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226 postsThe four hidden causes behind an AI agent's vanishing memory writes
Four distinct causes make AI agent memory writes vanish silently: key mismatches, compaction drops, lost-update races, and stale-read writes.
Source review of 200 self-hosted AI tools finds 78 leak tenant data
A source review of 200+ self-hosted multi-tenant AI/SaaS tools found 78 with cross-tenant data leaks via unguarded read endpoints, 31 filed as CVEs.
Claude Code Review Token Bills Cut 8-49x With Tree-sitter Call Graphs
A Tree-sitter call-graph blast-radius technique cuts Claude Code review token bills 8-49x, plus three traps that can silently erase the savings.
AI Migrates COBOL to Java Fast — Proving It's Correct Is Hard
AI speeds up COBOL-to-Java migration, but proving correctness is the hard part. How an SMT-based equivalence verifier catches hidden bugs before they ship.
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.comWe gated CI on six LLM eval frameworks — only two survived
An eight-month CI test of six LLM eval frameworks found only Promptfoo and DeepEval reliable as merge-queue gates, thanks to deterministic checks.
MCP's Confused Deputy Problem: Provenance Gaps, Injection, DNS Rebinding
MCP's confused deputy flaw explained: provenance gaps, prompt injection via fetch servers, DNS rebinding, and concrete detection rules.
MIT Method Detects AI Models Fine-Tuned for CSAM Without Generating It
MIT and Thorn's Gaussian probing technique flags AI models fine-tuned for CSAM generation with 100% accuracy, without producing any illegal images.
SirixDB: A bitemporal JSON database with sub-page versioning
SirixDB is a bitemporal JSON database using copy-on-write and sub-page versioning so any revision can be queried as fast as the latest.
Five-Paper Series Formalizes Cohesion, Arrives at the IVP
Five Zenodo papers formalize software cohesion and derive the Independent Variation Principle, exposing gaps in common cohesion metrics.
Rethinking MCP Security: A Large-Scale Study of 64K Runtime Servers
MCPZoo tests 64,611 MCP servers, revealing that most security scanner alerts are false positives and scanners disagree widely.