How to Build an Agent Deployment Pipeline From Scratch
On a Friday afternoon, an engineer changes one sentence in a support agent’s system prompt to make replies more concise. Unit tests pass. The image...
Opencontroller by lyzr Blog10 min read
Lyzr
38 stories
10 Best Platforms for AI-Driven Business Process Automation (2026)
TL;DR An invoice arrives as a PDF. It needs matching against a purchase order, a check against policy, an approval, and an entry in the...
Opencontroller by lyzr Blog8 min read10 Best Platforms for Connecting AI Agents to Business Tools (2026)
TL;DR An agent can spot a customer issue and recommend a next step. Finishing the job means pulling account details, checking a policy, updating the...
Opencontroller by lyzr Blog8 min readHow to Test Multi-Turn Conversations With Simulated Users
Your billing support agent passed all 240 test cases last sprint. On Tuesday a customer writes: “I was charged twice for the roaming pack.” The...
Opencontroller by lyzr Blog9 min readSkills vs tools vs prompts: a practical taxonomy for agent builders
TL;DR Your support agent demo runs on one 2,000-word system prompt. Three months later, five teams have copied it, every copy has drifted, and nobody...
Opencontroller by lyzr Blog10 min readModel Cascading and Distillation for Production AI: A Guide
In March, your distilled support model answered most tickets on its own and sent only the hard ones up to the frontier model. Finance loved...
Opencontroller by lyzr Blog10 min readOwn Your Intelligence: Why Running Your Own AI Models Pays Off, and What It Really Takes
Most companies today rent their AI. Every prompt goes to someone else’s model, on someone else’s servers, at someone else’s price. That’s a great way...
Opencontroller by lyzr Blog6 min readHow to Cap Spend Per Model Without Blocking Your Teams
TL;DR Your company gives engineers access to several AI models. One team needs a high-reasoning model for architecture work. Another uses a cheaper model for...
Opencontroller by lyzr Blog11 min readWhat Is an AI Agent Self-Improvement Loop?
Key Takeaways An agent can pass every pre-launch evaluation and still start failing in ways the test set never covered. A support agent keeps misrouting...
Opencontroller by lyzr Blog11 min readAgent Templates: How to Standardise Agent Builds Across Teams
TL;DR One team builds an HR agent in Copilot Studio. Another builds a research agent with LangChain. A third works in Claude Code, and a...
Opencontroller by lyzr Blog11 min readHow to Roll Back a Bad AI Agent Deployment in Under Five Minutes
What to Keep in Mind When an agent starts misbehaving in production, the instinct is to open the prompt and start debugging. That is the...
Opencontroller by lyzr Blog10 min readHow to quarantine a misbehaving AI agent without downtime
It’s 2:10 a.m., and a procurement agent has started reading a vendor-banking table it has never touched. Then it starts drafting supplier payment changes. The...
Opencontroller by lyzr Blog11 min readHow to close the loop between observability and prompt fixes
A support agent’s faithfulness scores on refund questions have been sagging for three days. An engineer reads twenty traces, adds two sentences to the system...
Opencontroller by lyzr Blog8 min readAgent CI/CD vs Traditional CI/CD: 7 Key Differences
A ticket comes in: the claims-triage agent’s replies are too long. A coding agent picks it up, edits one sentence in the system prompt and...
Opencontroller by lyzr Blog10 min readAgent Sprawl in Banks: The AI Agents Nobody Has Counted
A bank can tell you how many servers it runs, down to the last rack. Ask how many AI agents are running, and the answer...
Opencontroller by lyzr Blog9 min readChargeback and Showback for AI Spend: A Practical Model
The short answer Chargeback moves money; showback moves information. Chargeback posts a team’s AI spend to that team’s own budget or P&L. Showback reports the...
Opencontroller by lyzr Blog18 min read7 best tools for governing AI agents in regulated industries (2026)
On April 17, 2026, the Federal Reserve, OCC and FDIC replaced SR 11-7, the model risk guidance US banks had lived by for fifteen years....
Opencontroller by lyzr Blog9 min read7 Best Tools for LLM-as-a-Judge Evaluation (2026)
Ask a judge model the same pairwise question 50 times and you’d expect 50 identical verdicts. In a 2026 study of GPT-4o-mini and GPT-4.1-mini as...
Opencontroller by lyzr Blog11 min read
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