bahalla Taoufiq

Site Reliability Engineer

[bahalla Taoufiq @bahalla3]

Building An MCP Server for the Blog https://t.co/tnGLyKJ7o7

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 17: Opening the Platform Without Opening the Gates https://t.co/st20l4BGrL

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 16: Streaming What the Agent Is Doing https://t.co/e2cdIWXwSD

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 14: Run Budgets and Fallback Models https://t.co/vH08pu8ndz

[bahalla Taoufiq @bahalla3]

How Search Works on Tirraflow: Postgres Full-Text Search, No Search Engine https://t.co/mrwfuWvltE

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 13: Adding RAG https://t.co/stWTNLkxVL

[bahalla Taoufiq @bahalla3]

Slack, Google Chat, a web console, a CLI, a cron sweep.
Five surfaces, each with its own copy of identity, sessions and the approval gate — until one lost the gate and shipped destructive tools unconfirmed.
The gateway pattern that fixed it: https://t.co/AdCQfkN9Nb

[bahalla Taoufiq @bahalla3]

How to Build AI Agents: A Practical Guide & Best Practices https://t.co/1nzZDcxRjP

[bahalla Taoufiq @bahalla3]

Hardening a Self-Hosted VPS After a Cryptominer Got In https://t.co/Nd5j3NZID8

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps — Part 11: Adding Planning Mode with ADK Planners https://t.co/V4UzxQ4mWA

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 10: Fixing the Approve Handshake Across Sub-Agents https://t.co/zAAnqnT2mM

[Vlad Mihalcea @vlad_mihalcea]

Agile and Scrum evolved in an era when software development took significant time, and two-week sprints enabled us to gather feedback and adapt the product to meet customer demands.

Nowadays, AI compresses the development time so much that it makes more sense to use Kanban instead.

The larger the company, the more difficult the AI adoption will be since it will become political, rather than practical.

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 9: Google Chat Integration https://t.co/4aIYu28fvn

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 8: Agent Evaluations https://t.co/bqNKaUHZAC

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 7: ADK Plugins and Async Tools https://t.co/h9h8uaS0qj

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 6: Security Hardening https://t.co/M1Gmjnyzsc

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 5: Sub-Agents vs AgentTool https://t.co/0LRJ8y2vlu

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 4: Prometheus Metrics https://t.co/tFYpV1lMcp

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 3: RBAC Who Can Do What https://t.co/lbd4l7cTln

[bahalla Taoufiq @bahalla3]

Building AI Agents for DevOps Part 2: From Terminal to Slack https://t.co/UhUIXsHdSO