Before You Fine-Tune a Jev-Style Model, Write Down the Baseline
Separate local decision-model training results by model and task, check the evaluation split, and keep permissions and completion verification outside model confidence.
Fodev JEO
LATEST INVESTIGATIONS
Source audits & field notes
Godot Avoidance Stops Forwarding Velocity After Arrival
Godot 4.7.2 gates avoidance velocity on a submitted target. A pinned source audit traces the arrival reset and separates route, steering and body movement.
RAG vs. Jev + RAG: Why Ranking Is Not Answerability (and the 5 Vector Indexes That Feed It)
Separate retrieval ranking from evidence sufficiency, design Jev answerability gates, and choose between Flat, IVF, HNSW, IVF-PQ, and ScaNN without confusing nearest-neighbor recall with grounded a...
Godot Editor Preview Is Not Runtime Scene Evidence
Godot documents its preview environment as editor-only. A pinned documentation and source audit separates viewport presentation from scene resources and runtime proof.
The Software Factory Is a Queue, Not a Commit Counter
HoYeon Lee reports a 300-commit-a-day Software Factory. Here is what that number measures, what it leaves unknown, and how to track accepted work instead.
Krita Color Smudge changes what brush spacing means
A source audit of why lower spacing smooths Smearing but strengthens Dulling, with a mode-first preset handoff and an unexecuted comparison plan.
Godot's Physics Time Keeps the Slowest Step, Not the Sum
A static Godot source audit traces Physics Time to a maximum reducer and Physics Frame % to a fixed interval, separating engine findings from illustrative arithmetic.
BlenderProc's depth flag changes the measurement pipeline
A static audit of BlenderProc at 76bd8b8: activate_antialiasing swaps the Z pass for a range-mapped Mist path, and the inspected depth test is defined only for False.
OpenShell's auto-approval sees new methods, not wider paths
Source Audit of NVIDIA OpenShell at 71c3cd95: the gateway’s risk check keys findings by HTTP method, so a credentialed PUT widened to /repos/** adds no prover finding.
Cloudflare OS simulates approvals, but never for MCP writes
Source Audit of Cloudflare OS at 5cae880e: approve-later simulation is per-Gatekeeper code; MCP writes are never simulated and pause the agent while a human decides.
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