Insights
Founder and builder perspectives on AI tools, thinking patterns, and the new way of working
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The Jev Benchmark Landscape: Four Projects, Four Angles
jevbench, typesafe-ai-benchmark, jev-benchmarks and jev-rerank-bench measure Jev differently. What each one tests, what it found, and how much to trust it.
typesafe-adblock and jevfill: Form-Filling and Ad-Blocking With Jev
Two small Chrome extensions send page elements to Jev for a yes/no or best-match call: one blocks ads by asking 'is this an ad?', the other fills forms by asking 'which note matches this field?'
typesafe-computer-use and Jev-cu: Two Takes on Computer-Use Agents
Two Jev-powered computer-use agents, two different tradeoffs: OCR-and-accessibility screen reading versus text-only Codex integration. Here's what each README actually proves.
TypeSafe's Official JS and Python SDKs, Explained
typesafe-sdk-js and typesafe-sdk-python are TypeSafe's own client libraries for Jev. What each ships, how their APIs differ, and what's still undocumented.
Vertical Jev Bots: jev-chat-windows and HA-Jev
A WeChat reply assistant with offline OCR and a Home Assistant integration both use Jev for narrow, typed judgments — never auto-sending messages or controlling safety-critical devices.
A Week of Jev Game Demos: What They Actually Prove
Nine game and sim projects landed in the Jev ecosystem's first weeks — two open reimplementations, two duels, a local decision server, and four solo tick-by-tick demos. Here's what each proves.
Oregon Teachers Are Calling AI Deals a "Grift"
An Oregon NEA rank-and-file caucus wants an end to what it calls 'AI grift.' Here's what that grassroots pushback represents — and what it doesn't, within a mixed union landscape.
What the MIT Cognitive Engagement Study Found
An MIT study found students who used ChatGPT to write essays showed weaker cognitive engagement. Here's what that implies for student use — and why teacher use is a different case.
Baltimore, LA, NYC, Seattle: Why They Banned ChatGPT
Major districts banned ChatGPT over integrity and quality fears. Now OpenAI is courting those same districts with free teacher accounts. Are the two positions contradictory?
Why Detection Tools Miss 1 in 5 AI Essays
AI-writing detectors run roughly 80-90% accurate — and most don't publish rates at all. Here's why that's not good enough to be a teacher's primary defense.
Calibrating Jev Thresholds: jevcal, jev-benchmark and Drift Checks
Typed decisions come with probabilities, but a threshold is only useful if you've measured it. jevcal, an eval-first jev-mcp and LightJev show how to calibrate and catch drift.
One Idea, Four Agents: Jev Compaction for Codex, Pi and omp
The same Jev pruning idea now exists for Claude Code, Codex, Pi and omp. How each implementation differs, what the READMEs measure, and how thin the evidence still is.