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1032 postsLakehouse Encryption Explained: Parquet, Iceberg, and the Interop Puzzle
A deep dive into Parquet and Iceberg 1.11 encryption architecture, key terminology, and the interoperability challenges of multi-engine lakehouses.
Cross-tokenizer distillation can silently erase 85% of teacher signal
Naive logit projection across mismatched tokenizers can erase 85% of teacher information; chain-rule conditioning restores retention to 86%.
AI Coding Agents Are Breaking Diff-Based Code Review
AI coding agents make diff-only code review unreliable; intent now lives in test names, builder APIs, and contract tests instead.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comEvaluation Debt: Why Offline Agent Evals Fail in Production
Why offline eval frameworks miss real production failures in AI agents, and why session-based observability is replacing static test suites.
Your AI Visibility Score Is Probably an Artifact
A 1,790-query audit finds most AI-visibility scores are artifacts, exposing why blending branded/unbranded prompts and single-engine scores mislead teams.
GhostCommit: the image-based exploit AI code reviewers miss
GhostCommit hides malicious instructions inside PNG images to bypass AI code reviewers like Cursor Bugbot and CodeRabbit undetected.
A Unified Framework for Self-Improving Agent Systems
A conceptual framework unifying Skill evolution, harness adaptation, and self-referential evolution in self-improving AI agent systems, beyond model weights.
Testing a Pyxel Config Tool Against Silent State Drift
How a browser-based Pyxel config tool defends against state drift using schema freshness checks, real-schema bounds tests, and CI-driven API introspection.
Subrust: a no_std, alloc-free interpreter for a Rust subset
Subrust is a zero-dependency, no_std/no-alloc interpreter for a Rust subset that guarantees rustc-identical behavior and bootstraps from a 229-byte seed.
Fable 5 vs GPT-5.6 Sol on an NP-Hard Problem: Does /goal Help?
Claude Fable 5 and GPT-5.6 Sol tackle an NP-hard fiber-network problem, testing whether the /goal persistence feature actually improves results.