Your AI coding bill is obsolete again — and that’s the point
Agentic tools are changing the economics of software faster than finance teams can model them. The list price is only the beginning.
News
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OpenAI field report keeps humans in the verification loop
Eight scientific software projects show where coding agents accelerate work—and where expert judgment still decides what is correct.
Gemini 3.7 Flash enters the coding speed race
Google’s workhorse model goes broad while OpenAI keeps its fastest serving tier limited to selected API customers.
Shadow AI is a workflow problem, not a policy problem
Developers route around slow approval paths. Governance works better when it lives inside the tools they already use.
Tips
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01Shorten the loop before adding another agentFast compile and verification cycles keep both the developer and the model inside the same context.
02Separate the agent runtime from verificationLet existing CI judge the branch instead of allowing the agent to define its own success.
03Keep memory, execution and orchestration separateThree explicit layers are easier to inspect, replace and secure than one opaque agent process.
04Put AI policy where developers workVersion approved models, permissions and test requirements beside the code—not in a forgotten portal.
Resources
Full directory →
AI coding cost field guideSticker price, token burn and the operating costs that appear when agents run all day.
Agent adoption benchmarkThe numbers behind the gap between using AI and fully delegating engineering work.
Migration agent playbookSpotify’s approach to fleet changes, verification, review bottlenecks and standardization.
Build-versus-buy calculator notesA practical checklist for token costs, compliance, staff churn and vendor risk.
Videos
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Start here
The guides that don’t expire—written once, kept current as models and workflows change. Read these before you read the news.
Guide 01Choosing where agents belongUse the delegation gap to decide what should be automated, reviewed or kept human.
Guide 02Your first production migration agentFrom a bounded change to CI verification, review queues and safe rollout across repositories.
Guide 03The verification stack, explainedBenchmarks, tests and expert review each answer a different question about generated code.
What shipped, what broke, what it costs.
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