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AI engineering insights from the field — LLMs, agents, and production lessons.
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Partners
Trida AI Joins Google Cloud Partner Advantage
Trida AI is now a member of Google Cloud Partner Advantage. What membership means for our customers, and the road from registered member to Select.
Blueprints
Zep Underwriting Context Agent Blueprint
Blueprint: an underwriting context agent built on Zep that assembles the brief an underwriter decides from — current facts only, each one cited to its source, superseded facts shown as superseded — and stops at the underwriter's gate.
Field Notes
Durable Agents Resume, Not Restart
Restarting a failed agent run from step one doesn't just waste the work already done — the second attempt can take a different path and contradict the first. Durable execution saves state after each step, so a crashed, deployed or paused run resumes at the next step instead.
Blueprints
Manufacturing Plant Operations Agent Blueprint
Blueprint: a plant operations agent that works the shift's exception board in a priority order fixed by rule, thinks each case through in checked rounds against the plant's procedures and parts shelf, and stops at the supervisor's gate.
Field Notes
Agent Tracing in Production
When an agent gives a wrong answer, the final text is the one part of the run you don't need to debug. A trace — one run broken into timed steps for every model call, tool call and retrieval — turns "it failed" into the exact step where it failed, and what that step was looking at when it did.
Field Notes
Idempotency for Agent Actions
A timeout after a write tells you nothing about whether the write happened. Agents retry anyway, through frameworks, queues and restarts as well as their own loops, so every action with a side effect needs a stable key, a record of what it did, and a reconciliation path for the systems that offer neither.
Field Notes
Model Upgrades Are Deployment Events
Swapping the model is a one-line edit. Proving the replacement still does your job — on your prompts, your data, your awkward edge cases — is a release: an inventory, an eval replay by slice, a shadow run, a canary, and a rollback that only works while the old model still exists.
Academy
The Trida AI Academy: Courses, Skill Tests, and Blueprint Builds
Trida AI Academy is the proof system behind forward deployed engineering: certifications earned by passing, skill badges earned under time pressure, and blueprint builds reviewed by a person — all of it landing on one verified profile that Trida Network puts in front of recruiters.
Field Notes
Sandboxing Agents That Run Code
An agent with a shell inherits everything the shell can reach — your files, your keys, your network. A sandbox replaces per-command permission prompts with an enforced boundary: a short list of files, hosts and credentials the code can touch, and nothing else.