Key takeaways Forge has no entity_property_contains_any_user_group. The replacement is a jiraExpression display condition readinleanzero.hashnode.dev