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Mike Czerwinski2d ago • 6 min read
You can't be your own second view: four AI failures from one day of operator work
Four AI workflow failures from one day of operator work, and why a check is not a check if the same ...
#ai#agents#llmops#agentmemory
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Mike Czerwinski3d ago • 3 min read
Anthropic measured the human side. Five operators are building the agent side.
Anthropic's June 16 research paper quantified expertise as a multiplier on agentic work. In the same...
#ai#llmops#agents#operatordiscipline
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Mirza Iqbal4d ago • 4 min read
Stop sleeping your agent loop for 5 minutes
Your agent's idle timer talks to the prompt cache, and most loops are written as if it does not. The...
#claudecode#ai#llmops#agents
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Mike Czerwinski1d ago • 5 min read
I built a football bot that doesn't watch football. It's #2 in our World Cup league.
A Claude-on-cron prediction bot for our friends' World Cup league is in second place out of fourteen...
#ai#agents#llmops#showdev
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Mike Czerwinski1d ago • 12 min read
A quorum costume: why agent verification needs fault injection
Most agent verification schemes silently bet on independence between paths they never measured. Unti...
#ai#agents#llmops#agentmemory
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Mike Czerwinski2d ago • 7 min read
Salience is not carry value: notes from a running session-memory pipeline
Storage decides what gets written. Locks decide what gets defended. Selection decides what gets carr...
#ai#llmops#agents#memory
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Fernando Azevedo1d ago • 11 min read
LLM Observability in Production: From GPU Metrics to Response Quality
Field notes on comprehensive LLM inference observability on SageMaker: GPU metrics, token latency, r...
#dataplatforms#llmops#observability#sagemaker
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Mirza Iqbal6d ago • 2 min read
Why your n8n workflow dies every quarter at 3am
Ninety days green, then a Tuesday where the lead dashboard goes dark and nobody got paged. The flow ...
#n8n#automation#devops#llmops
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Mirza Iqbal2d ago • 3 min read
Eight rulebooks govern a DACH launch, and the strictest quietly wins
GDPR plus DORA plus NIS2 plus CRA do not stack. They collide, and the tightest deadline becomes the ...
#security#compliance#devops#llmops
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J Wang18h ago • 3 min read
How to grade an AI agent's output before it ships
AI agents now produce work — code, support replies, claims decisions, research memos, documents —...
#ai#agents#llmops#mcp
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Tang Weigang4d ago • 5 min read
Before You Add Memory to an AI Agent, Decide What the Agent Is Allowed to Remember
Before You Add Memory to an AI Agent, Decide What the Agent Is Allowed to Remember Memory...
#ai#agents#neo4j#llmops
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Mike Czerwinski1d ago • 8 min read
A Verifier Role Is Not a Verified Verifier
Sakana's TRINITY paper names a Verifier role. Their Fugu system ships frontier benchmark wins. But t...
#ai#agents#llmops#evaluation
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DevOps Start5h ago • 5 min read
LLM Prompt Caching with Git to Cut API Costs
Reduce LLM API costs in CI/CD with a simple prompt cache. Learn how to use a Git repository as a dat
#llmpromptcaching#llmcostoptimization#gitkeyvaluestore#llmops
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JEONSEWON6d ago • 2 min read
The 4-step ritual I use so an AI coding agent can't hand me a green checkmark that lies
I built my whole product with an AI writing the code, and the scariest failure mode isn't bugs — it'...
#ai#buildinpublic#devtools#llmops
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JEONSEWON6d ago • 2 min read
"Why don't you just use a better embedder?" — the most reasonable suggestion I keep refusing
Every time I show the E3 finding — that my semantic layer barely separates genuinely-distinct output...
#ai#buildinpublic#machinelearning#llmops
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Claire Dubois19h ago • 6 min read
What Separates Real AI Governance Tools From Checkbox Compliance
Effective AI governance tools go beyond simple compliance checks, offering centralized policy...
#aigovernance#security#llmops#devops
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Lukas Brunner19h ago • 5 min read
How to Evaluate AI Governance Platforms for a Mid-Size Company
Mid-size companies need a structured approach to select an AI governance platform that balances...
#aigovernance#security#devops#llmops
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