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1046 postsDatabricks Benchmarks AI Coding Agents on Massive Codebase
Databricks tested GLM, Claude, and GPT coding agents on its massive codebase, revealing how harness choice and token efficiency affect real task costs.
Jean2: A Coding Agent That Evolves Across Sessions via File-Based Memory
Jean2 is a coding agent that writes what it learns into markdown files via opt-in memory, skill and session-search layers, improving through accumulated knowledge rather than model retraining.
TaxCalcBench: Open Source Test for AI Tax Filing
TaxCalcBench is an open source benchmark testing whether LLMs can accurately file real tax returns; even the best model only reaches 54% full accuracy.
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.comI Tried Obfuscating Java Code for AI — Here's What Broke
An attempt to obfuscate Java code before sending it to AI exposed how deeply Spring Data, JPA, and Lombok depend on identifier names.
When Fine-Tuning Stalls: The Architecture That Took Recall to 92%
A healthcare claims AI stuck at 45% recall on CPT/ICD coding reached 92% by adding a deterministic NCCI validation layer instead of more fine-tuning.
Deprecated Accessor Trap in AI SDK v7 Silently Erases Agent Memory
In AI SDK v7, result.response.messages now returns only the final step, silently dropping tool calls from history and crippling multi-turn agent behavior in smaller models.
Local AI Pipelines: Why Some Workloads Should Never Leave
Privacy, cost, and latency push certain AI tasks off the cloud and onto local hardware. A practical local AI pipeline using Ollama and faster-whisper.
Metis: Arm's Open-Source Agentic Security Review Tool
Metis, built by Arm's Product Security Team, is an open-source framework that uses LLM reasoning to find security vulnerabilities across large codebases.
The Forgotten Symlink: 'It Works' Isn't 'It's Maintained'
A repo had the right Cursor symlinks all along, but forgot why they mattered - proving working code isn't the same as maintained code.
AI Audit Uncovers Seven Real Bugs in Cloudflare's CIRCL
zkSecurity's AI audit tool found seven real bugs in Cloudflare's CIRCL cryptography library, all now fixed and mostly rewarded via HackerOne.