Atlassian and OpenAI: How to Connect Jira and Confluence to AI Agents
Choose ChatGPT, Codex or Rovo for Atlassian work. Compare MCP, Teamwork Graph CLI and Jira handoffs, with permissions and context costs explained.
Blog
Notes on building reliable AI products.
Google’s PDFM Health Studies: When to Evaluate Population Dynamics Insights
Google’s new public-health studies support local trials of PDFM embeddings. Check PDI access, research limits and validation needs before adopting.
Mistral Large 4 Enters Public API Preview, With Weights Planned for Late October
Mistral Large 4 opens for hosted evaluation. Compare preview limits, current API pricing and what to wait for before committing to self-hosting.
Falcon-OCR-Arabic Targets Receipts, Forms and Tables
TII’s Arabic OCR specialist warrants a document-specific evaluation. Read the reported scores, access gaps and checks for receipts, forms and tables.
Falcon-Emirati-7B: When to Evaluate an Emirati Arabic Specialist
What TII’s Emirati Arabic model offers UAE product teams, how to interpret its benchmarks and what to verify before a production deployment.
Claude Cowork Moves New Pro and Max Tasks to the Cloud
What Claude Cowork’s October 6 Pro and Max cloud change means for local files, scheduled tasks, Claude Code and organizational controls.
Liquid d1 Adds Vision: When to Use a Decision Model Instead of Chat
A guide to Liquid d1’s paid vision API, per-question image costs, and the checks needed before replacing chat-based classifiers.
Claude Code 2.1.291 Fixes Cloud Permission Replies and Lost Final Messages
Anthropic’s 2.1.291 patch targets cloud approval replies and quit-time message loss. Check affected versions, update channels and the runtime actually in use.
ComfyUI 0.39: New Media Nodes, Credit Budgets and Offline Controls
Choose ComfyUI 0.39's new media nodes, distinguish offline launch flags, estimate paid executions and check affected workflows before upgrading.
Cloudera and Mistral: Private AI Options Before Procurement
Compare existing Cloudera inference, the announced Mistral integration and hosted APIs. Check delivery, data boundaries and operating costs before buying.
Firefox Smart Window with Mistral Small 4: Access, Choice and Privacy
A guide to Firefox Smart Window with Mistral Small 4: beta access, model hosts, browsing context, retention and custom-endpoint tradeoffs.
Reflection Beam Enters Waitlisted Beta; Open Weights Planned for October
Reflection’s Beam beta supports text-based coding and agents, but Apache-2.0 weights are pending. What builders can evaluate now—and what must wait.