2026
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Codex and Antigravity tabs, behind their own version floors
Two more CLI runtimes in the workbench, each gated on the daemon actually being able to serve it — and refusing in words when it can't.
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I deleted the AI I built
Flowviant shipped its own server-side project AI for months. I removed all of it — the pipeline, the skills, the gateway — and made the product run on the user's own Claude instead.
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Your LLM grader is an injection target
If a model grades free-text answers against a rubric it also holds, the student can write instructions instead of an answer. Fencing the input and clamping the output are both necessary.
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Hardening pass — atomic writes, ordered billing, metered AI
A full audit of the failure paths: a crash could empty a question bank, out-of-order Stripe events could resurrect a cancelled plan, and AI spend had no ceiling.
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Mastery dashboard, study modes, and a tutor on every graded question
Per-unit, course, and cross-course mastery in one view; applied and recall tagging put to work; and a follow-up conversation attached to any question you got wrong.
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