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A Portfolio That Practices MRE
Vishnu Purohitham’s four shipped projects are a worked example of Model Reliability Engineering — and a soft hit on most of the AIfolio.
23 hrs ago
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Three Weeks of Opus 4.7 in Production: What Teams Are Actually Reporting
The launch numbers were one story. The production patterns are a different one.
May 7
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Inside Mintlify’s Agent Stack
A teardown of the two-harness architecture — async sandboxes for writes, virtual filesystems for reads — and what it teaches about wrapping a model in…
May 6
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How Vertical Agents Self-Improve in Production
Field notes on the harness loop at Harvey, Hippocratic, Anterior, and Azure SRE — where production failures compound into skill without retraining the…
May 2
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Felix Is a Harness, Not a Model: How Rogo Built an Agent for High Finance
Rogo just raised $160M Series D led by Kleiner Perkins. The architecture behind their Felix agent is what AI engineers should be studying.
May 1
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Privacy Filter Is Not an LLM
OpenAI’s open-weight PII model is a bidirectional token classifier — what that architecture buys, where the headline benchmark misleads, and why…
Apr 29
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Shadow AI Agents
Your enterprise has more AI agents than employees. Most don’t have identities, owners, or audit trails. Agent identity is the reliability surface that…
Apr 27
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Builder Spotlight - Armaan Agrawal ships like a forward-deployed engineer already
Seven production systems, one repeatable pattern, and the real-world skills most new grads don’t show up with.
Apr 24
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