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FinOps for Delegated Cognition: GitHub Boiled the Frog Backwards
GitHub's AI Credits rollout wasn't really a pricing story. It was a change-management story, an observability story, and perhaps the first glimpse of FinOps for delegated cognition.
The AI Credits Era Begins: Notes From the First Morning of GitHub’s New Billing Model
First observations from GitHub Copilot’s move from Premium Requests to AI Credits: compatibility fields, confusing reports, missing model attribution, and why AI FinOps now needs its own flight data recorder.
FinOps for Delegated Cognition: AADLCv2 and the Cost of Letting Agents Rediscover Gravity
A follow-up to AADLC: how usage-based AI billing, semantic hydration, prompt-as-code, and field-testing turned a coding workflow into a governance model for delegated cognition.
ISeeMP: What Your AI System Can Actually Be Made To Do
From capabilities to consequences: mapping, testing, and proving exploit paths in MCP-driven AI systems.
Sculpting with Agents: From Prompting to the Agile Agentic Development Life Cycle (AADLC)
How cost pressure, structured baselines, clean context, and multi-model orchestration led to a practical agentic SDLC.
Copy.Fail: When the Kernel Trusts Too Much
A deep dive into CVE-2026-31431 -- a Linux kernel primitive that turns containers into stepping stones, and why seccomp might be your fastest seatbelt.